diff --git a/output/preprocess/Ovarian_Cancer/code/GSE130402.py b/output/preprocess/Ovarian_Cancer/code/GSE130402.py new file mode 100644 index 0000000000000000000000000000000000000000..ea9b9fa1d190b3d64ed9fc7923671faeb105a46d --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/GSE130402.py @@ -0,0 +1,117 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" +cohort = "GSE130402" + +# Input paths +in_trait_dir = "../DATA/GEO/Ovarian_Cancer" +in_cohort_dir = "../DATA/GEO/Ovarian_Cancer/GSE130402" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/GSE130402.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/GSE130402.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/GSE130402.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os + +# Determine gene expression data availability based on background info: +# Microarray gene expression analyses were conducted after miRNA transfection. +is_gene_available = True + +# Variable availability: +# This is a cell-line experiment (HEY, SKOV3: ovarian; PC3: prostate) with no human subject info. +# Therefore, human trait, age, and gender are not available. +trait_row = None +age_row = None +gender_row = None + +# Conversion functions (defined for completeness; not used since trait_row is None) +def _after_colon(x: str) -> str: + if x is None: + return None + if isinstance(x, str): + parts = x.split(":", 1) + val = parts[1].strip() if len(parts) > 1 else x.strip() + return val if val != "" else None + return None + +def convert_trait(x): + val = _after_colon(x) + if val is None: + return None + s = val.lower() + # Heuristic: ovarian cancer cell lines (HEY, SKOV3) -> 1; non-ovarian (e.g., PC3) -> 0 + if "hey" in s or "skov3" in s: + return 1 + if "pc3" in s or "prostate" in s: + return 0 + return None + +def convert_age(x): + val = _after_colon(x) + if val is None: + return None + import re + m = re.search(r"(\d+(\.\d+)?)", val) + return float(m.group(1)) if m else None + +def convert_gender(x): + val = _after_colon(x) + if val is None: + return None + s = val.strip().lower() + if s in {"f", "female", "woman", "women"}: + return 0 + if s in {"m", "male", "man", "men"}: + return 1 + return None + +# Initial filtering and save metadata +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction: skipped because human clinical data is not available (trait_row is None) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + preview = preview_df(selected_clinical_df) + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/code/GSE132342.py b/output/preprocess/Ovarian_Cancer/code/GSE132342.py new file mode 100644 index 0000000000000000000000000000000000000000..11853947f3e4702bff4de4fbce9940ab70fd1990 --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/GSE132342.py @@ -0,0 +1,113 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" +cohort = "GSE132342" + +# Input paths +in_trait_dir = "../DATA/GEO/Ovarian_Cancer" +in_cohort_dir = "../DATA/GEO/Ovarian_Cancer/GSE132342" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/GSE132342.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/GSE132342.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/GSE132342.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Step 1: Determine gene data availability +is_gene_available = True # Gene expression profiling reported in series summary/design + +# Step 2: Variable availability and conversion functions + +# Keys in the sample characteristics dictionary +trait_row = None # All samples are HGSOC cases -> trait (Ovarian_Cancer) is constant and thus not usable +age_row = 8 # 'age: q1/q2/q3/q4' available as quartiles +gender_row = None # 'Sex: Female' only -> constant and not usable + +def _after_colon(x): + if x is None: + return None + try: + return str(x).split(":", 1)[1].strip() + except Exception: + return None + +def convert_trait(x): + # Map ovarian cancer cases to 1, non-cancer/controls to 0; unknown -> None + val = _after_colon(x) + if val is None: + return None + v = val.lower() + if any(k in v for k in ["ovarian", "ovary", "hgsoc", "high-grade serous", "hgsc", "serous ovarian"]): + return 1 + if any(k in v for k in ["control", "normal", "healthy", "benign", "adjacent normal"]): + return 0 + return None + +def convert_age(x): + # Convert age quartiles to ordinal numeric scale (q1=1 ... q4=4) + val = _after_colon(x) + if val is None: + return None + v = val.strip().lower() + mapping = {"q1": 1, "q2": 2, "q3": 3, "q4": 4} + return mapping.get(v, None) + +def convert_gender(x): + # Female -> 0, Male -> 1 + val = _after_colon(x) + if val is None: + return None + v = val.strip().lower() + if v in ["female", "f", "woman", "women"]: + return 0 + if v in ["male", "m", "man", "men"]: + return 1 + return None + +# Step 3: Save metadata using initial filtering +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Step 4: Clinical feature extraction (skip because trait_row is None) +# If trait_row were available: +# selected_clinical_df = geo_select_clinical_features( +# clinical_df=clinical_data, +# trait=trait, +# trait_row=trait_row, +# convert_trait=convert_trait, +# age_row=age_row, +# convert_age=convert_age, +# gender_row=gender_row, +# convert_gender=convert_gender +# ) +# preview = preview_df(selected_clinical_df) +# selected_clinical_df.to_csv(out_clinical_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/code/GSE135820.py b/output/preprocess/Ovarian_Cancer/code/GSE135820.py new file mode 100644 index 0000000000000000000000000000000000000000..52b9ce6dd88a46ccdb4593c7ca6acf7c5eb88902 --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/GSE135820.py @@ -0,0 +1,211 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" +cohort = "GSE135820" + +# Input paths +in_trait_dir = "../DATA/GEO/Ovarian_Cancer" +in_cohort_dir = "../DATA/GEO/Ovarian_Cancer/GSE135820" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/GSE135820.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/GSE135820.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/GSE135820.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability +is_gene_available = True # NanoString gene expression panel (mRNA), not miRNA/methylation + +# Identify rows for variables based on the Sample Characteristics Dictionary +trait_row = None # Ovarian_Cancer presence is effectively constant here (all ovarian cancer cases) +age_row = 3 +gender_row = None # No gender/sex field present + +# Conversion helpers +def _extract_after_colon(x): + if x is None: + return None + if isinstance(x, (int, float)): + return x + s = str(x) + if ':' in s: + s = s.split(':', 1)[1] + s = s.strip() + if s == '' or s.lower() in {'na', 'n/a', 'nan', 'none', 'unknown'}: + return None + return s + +def convert_trait(x): + # Map to presence of ovarian cancer (binary). Here, all diagnoses are ovarian cancers, + # so this would map to 1 for both HGSOC and non-HGSOC if it were used. + s = _extract_after_colon(x) + if s is None: + return None + sl = str(s).lower() + if any(k in sl for k in ['hgsoc', 'non-hgsoc', 'ovarian']): + return 1 + if any(k in sl for k in ['control', 'normal', 'healthy']): + return 0 + return None + +def convert_age(x): + s = _extract_after_colon(x) + if s is None: + return None + try: + v = float(str(s).strip()) + return v + except Exception: + return None + +def convert_gender(x): + s = _extract_after_colon(x) + if s is None: + return None + sl = str(s).strip().lower() + # Female -> 0, Male -> 1 + if sl in {'female', 'f', 'woman', 'women'}: + return 0 + if sl in {'male', 'm', 'man', 'men'}: + return 1 + return None + +# Initial filtering metadata save +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction (skip if trait_row is None) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + _ = preview_df(selected_clinical_df) + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Determine which columns in the gene annotation correspond to probe IDs and gene symbols +id_col = 'ID' # Matches matrix IDs like 'NM_000038.3:6850' +symbol_col = 'ORF' if 'ORF' in gene_annotation.columns else 'Customer.Identifier' + +# 2. Build the mapping dataframe +gene_mapping = get_gene_mapping(gene_annotation, prob_col=id_col, gene_col=symbol_col) + +# 3. Apply mapping to convert probe-level data to gene-level expression +# Keep original probe-level data for clarity +probe_data = gene_data +gene_data = apply_gene_mapping(expression_df=probe_data, mapping_df=gene_mapping) + +# Step 7: Data Normalization and Linking +# 1. Normalize gene symbols and save gene expression data +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# Determine trait availability from previous steps +trait_available = False +try: + trait_available = bool(is_trait_available) +except NameError: + try: + trait_available = (trait_row is not None) + except NameError: + trait_available = False + +if not trait_available: + # 5. Final validation and save cohort info when trait data is unavailable; skip linking and downstream steps + placeholder_df = pd.DataFrame({trait: [None], 'G1': [1.0], 'G2': [1.0], 'G3': [1.0], 'G4': [1.0]}) + note = ("INFO: Trait variable is unavailable for this cohort. Samples are predominantly ovarian cancers by design " + "with no explicit case/control labeling in clinical annotations; therefore, dataset is not usable for " + "trait-based association analysis. Gene expression data were normalized and saved separately.") + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=False, + is_biased=False, + df=placeholder_df, + note=note + ) +else: + # 2. Link clinical and genetic data + linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + + # 3. Handle missing values + linked_data = handle_missing_values(linked_data, trait) + + # 4. Bias evaluation and removal of biased demographics + is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + + # 5. Final validation and save cohort info + note = "INFO: Linked data processed with missing value handling and bias evaluation." + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note + ) + + # 6. Save usable linked data + if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/code/GSE146553.py b/output/preprocess/Ovarian_Cancer/code/GSE146553.py new file mode 100644 index 0000000000000000000000000000000000000000..910263e62725c998f6b34a744e0b053f1e72216b --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/GSE146553.py @@ -0,0 +1,196 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" +cohort = "GSE146553" + +# Input paths +in_trait_dir = "../DATA/GEO/Ovarian_Cancer" +in_cohort_dir = "../DATA/GEO/Ovarian_Cancer/GSE146553" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/GSE146553.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/GSE146553.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/GSE146553.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# 1) Gene expression availability +is_gene_available = True # Affymetrix HG 1.0ST arrays and RNA-seq were used for gene expression + +# 2) Variable availability (from Sample Characteristics Dictionary) +trait_row = 4 # 'tissue' field: can infer ovarian cancer status (tumor vs normal); exclude cell lines +age_row = 2 # 'patient age' +gender_row = None # Only 'gender: female' is present (constant), so not useful + +# 2.2) Converters +def _after_colon(x): + if x is None: + return None + if isinstance(x, str): + parts = x.split(":", 1) + return parts[1].strip() if len(parts) > 1 else x.strip() + return x + +def convert_trait(x): + val = _after_colon(x) + if val is None: + return None + v = val.strip().lower() + if v in {"na", ""}: + return None + # Exclude non-human samples + if "cell line" in v: + return None + # Map to case/control + if "normal" in v: + return 0 + if ("cancer" in v) or ("tumor" in v) or ("carcinoma" in v): + return 1 + return None + +def convert_age(x): + val = _after_colon(x) + if val is None: + return None + v = str(val).strip() + if v.lower() == "na" or v == "": + return None + try: + return float(v) + except Exception: + import re + m = re.search(r"[-+]?\d*\.?\d+", v) + return float(m.group()) if m else None + +def convert_gender(x): + val = _after_colon(x) + if val is None: + return None + v = val.strip().lower() + if v in {"na", ""}: + return None + if v.startswith("f"): + return 0 + if v.startswith("m"): + return 1 + return None + +# 3) Save initial metadata +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (only if trait_row is available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + preview = preview_df(selected_clinical_df) + print(preview) + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +# The identifiers like '7896736' are Affymetrix/array probe or transcript cluster IDs, not human gene symbols. +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# 1-2) Decide columns and build mapping dataframe +# Probe IDs match 'ID'; gene symbols can be parsed from 'gene_assignment' +mapping_df = get_gene_mapping(gene_annotation, prob_col='ID', gene_col='gene_assignment') + +# 3) Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os +import pandas as pd + +# 1) Normalize gene symbols and save +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) + +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2) Ensure clinical dataframe is available (load if missing), then link +try: + selected_clinical_df +except NameError: + selected_clinical_df = pd.read_csv(out_clinical_data_file, index_col=0) + +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3) Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4) Bias checks and remove biased demographics +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5) Final validation and metadata saving +note = ("INFO: Trait inferred from 'tissue' field with cell line samples excluded; " + "Gender not included due to being constant/unavailable; Age included when available.") +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6) Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/code/GSE146964.py b/output/preprocess/Ovarian_Cancer/code/GSE146964.py new file mode 100644 index 0000000000000000000000000000000000000000..50e7086208e6226521cd76dec8fab20e8d86bd8d --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/GSE146964.py @@ -0,0 +1,215 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" +cohort = "GSE146964" + +# Input paths +in_trait_dir = "../DATA/GEO/Ovarian_Cancer" +in_cohort_dir = "../DATA/GEO/Ovarian_Cancer/GSE146964" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/GSE146964.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/GSE146964.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/GSE146964.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability based on the provided background and sample characteristics +is_gene_available = True # Affymetrix mRNA microarrays indicate gene expression data +trait_row = None # Trait (Ovarian_Cancer) is constant across samples (all malignant HGSOC) +age_row = None # No age information in the sample characteristics +gender_row = None # Gender is constant (all Female) + +# Conversion functions +def _extract_value(x): + if x is None: + return None + if isinstance(x, str): + parts = x.split(":", 1) + val = parts[1] if len(parts) == 2 else parts[0] + return val.strip().strip('"').strip() + return x + +def convert_trait(x): + # Map to binary: 1 = Ovarian cancer case; 0 = non-cancer/control. + val = _extract_value(x) + if val is None or val == "": + return None + v = val.lower() + positives = [ + "ovarian cancer", "high grade serous ovarian cancer", "hgsc", "hgsoc", + "cancer", "tumor", "carcinoma", "malignant", "case", "diseased" + ] + negatives = ["normal", "control", "benign", "healthy", "non-tumor", "adjacent normal"] + if any(p in v for p in positives): + return 1 + if any(n in v for n in negatives): + return 0 + return None + +def convert_age(x): + val = _extract_value(x) + if val is None or val == "": + return None + v = val.lower().replace("years", "").replace("year", "").replace("yrs", "").strip() + for bad in ["na", "n/a", "unknown", "not available", "missing", "--", "null"]: + if v == bad: + return None + try: + return float(v) + except Exception: + # Try to extract leading number if present + import re + m = re.search(r"[-+]?\d*\.?\d+", v) + if m: + try: + return float(m.group()) + except Exception: + return None + return None + +def convert_gender(x): + val = _extract_value(x) + if val is None or val == "": + return None + v = val.lower() + if v in ["f", "female", "woman", "women"]: + return 0 + if v in ["m", "male", "man", "men"]: + return 1 + return None + +# Initial filtering and metadata saving +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction (skipped because trait_row is None) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + _ = preview_df(selected_clinical_df) + # Save selected clinical data + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +# Based on the observed identifiers such as 'AFFX-BkGr-GC03_st', which are Affymetrix control/probe IDs, +# these are not human gene symbols and require mapping to gene symbols via platform annotation. +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Decide appropriate columns from annotation for probe IDs and gene symbols +prob_col = 'probeset_id' if 'probeset_id' in gene_annotation.columns else 'ID' +gene_col = 'gene_assignment' if 'gene_assignment' in gene_annotation.columns else 'mrna_assignment' + +# Build mapping dataframe (ID -> Gene text) +mapping_df = get_gene_mapping(gene_annotation, prob_col=prob_col, gene_col=gene_col) + +# Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save gene data +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# Prepare clinical features if not already prepared (derive from available characteristics) +# Use 'condition: Malignant' as trait (row 3) and 'gender: Female' as gender (row 1) +trait_row = 3 +gender_row = 1 +age_row = None + +selected_clinical_data = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender +) + +# 2. Link clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_data, normalized_gene_data) + +# 3. Handle missing values in the linked data +linked_data = handle_missing_values(linked_data, trait) + +# 4. Determine bias and remove biased demographic features +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final quality validation and save metadata +is_gene_available = True +is_trait_available = True # trait derived from 'condition' row +note = "INFO: Trait derived from 'condition: Malignant'; all samples are cases. Expect trait imbalance." +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6. Save linked data only if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/code/GSE201525.py b/output/preprocess/Ovarian_Cancer/code/GSE201525.py new file mode 100644 index 0000000000000000000000000000000000000000..cdec0fcfa1e72f63cdfb295f7b28e29cf5f4c59e --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/GSE201525.py @@ -0,0 +1,162 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" +cohort = "GSE201525" + +# Input paths +in_trait_dir = "../DATA/GEO/Ovarian_Cancer" +in_cohort_dir = "../DATA/GEO/Ovarian_Cancer/GSE201525" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/GSE201525.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/GSE201525.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/GSE201525.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability based on provided Sample Characteristics Dictionary +# Dictionary shows only 'treatment' (row 0) and 'replicate' (row 1); no clinical trait, age, or gender. +trait_row = None +age_row = None +gender_row = None + +# Gene expression likely available (expression profiling under interferon treatments; not miRNA/methylation) +is_gene_available = True +is_trait_available = trait_row is not None + +# Converters +def _after_colon(x): + if x is None: + return None + s = str(x) + if ':' in s: + s = s.split(':', 1)[1] + return s.strip().lower() + +def convert_trait(x): + v = _after_colon(x) + if not v: + return None + # Heuristics for ovarian cancer presence + positives = ['cancer', 'tumor', 'tumour', 'carcinoma', 'serous', 'hgsoc', 'ovca', 'ovarian cancer'] + negatives = ['normal', 'healthy', 'control', 'benign', 'adjacent normal', 'non-tumor', 'non tumour', 'noncancer'] + if any(p in v for p in positives): + return 1 + if any(n in v for n in negatives): + return 0 + return None + +def convert_age(x): + v = _after_colon(x) + if not v or v in {'na', 'n/a', 'none', 'unknown', 'not available'}: + return None + # Extract numbers; if range present, take midpoint + import re + nums = re.findall(r'\d+\.?\d*', v) + if not nums: + return None + try: + if '-' in v or 'to' in v: + vals = [float(n) for n in nums[:2]] + if len(vals) == 2: + return sum(vals) / 2.0 + # Otherwise take the first number + return float(nums[0]) + except: + return None + +def convert_gender(x): + v = _after_colon(x) + if not v: + return None + if v in {'female', 'f', 'woman', 'women'}: + return 0 + if v in {'male', 'm', 'man', 'men'}: + return 1 + return None + +# Save initial metadata +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction is skipped because trait_row is None (no clinical trait available) +# If trait_row were available, we would call geo_select_clinical_features and save the output. + +# Step 3: Gene Data Extraction +# Extract gene expression data and inspect first 20 row IDs +gene_data = get_genetic_data(matrix_file) +print(list(gene_data.index[:20])) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Build mapping dataframe and normalize gene symbols to uppercase to align with extractor expectations +mapping_df = get_gene_mapping(gene_annotation, prob_col='ID', gene_col='GENE_SYMBOL') +mapping_df['Gene'] = mapping_df['Gene'].astype(str).str.upper() + +# Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(gene_data, mapping_df) + +# Optional sanity check +print(gene_data.shape) + +# Step 7: Data Normalization and Linking +# 1. Normalize the obtained gene data and save to disk +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. No clinical trait available in this cohort; create an empty linked_data placeholder +linked_data = pd.DataFrame() + +# 5. Final validation and save cohort info (dataset is unavailable due to missing trait) +note = "INFO: No usable clinical trait (only treatment/replicate fields). Skipped linking and bias checks." +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=False, + is_biased=False, + df=linked_data, + note=note +) + +# 6. Save linked data only if usable (it won't be in this case) +if is_usable: + linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/code/TCGA.py b/output/preprocess/Ovarian_Cancer/code/TCGA.py new file mode 100644 index 0000000000000000000000000000000000000000..569ba92925afaa38e084fa31b7b701fe91ff771b --- /dev/null +++ b/output/preprocess/Ovarian_Cancer/code/TCGA.py @@ -0,0 +1,308 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Ovarian_Cancer" + +# Input paths +tcga_root_dir = "../DATA/TCGA" + +# Output paths +out_data_file = "./output/z5/preprocess/Ovarian_Cancer/TCGA.csv" +out_gene_data_file = "./output/z5/preprocess/Ovarian_Cancer/gene_data/TCGA.csv" +out_clinical_data_file = "./output/z5/preprocess/Ovarian_Cancer/clinical_data/TCGA.csv" +json_path = "./output/z5/preprocess/Ovarian_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +import os +import pandas as pd + +# Step 1: Select the most appropriate TCGA cohort directory for Ovarian Cancer +subdirs = [d for d in os.listdir(tcga_root_dir) if os.path.isdir(os.path.join(tcga_root_dir, d))] + +# Define matching terms/synonyms for ovarian cancer +terms = ['ovarian', 'ovary', '(ov)'] + +def match_score(name: str) -> int: + name_l = name.lower() + score = 0 + score += 3 if 'ovarian' in name_l else 0 + score += 2 if 'ovary' in name_l else 0 + score += 1 if '(ov)' in name_l else 0 + return score + +candidates = [(d, match_score(d)) for d in subdirs if any(t in d.lower() for t in terms)] +candidates = sorted(candidates, key=lambda x: (-x[1], len(x[0]))) + +if not candidates or candidates[0][1] == 0: + # No suitable cohort found; mark as skipped + validate_and_save_cohort_info( + is_final=False, + cohort="TCGA", + info_path=json_path, + is_gene_available=False, + is_trait_available=False + ) + print("No suitable TCGA cohort directory found for trait Ovarian_Cancer. Skipping.") + clinical_df = pd.DataFrame() + genetic_df = pd.DataFrame() +else: + selected_dir_name = candidates[0][0] + cohort_dir = os.path.join(tcga_root_dir, selected_dir_name) + + # Step 2: Identify clinical and genetic file paths + clinical_file_path, genetic_file_path = tcga_get_relevant_filepaths(cohort_dir) + + # Step 3: Load both files as DataFrames + clinical_df = pd.read_csv(clinical_file_path, sep='\t', index_col=0, compression='infer', low_memory=False) + genetic_df = pd.read_csv(genetic_file_path, sep='\t', index_col=0, compression='infer', low_memory=False) + + # Step 4: Print clinical column names + print(clinical_df.columns.tolist()) + +# Step 2: Find Candidate Demographic Features +# Use the previously obtained list of column names to identify candidate demographic features +columns_list = ['_INTEGRATION', '_PANCAN_CNA_PANCAN_K8', '_PANCAN_Cluster_Cluster_PANCAN', '_PANCAN_DNAMethyl_PANCAN', '_PANCAN_RPPA_PANCAN_K8', '_PANCAN_UNC_RNAseq_PANCAN_K16', '_PANCAN_miRNA_PANCAN', '_PANCAN_mirna_OV', '_PANCAN_mutation_PANCAN', '_PATIENT', '_cohort', '_primary_disease', '_primary_site', 'additional_pharmaceutical_therapy', 'additional_radiation_therapy', 'age_at_initial_pathologic_diagnosis', 'anatomic_neoplasm_subdivision', 'bcr_followup_barcode', 'bcr_patient_barcode', 'bcr_sample_barcode', 'clinical_stage', 'days_to_birth', 'days_to_collection', 'days_to_death', 'days_to_initial_pathologic_diagnosis', 'days_to_last_followup', 'days_to_new_tumor_event_additional_surgery_procedure', 'days_to_new_tumor_event_after_initial_treatment', 'eastern_cancer_oncology_group', 'followup_case_report_form_submission_reason', 'followup_treatment_success', 'form_completion_date', 'gender', 'histological_type', 'history_of_neoadjuvant_treatment', 'icd_10', 'icd_o_3_histology', 'icd_o_3_site', 'informed_consent_verified', 'initial_pathologic_diagnosis_method', 'initial_weight', 'intermediate_dimension', 'is_ffpe', 'karnofsky_performance_score', 'longest_dimension', 'lost_follow_up', 'lymphatic_invasion', 'neoplasm_histologic_grade', 'new_neoplasm_event_type', 'new_tumor_event_additional_surgery_procedure', 'new_tumor_event_after_initial_treatment', 'oct_embedded', 'other_dx', 'pathology_report_file_name', 'patient_id', 'performance_status_scale_timing', 'person_neoplasm_cancer_status', 'postoperative_rx_tx', 'primary_therapy_outcome_success', 'progression_determined_by', 'radiation_therapy', 'residual_tumor', 'sample_type', 'sample_type_id', 'shortest_dimension', 'tissue_prospective_collection_indicator', 'tissue_retrospective_collection_indicator', 'tissue_source_site', 'tumor_residual_disease', 'tumor_tissue_site', 'venous_invasion', 'vial_number', 'vital_status', 'year_of_initial_pathologic_diagnosis', '_GENOMIC_ID_TCGA_OV_PDMRNAseq', '_GENOMIC_ID_data/public/TCGA/OV/miRNA_HiSeq_gene', '_GENOMIC_ID_TCGA_OV_mutation_bcm_solid_gene', '_GENOMIC_ID_TCGA_OV_exp_u133a', '_GENOMIC_ID_TCGA_OV_hMethyl450', '_GENOMIC_ID_TCGA_OV_miRNA_HiSeq', '_GENOMIC_ID_TCGA_OV_mutation_curated_bcm_solid_gene', '_GENOMIC_ID_TCGA_OV_hMethyl27', '_GENOMIC_ID_TCGA_OV_mutation_wustl_hiseq_gene', '_GENOMIC_ID_TCGA_OV_RPPA_RBN', '_GENOMIC_ID_TCGA_OV_mutation_wustl_gene', '_GENOMIC_ID_TCGA_OV_exp_HiSeq', '_GENOMIC_ID_TCGA_OV_gistic2thd', '_GENOMIC_ID_TCGA_OV_PDMarray', '_GENOMIC_ID_TCGA_OV_RPPA', '_GENOMIC_ID_TCGA_OV_exp_HiSeqV2_PANCAN', '_GENOMIC_ID_TCGA_OV_exp_HiSeq_exon', '_GENOMIC_ID_TCGA_OV_exp_HiSeqV2', '_GENOMIC_ID_TCGA_OV_mutation_broad_gene', '_GENOMIC_ID_TCGA_OV_PDMarrayCNV', '_GENOMIC_ID_TCGA_OV_PDMRNAseqCNV', '_GENOMIC_ID_TCGA_OV_exp_HiSeqV2_exon', '_GENOMIC_ID_TCGA_OV_mutation', '_GENOMIC_ID_TCGA_OV_G4502A_07_3', '_GENOMIC_ID_TCGA_OV_G4502A_07_2'] + +import re + +def tokenize(name: str): + return [t for t in re.split(r'[^a-zA-Z]+', name.lower()) if t] + +candidate_age_cols = [] +candidate_gender_cols = [] + +for col in columns_list: + tokens = tokenize(col) + # Age-like: contains token 'age' or token containing 'birth' + if ('age' in tokens) or any('birth' in t for t in tokens): + # Exclude false positives like 'clinical_stage' + if not any(t.endswith('stage') for t in tokens): + candidate_age_cols.append(col) + # Gender-like: contains tokens 'gender' or 'sex' + if ('gender' in tokens) or ('sex' in tokens): + candidate_gender_cols.append(col) + +print(f"candidate_age_cols = {candidate_age_cols}") +print(f"candidate_gender_cols = {candidate_gender_cols}") + +# Preview extracted data if clinical_df is available in the environment +if 'clinical_df' in globals(): + try: + if isinstance(clinical_df, pd.DataFrame): + if candidate_age_cols: + available_age_cols = [c for c in candidate_age_cols if c in clinical_df.columns] + if available_age_cols: + age_df = clinical_df[available_age_cols] + print(preview_df(age_df, n=5)) + if candidate_gender_cols: + available_gender_cols = [c for c in candidate_gender_cols if c in clinical_df.columns] + if available_gender_cols: + gender_df = clinical_df[available_gender_cols] + print(preview_df(gender_df, n=5)) + except Exception: + pass + +# Step 3: Select Demographic Features +# Attempt to use preview dictionaries if they exist; otherwise, treat as empty +try: + age_preview_dict # type: ignore +except NameError: + age_preview_dict = {} +try: + gender_preview_dict # type: ignore +except NameError: + gender_preview_dict = {} + +import math +import re + +def is_missing(v): + if v is None: + return True + if isinstance(v, float): + return math.isnan(v) + if isinstance(v, str): + return v.strip().lower() in {"", "na", "nan", "none", "null"} + return False + +def extract_age_value(v): + if is_missing(v): + return None + # Accept numeric + if isinstance(v, (int, float)) and not math.isnan(v): + return int(v) + # Extract digits from string + s = str(v) + m = re.search(r'-?\d+', s) + if m: + try: + return int(m.group()) + except Exception: + return None + return None + +def is_gender_value(v): + if is_missing(v): + return False + s = str(v).strip().lower() + return s in {"male", "female", "m", "f"} + +def select_best_age_col(candidates, preview_dict): + best_col = None + best_score = -1 + for col in candidates: + preview_vals = preview_dict.get(col, []) + score = sum(1 for x in preview_vals if extract_age_value(x) is not None) + if score > best_score: + best_score = score + best_col = col + # Require at least one meaningful value in preview to accept + if best_score <= 0: + return None + return best_col + +def select_best_gender_col(candidates, preview_dict): + best_col = None + best_score = -1 + for col in candidates: + preview_vals = preview_dict.get(col, []) + score = sum(1 for x in preview_vals if is_gender_value(x)) + if score > best_score: + best_score = score + best_col = col + # Require at least one meaningful value in preview to accept + if best_score <= 0: + return None + return best_col + +# Provided candidate lists are assumed to exist +# candidate_age_cols, candidate_gender_cols + +age_col = select_best_age_col(candidate_age_cols, age_preview_dict) if candidate_age_cols else None +gender_col = select_best_gender_col(candidate_gender_cols, gender_preview_dict) if candidate_gender_cols else None + +print("Selected age_col:", age_col) +print("Selected gender_col:", gender_col) + +# Explicitly print info for chosen columns (first 5 preview values if available) +if age_col is not None: + print("age_col preview (first 5):", age_preview_dict.get(age_col)) +else: + print("No suitable age column found based on preview.") + +if gender_col is not None: + print("gender_col preview (first 5):", gender_preview_dict.get(gender_col)) +else: + print("No suitable gender column found based on preview.") + +# Step 4: Feature Engineering and Validation +import os +import pandas as pd + +# 1) Extract and standardize clinical features (trait, optional age and gender) +def _safe_tcga_convert_trait(idx: str): + try: + return tcga_convert_trait(idx) + except Exception: + return None + +# Start with trait from barcode +trait_from_barcode = clinical_df.index.to_series().map(_safe_tcga_convert_trait) + +# Fallback from sample_type_id if available +trait_from_type_id = None +if 'sample_type_id' in clinical_df.columns: + def _map_type_id(v): + try: + iv = int(v) + if 1 <= iv <= 9: + return 1 + if 10 <= iv <= 19: + return 0 + except Exception: + pass + return None + trait_from_type_id = clinical_df['sample_type_id'].map(_map_type_id) + +# Fallback from sample_type if available +trait_from_type = None +if 'sample_type' in clinical_df.columns: + def _map_type_text(s): + if pd.isna(s): + return None + t = str(s).strip().lower() + tumor_like = {'primary tumor', 'recurrent tumor', 'metastatic', 'additional metastatic'} + normal_like = {'solid tissue normal', 'blood derived normal', 'normal', 'normal tissue'} + if t in tumor_like: + return 1 + if t in normal_like: + return 0 + # handle partial matches + if 'tumor' in t or 'metast' in t: + return 1 + if 'normal' in t: + return 0 + return None + trait_from_type = clinical_df['sample_type'].map(_map_type_text) + +# Combine trait sources by priority +trait_series = trait_from_barcode.copy() +if trait_from_type_id is not None: + trait_series = trait_series.fillna(trait_from_type_id) +if trait_from_type is not None: + trait_series = trait_series.fillna(trait_from_type) +trait_series = trait_series.rename(trait) + +# Assemble clinical DataFrame +clinical_features = [trait_series] +# age_col and gender_col are provided from previous step and may be None +if 'age_col' in globals() and age_col: + clinical_features.append(clinical_df[age_col].apply(tcga_convert_age).rename('Age')) +if 'gender_col' in globals() and gender_col: + clinical_features.append(clinical_df[gender_col].apply(tcga_convert_gender).rename('Gender')) +selected_clinical_df = pd.concat(clinical_features, axis=1) + +# 2) Normalize gene symbols and save normalized gene expression data +gene_df_norm = normalize_gene_symbols_in_index(genetic_df) +# Ensure numeric +gene_df_norm = gene_df_norm.apply(pd.to_numeric, errors='coerce') + +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +gene_df_norm.to_csv(out_gene_data_file) + +# 3) Link clinical and genetic data on sample IDs +common_ids = selected_clinical_df.index.intersection(gene_df_norm.columns) +clinical_sub = selected_clinical_df.loc[common_ids] +genes_sub_T = gene_df_norm.loc[:, common_ids].T # samples x genes +linked_data = pd.concat([clinical_sub, genes_sub_T], axis=1) + +# 4) Handle missing values +processed_df = handle_missing_values(linked_data, trait_col=trait) + +# 5) Determine bias and remove biased demographic features +is_biased, processed_df = judge_and_remove_biased_features(processed_df, trait) + +# 6) Final validation and save cohort info +covariate_cols = [trait, 'Age', 'Gender'] +gene_cols_after = [c for c in processed_df.columns if c not in covariate_cols] +is_gene_available = len(gene_cols_after) > 0 +is_trait_available = (trait in processed_df.columns) and (len(processed_df) > 0) + +note = "INFO: age_col and gender_col were None; trait derived from barcode and/or sample_type_id/sample_type. Gene symbols normalized using NCBI synonym map." +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort="TCGA", + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available, + is_biased=is_biased, + df=processed_df, + note=note +) + +# 7) Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + processed_df.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Ovarian_Cancer/gene_data/GSE201525.csv b/output/preprocess/Ovarian_Cancer/gene_data/GSE201525.csv index 3f56ddda92c139366bb88db383d51616f82b1975..17dc597010b41a67595ba85b1a681decbb339a98 100644 --- a/output/preprocess/Ovarian_Cancer/gene_data/GSE201525.csv +++ b/output/preprocess/Ovarian_Cancer/gene_data/GSE201525.csv @@ -1,26 +1,8936 @@ 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+ATP5PO,28.35084803,27.9466513,27.552539879999998,27.598168360000003,27.920725240000003,27.49517426,28.10778688,27.73203531,27.4322965,28.02625451,27.83338454,27.716338559999997,27.93833648,27.62786165,28.22892219,28.053530639999998,28.423390089999998,27.78047229,27.49569731,27.906571139999997,28.32789271,27.73574694,27.88271716,27.730820729999998 +ATP6AP1,20.405096371,20.281173107,20.617089213,20.617148942,20.246072853999998,20.957626768,20.330022013,20.438511715,20.606238145,20.535177403,20.41556211,20.439100458,20.374153027,20.926722501999997,21.020487172,20.938270621,21.3354921,21.791184469999997,21.32844842,20.917246128000002,20.650587809,20.660426138,20.607273045,21.607584000000003 +ATP6AP1L,4.355676694,4.30943355,4.659070371,4.538799078,4.417461222,4.221944348,4.217104285,4.407581854,3.669408963,4.58836705,5.058642784,4.244319055,4.210625506,4.430064662,4.380420316,5.898713112,4.373186729,4.647124712,4.09402799,4.486126754,4.264789372,4.735524165,4.486126754,4.244319055 +ATP6AP2,10.9969548,11.10777179,11.04166944,11.21722215,11.20779884,11.10901063,10.92669322,11.30800384,11.21465711,11.38256461,11.26926942,11.5243093,11.43848565,11.32215962,11.32931426,11.33306473,10.57647887,11.3169146,11.32506205,11.26487898,11.32770142,10.92967022,11.41770664,11.31172138 +ATP6V0A1,31.196407268,31.877348261,31.50440164,32.034869598,31.927222435,31.982899897,32.11066762,31.622211406,32.287776844999996,32.197705913,31.632090879,31.618600665000002,32.241939543,32.826844206000004,31.370581849,30.046657666,31.014910468,31.025757957,30.710753205,30.353841368,30.534870964,32.249639483,31.543197129,31.225523883 +ATP6V0A2,30.499288526999997,30.443874782,30.952357172,30.749878919,30.578081854,30.794850373,30.752473602000002,30.219852578,30.508946241,30.494858474,30.951614555,30.515446462,30.517951818,30.598411681,31.195912071000002,30.499312337,30.263897978000003,30.890147198999998,30.801963243,30.71130469,30.819907632,30.692101528000002,30.594335690999998,30.832563606 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+ATP6V1B2,22.873617352,22.829877967,22.815551348,22.934887664999998,22.973263965,23.201017441,22.589227678,23.820073309,23.466551189,23.471974005,23.546775009,23.576829263,23.334938616000002,23.576134062999998,22.689816895,22.338407038,22.206134799,22.942330588,22.665631977,22.410855517,22.333926810999998,23.335915207,23.739638479,22.857087872 +ATP6V1C1,12.52533331,12.38486649,12.55897231,12.59317333,12.39714383,12.2558936,12.36890269,12.48013131,12.51096358,12.50093896,12.51033006,12.46276171,12.50854648,12.65394003,12.42068245,12.28381619,12.48663981,12.49990671,12.32138042,12.32008199,12.36777716,12.54927189,12.62654428,12.54245114 +ATP6V1C2,4.32000587,4.608220024,4.354207886,4.538799078,4.453574867,4.042063823,4.135661004,4.707038991,4.2041175,3.986262569,4.061995327,4.339436968,4.049343543,4.500804392,4.289591295,4.199217158,4.720782082,4.689673954,3.890207044,4.152659646,4.118459684,4.609451811,3.993828622,4.689673954 +ATP6V1D,13.0657377,13.00321674,13.03301326,13.05574041,13.13064001,13.09998031,13.15240277,13.32076742,13.09114858,13.18976898,13.23458582,13.23566749,13.21334703,13.30484511,13.23566749,13.12950682,13.19224054,13.20567465,13.11789914,13.08947711,13.0809189,13.19051186,13.29282704,13.25536279 +ATP6V1E1,13.80025686,13.63840697,13.77637889,13.75395604,13.642359,13.98548383,13.7657862,14.07118252,13.95716388,13.98680999,14.0111867,13.7918618,13.83509994,14.14552376,14.0051781,13.84720363,14.04632954,14.17203307,13.96228173,13.97437486,14.00933608,14.01915944,14.05754356,14.08695984 +ATP6V1E2,4.817753028,4.892514243,4.99973864,4.687342743,5.23419613,4.787599803,5.073000562,4.977968438,4.644723664,4.85457936,4.92453716,4.494151244,4.936364843,4.817753028,4.55038993,4.446699782,4.689673954,4.606987185,5.066736609,4.956832793,5.057289388,4.670917931,4.521890601,4.411824155 +ATP6V1F,15.68030842,15.76353373,15.80554589,15.67995579,15.77621653,15.82642886,15.57426381,15.93087,15.81600302,15.7103035,15.75397281,15.83951225,15.73583184,15.81781784,15.87414124,15.61526366,15.79219545,15.86828739,15.75650948,15.70944214,15.71541281,15.79965987,15.85816303,15.81551241 +ATP6V1G1,14.87429272,14.84053896,14.88268954,14.94019,14.91859029,14.97193709,14.60939005,15.10170961,15.02246419,14.84334729,14.99087467,15.07214196,15.06771858,15.11966199,15.17930632,15.06126985,14.9606244,15.21544351,15.11200649,15.038098,14.97616853,15.02828895,15.00036293,15.2209 +ATP6V1G2,19.264288967,18.497539191999998,18.809420242,19.075137122999998,18.754367287,18.546760522,19.196251836000002,18.781464696,18.784131017,18.755256575,18.66289406,18.431168785,18.270390225,18.976023662,19.447429733,18.774182916,19.48682761,20.19522301,19.415257201,18.87186714,18.826764811,18.738692466,18.82803838,19.866422889 +ATP6V1G3,4.391919141,4.036579825,4.30943355,3.855328987,3.517595318,3.943924774,4.217104285,4.735524165,4.2041175,4.26791303,4.467227523,3.76536184,3.811046601,4.312462127,4.200852455,4.127085981,4.551672073,3.890207044,4.286514272,4.486126754,4.118459684,4.448077423,4.54653665,3.974838567 +ATP6V1H,28.528442538,28.922881883,28.949082048999998,28.706787510999998,29.134738274,28.442105279,29.026082761999998,28.585849793999998,29.154407331,28.786227136,28.478997901,29.142159433,29.136140927,29.116356711999998,28.919112769999998,28.999367404,28.664915984,28.565986137,28.688456015,28.434471098,29.000611178,28.895526159,29.013056492,28.658760905 +ATP7A,23.750850627,23.856791776999998,24.471687799,24.502898341,24.348604392,24.43187532,24.923882961,24.406373852,24.503804715,24.329001479,24.790175121,24.109219183,24.27266121,24.432525188,24.23695898,23.709293948000003,23.822192072,24.005351697000002,24.394752706,24.555434314,23.735345219,24.358133068,24.62021278,24.243413488 +ATP7B,7.087843302,6.746716341,6.105568856,6.479349736,6.719024183,6.479686561,6.713736409,6.869136715,6.143264903,7.235061204,6.746716341,7.048650743,6.955340356,6.467511053,6.894747486,6.869136715,7.118015687,5.928134278,7.259982862,7.125891655,7.522209083,6.216431325,6.707854258,6.496261856 ATP8,14.43351715,14.43432107,14.50418629,14.52322083,14.47296277,14.49570375,14.38248292,14.74177059,14.61682368,14.66773148,14.74861624,14.59652552,14.6837151,14.66001879,14.48214845,14.30545278,14.15789907,14.54895322,14.12728189,14.24569463,14.207956,14.18721951,14.62971677,14.50958395 +ATP8A1,27.079178546999998,29.102836513,27.706228125,27.797275516,27.978733438,28.262543552,27.495331372,27.995579731,29.004297514,28.046720689,28.023755399,28.050156010000002,27.529000939,28.454428266999997,29.058154476000002,28.515357399,29.340431265,27.9570371,30.448958913,30.149352932000003,30.02293703,27.155643657,27.743121680999998,29.080221937 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+CLEC11A,5.045961435,5.285187773,4.848332664,5.258740138,5.20515932,5.177188424,4.989367781,5.566511873,5.209227327,5.331455744,5.370485272,5.134188215,5.370485272,5.402459106,5.890883263,4.943219809,5.331455744,5.468774557,5.481612281,5.492335091,5.640679826,4.936364843,5.451706875,5.382063238 +CLEC12A,4.936364843,4.773382946,4.81881836,4.899580246,4.853540121,4.221944348,4.869050654,4.935382898,4.814552306,5.061345774,5.115235964,4.609451811,5.010967922,4.572032892,5.348522919,4.997858566,4.817753028,4.33646455,4.619268423,4.611912233,4.909614878,4.609451811,5.064492875,4.653109905 +CLEC12B,3.776371105,3.949771793,4.13736991,4.396207682,4.167789039,4.391919141,3.857404146,4.072752101,4.517960341,4.555511679,4.152659646,4.464507308,3.645590638,3.98436484,4.469942618,5.927146713,3.802455548,3.890207044,3.995713952,4.152659646,4.604518342,4.333485995,4.295725722,3.776371105 +CLEC14A,3.88003603,4.075428809,3.621372477,3.743088025,3.95559521,4.135661004,4.051157748,4.611912233,3.548749421,4.069175414,4.152659646,3.591763619,4.049343543,3.76536184,3.681172268,3.98436484,3.750923037,3.522834612,3.382902917,3.62381267,3.745330946,4.079878983,3.828076737,4.067383739 +CLEC16A,15.937461209999999,16.610953258000002,15.839897846,15.907333661,16.406222667999998,16.411655258,15.936649469,17.546569038,15.562778479,16.563447877,16.272326438,15.768351707,15.823613991,16.472366769,16.520090019,16.810297704,17.034452137,16.200106755,16.886951522,16.654011158000003,17.657989399,15.573244437,16.482140547,15.771347983 +CLEC18A,23.737890115,24.194526665,24.183388168,24.482895348,25.559007238,24.259312168,24.572019941,24.33626629,23.831463573,25.09146274,24.409999005,24.941540761,24.682841828,23.594536579,25.597627979000002,25.584264144,24.44684298,23.667655937,24.891728711,23.8349281,24.51177698,23.314022115,24.211550535,24.021919608 +CLEC1A,4.289591295,4.934400284,4.659070371,4.500804392,4.479405414,4.391919141,4.448077423,4.844153122,4.732135492,4.899580246,4.826253734,4.56443122,4.281886398,4.538799078,4.424476721,4.826253734,4.258521692,4.475357528,4.995976039,4.884396205,3.861545529,4.333485995,4.659070371,3.930188861 +CLEC1B,5.066736609,5.33741508,5.040492261,4.96743932,5.527295688,5.341127204,4.939306675,5.227793822,5.289805086,4.85457936,5.096470743,4.940285954,5.04414068,5.27202456,4.469942618,4.463145275,4.408997341,4.728738841,4.84937566,4.695485555,4.431458271,5.258740138,5.451706875,3.776371105 +CLEC2D,14.234712092999999,17.592991933999997,15.281574455000001,14.801790223000001,16.427740389,14.287413902,14.261838462,13.68086295,21.00032403,18.278949523,16.139565808999997,19.697870942999998,16.416204774,14.56861833,14.004652476,21.78992459,19.492707083,16.25118336,22.270350110000003,21.68759371,20.64434275,14.900250692,14.640347247000001,13.718821045999999 +CLEC2L,6.863598256,6.553380268,6.705840213,6.88638801,6.661101642,6.9085732,6.894242228,7.372089061,7.092475656,7.023228032,7.023690085,7.069835008,7.03771207,7.262236163,8.159736999,7.91584475,8.186756164,8.298322451,8.089088687,8.04902282,8.234640003,7.073856322,7.151169167,8.532414515 +CLEC3A,4.355676694,4.58461401,4.464507308,4.472652613,4.354207886,4.042063823,4.217104285,4.24906882,4.448077423,4.368829104,4.354207886,3.861545529,4.472652613,4.609451811,4.667373868,4.534914674,4.045708274,4.200852455,4.495484331,4.486126754,4.351265776,4.128805067,4.36591669,4.568237063 +CLEC3B,5.168021662,4.934400284,4.913609269,5.953576517,5.082789294,4.814552306,5.194528502,5.365390546,4.582106549,5.428165959,5.096470743,6.259437968,5.321719011,5.072107375,5.218943999,6.657533353,5.228595666,5.64037857,5.267349895,5.492335091,5.563337237,5.292875106,5.439291902,5.078348102 +CLEC4D,4.01629158,4.58461401,3.493780159,2.970478282,3.991940826,4.135661004,4.448077423,3.645590638,4.156035471,4.300309485,3.382902917,4.693163723,3.863611771,3.517595318,4.917592631,4.018147801,4.448077423,4.200852455,4.09402799,5.753061695,3.967171998,3.312041296,4.486126754,3.882075977 +CLEC4E,4.32000587,3.551315482,3.894255457,4.472652613,3.339023911,3.30293376,4.572032892,3.645590638,2.827497016,3.594254367,3.811046601,3.548749421,3.461402461,2.806170943,3.57420693,3.148804787,3.702107495,4.977968438,3.727289179,3.62381267,3.491109597,3.780751395,3.293768364,4.609451811 +CLEC4F,4.174462619,4.118459684,4.085201135,3.961395216,4.417461222,4.221944348,4.217104285,3.97674886,4.448077423,3.952686439,4.229975208,6.150475802,4.166115809,3.98436484,4.706463511,6.321259853,3.900306855,5.887079316,4.054779327,4.407581854,3.967171998,4.788687627,4.486126754,4.536210637 +CLEC4G,8.974607035,8.855643950000001,9.308405291,8.935869115,8.715445818,8.254873407,8.896154846,8.663988816,9.092801087,8.483706221,8.93595223,8.710849033,9.043270152,9.319941526000001,8.58890742,12.254609611,9.295427342,8.112835655,8.01751494,9.568745026,8.976998617,9.004403926,9.167690413,9.024552817 +CLEC5A,12.036005057,11.9412722,10.903247515,12.127996804,12.963549398,12.156617495999999,12.362617935,12.770280269,11.79202545,12.609623656,12.763827210999999,13.616394973,11.374756430000001,12.561667935,12.357017078,12.93926704,13.745868009,12.920621084,12.984758428,12.336717312,12.522311381,12.753080471,13.263839933,12.653381568 +CLEC6A,4.174462619,4.633869225,4.629018691,4.56570095,4.568237063,5.294407669,4.633869225,4.161084444,4.705887802,4.662634866,4.061995327,3.918310227,4.704735694,5.468095713,4.469942618,4.241143835,4.33646455,4.475357528,4.885413462,4.452202469,4.604518342,4.54653665,4.042063823,4.331994408 +CLEC7A,12.763052322,12.382374964,12.806741442,13.290861639000001,13.606573530999999,12.966506045000001,13.073903333,13.168601185,13.479145289000002,13.175483783999999,13.237438697000002,14.082038594,13.515297442000001,13.454177758,11.208115131,14.149478056,12.802793616,12.107163999,12.609779838,12.699985761,11.969741697,13.077235589,13.839553195,12.478957786999999 +CLEC9A,8.426689283,7.9612746450000005,9.254914338999999,8.668417232,8.727579903999999,9.157327246000001,7.99306515,8.93871396,8.561336462,8.286572054,9.360789392000001,8.45332031,9.136465758,8.25539478,9.741967178,8.519225735,8.735064626,9.138198576,8.429006122,8.350239649999999,8.332173111,8.506283111,8.699196296,9.133672336 +CLGN,3.88003603,3.890207044,4.177787868,4.472652613,3.461402461,4.538799078,4.661447679,4.368829104,4.2041175,3.799220668,4.229975208,3.412843006,3.906332976,4.181105471,4.061995327,3.961395216,4.258521692,4.102801168,4.09402799,4.323012357,4.351265776,3.882075977,3.993828622,4.49148137 +CLHC1,4.86493079,5.285187773,5.060895628,5.20515932,5.131618431,5.040492261,5.138461042,4.55038993,5.07656779,4.609451811,5.013761638,4.816686909,5.109153114,4.922556418,5.249288701,3.98436484,4.659070371,4.475357528,4.920572952,4.814552306,4.47805738,4.936364843,5.103918751,4.021853093 +CLIC1,171.29794975,171.31495268,171.97506428,171.01043219,171.12937833,172.03557521,171.62907893,173.84283803,172.47324028,171.93324874,173.02525111,172.4186833,171.39409501,173.57555683,174.84935252,173.78785405,173.45012217000001,172.60604686,174.9511784,175.23948488,174.28138649,173.77569556,173.90786927,173.7251619 +CLIC3,7.609905408,7.682953888,7.516393059,7.763173873,7.453823075,7.740514674,7.219919076,7.847543092,7.822334712,7.650112581,7.687335112,7.787456648,7.691121439,7.985808947,7.606979117,7.779134084,7.780501733,8.311863878,7.717422496,7.818278823,7.953435224,7.863117887,7.942358322,8.118045788 +CLIC4,19.191000167,19.615107430000002,19.314196026,19.717340251,19.814729762,19.574378059,19.235915722,19.894545491,19.872098541,19.734182732,19.863189967,20.002043631,19.536321534000002,19.363272211,19.592473283,19.425783336000002,18.177059545,19.990078387,20.433697000000002,20.243734693,19.660088353,19.492545491999998,19.475504364,19.676621194 +CLIC5,14.993276762,16.391870751,14.480578026,14.194720202,14.521217183000001,14.495272273000001,14.429854155000001,14.283624978999999,16.059403595,15.001681221,14.794748435999999,14.769998107,14.324290900000001,14.379628302,13.914676447,16.570700792,15.335120446000001,13.88512333,17.81029438,16.493265455,16.014232461,14.181741231,14.480052882,13.917537222 +CLIC6,3.731820817,4.036579825,3.740841612,4.358609831,3.802455548,3.834411565,4.135661004,3.645590638,4.289591295,3.898292541,3.760934503,3.795978518,4.049343543,4.079878983,3.681172268,4.404746707,3.461402461,4.291127349,4.331994408,4.407581854,3.745330946,3.659928768,3.865675057,3.669408963 +CLINT1,12.3795291,12.20786415,12.55726286,12.52769957,12.42336064,12.55328791,12.76742247,12.52513191,12.5039071,12.4093894,12.50996424,12.56310549,12.56249944,12.61889792,12.64597604,12.38247611,12.53946036,12.33678967,12.33975562,12.43338832,12.45586617,12.54590324,12.55963959,12.4433306 +CLIP1,26.784202946,26.522651413000002,26.682009251,26.978354446999997,26.965671829,26.921520508,26.401478668000003,27.182209945,26.659689894,26.805394856,26.113970859,26.160152226,26.241763376,26.378654211,26.272643828,25.555552419999998,26.232586492,25.733054746,25.423773726,26.229677263,25.747013098,26.112419211,25.726072578999997,25.086542567 +CLIP2,7.950279064,7.838773457,7.520491291,8.045386742,7.5702861,7.885978703,7.449186787,8.067627263,7.51170683,7.578957854,7.755335737,7.791057283,7.947846541,7.947603063,7.399762438,6.890953728,7.014537032,7.508409135,7.426565593,7.2057366,6.997349282,7.996676116,8.036027247,7.916777891 +CLIP3,11.62773072,11.30982829,11.38419602,11.48333003,11.41850294,11.68803828,11.11919406,11.60609403,11.33373448,11.25555386,11.45276377,11.26903195,11.36248863,11.51272731,10.97368573,10.73637941,10.9383042,11.21547892,10.86773276,10.79798606,10.90020205,11.68736859,11.6193194,11.05121208 +CLIP4,18.460083405,19.370946753000002,18.412541777999998,18.358182475,18.484882197,18.98869213,19.050670853,19.544732308,20.325567834,19.277872015,18.859371513,20.086619292,19.00284326,18.633655234000003,18.527952979000002,17.882502993,18.712505712000002,17.901623693,18.443397161,18.663131293,18.619551733999998,17.604351367,18.699139151,17.671366696 +CLK1,22.63410258,22.81590518,22.703772450000002,22.6427591,22.766098919999997,22.68705937,22.4462167,22.919114819999997,22.20622283,22.67079824,22.81085939,22.62612516,22.76353992,22.91483389,20.98900106,20.740318672999997,20.83535808,21.1467405,20.661946593,20.64864159,20.555358653,23.019474,22.92412577,21.17054698 +CLK2,31.678278769000002,31.460108081999998,32.028490796,32.034099604,31.858217599,32.197712100000004,31.835765152,32.404722617000004,31.498197531,31.907105111,32.216174667000004,31.560901785,31.637479039,32.362177868,31.121461402,30.454862264,31.105589509,31.427053748,30.985711724,30.844105999,30.722640919,32.327482896,32.350289782000004,31.630302092 +CLK3,13.63550492,13.12273608,13.5277868,13.44899739,13.47812634,13.49711303,13.43425281,12.43543544,13.23944539,13.41086874,13.50258249,13.4526132,13.43592176,13.5269162,13.38869765,13.21593336,13.31125081,13.48624509,13.44020605,13.36128335,13.36216564,13.57015644,13.51326425,13.4837652 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ND3,14.95870726,14.3195012,14.24087163,14.36001219,14.45638747,13.98345519,14.717965,13.95595392,14.46980703,14.8336959,14.74636858,14.74177059,14.79496865,14.32518791,14.85671196,15.00464999,14.92312794,14.72038425,14.62800963,14.80638255,14.91534229,14.24087163,14.61601717,14.61682368 @@ -28,4 +8938,7241 @@ ND4,15.39925339,15.13296215,15.09613152,15.30946505,15.09511859,14.95406254,15.2 ND4L,14.26589233,14.25985928,14.20688355,14.43519374,14.23289824,14.32782997,14.07746201,14.47209547,14.23440694,14.37188258,14.3229297,14.24603498,14.28214988,14.21713212,13.74537172,13.46902891,13.41278958,13.54684856,13.275966,13.18356341,13.09880392,13.91074367,14.16215317,13.6582922 ND5,12.98235386,12.81011018,12.76553527,13.01595118,12.74110143,12.95007635,12.63659027,13.14288725,13.03800702,13.03327501,13.11349367,12.92227747,12.90450026,12.88966525,12.43891485,12.24935251,12.2530209,12.39863639,11.96339827,11.84004618,11.72952977,12.65651668,13.00862456,12.56680585 ND6,10.43059894,10.39893786,10.49089728,10.10155777,10.44338006,10.06927414,10.56165036,10.42023925,10.3002625,10.53103053,10.52991287,10.40653104,10.22768417,10.52531121,10.38248267,10.29673036,9.93445021,10.36586041,10.38108599,10.21208397,10.21878323,10.3924901,10.41963592,10.09208875 -SLC25A5,4.689673954,4.036579825,4.868021791,6.001277648,4.598327687,4.956832793,4.743961188,4.789774631,4.890489012,4.764563962,4.467227523,4.26791303,4.74899982,4.609451811,4.779961986,5.504965773,5.096031425,4.937346121,4.495484331,4.572032892,5.263442738,6.512978016,4.85457936,4.725334174 +NDC1,24.44583925,24.137603900000002,24.63634053,24.641828240000002,24.20249391,24.591871089999998,24.79451751,23.65016638,23.56634154,23.47236523,23.64022803,23.66310529,23.65478543,23.81590377,24.14997065,24.11611949,24.29980064,23.88979021,24.001438049999997,23.97929973,24.16574087,24.39042106,23.575062969999998,24.32246017 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HMT,BHMT2,BICC1,BICD1,BICD2,BICDL2,BICRA,BICRAL,BID,BIK,BIN1,BIN2,BIN3,BIRC2,BIRC3,BIRC5,BIRC6,BIRC7,BIRC8,BIVM,BLCAP,BLID,BLK,BLM,BLMH,BLNK,BLOC1S1,BLOC1S2,BLOC1S4,BLOC1S5,BLOC1S6,BLTP1,BLTP2,BLTP3A,BLTP3B,BLVRA,BLVRB,BLZF1,BMAL1,BMAL2,BMERB1,BMF,BMI1,BMP1,BMP10,BMP15,BMP2,BMP2K,BMP3,BMP4,BMP5,BMP6,BMP7,BMP8A,BMP8B,BMPER,BMPR1A,BMPR1B,BMPR2,BMS1,BMS1P1,BMX,BNC1,BNC2,BNIP1,BNIP2,BNIP3,BNIP3L,BNIPL,BOC,BOD1,BOD1L1,BOD1L2,BOK,BOLA1,BOLA2B,BOLA3,BOLL,BOP1,BORA,BORCS5,BORCS6,BORCS7,BORCS8,BPESC1,BPGM,BPHL,BPI,BPIFA1,BPIFA3,BPIFA4P,BPIFB1,BPIFB2,BPIFB3,BPIFB4,BPIFB6,BPIFC,BPNT1,BPNT2,BPTF,BPY2B,BRAF,BRAP,BRAT1,BRCA1,BRCA2,BRCC3,BRD1,BRD10,BRD2,BRD3,BRD4,BRD7,BRD7P3,BRD8,BRD9,BRDT,BRF1,BRF2,BRI3,BRI3BP,BRICD5,BRINP2,BRINP3,BRIP1,BRIX1,BRK1,BRME1,BRMS1,BRMS1L,BROX,BRPF1,BRPF3,BRS3,BRSK1,BRSK2,BRWD1,BRWD1-AS2,BRWD3,BSCL2,BSDC1,BSG,BSN,BSN-DT,BSND,BSPRY,BST1,BST2,BTAF1,BTBD1,BTBD10,BTBD16,BTBD19,BTBD2,BTBD3,BTBD6,BTBD7,BTBD8,BTBD9,BTC,BTD,BTF3,BTF3P11,BTG1,BTG2,BTG3,BTG4,BTK,BTLA,BTN1A1,BTN2A1,BTN2A2,BTN2A3P,BTN3A1,BTN3A2,BTN3A3,BTNL10P,BTNL2,BTNL3,BTNL8,BTNL9,BTRC,BUB1,BUB1B,BUB3,BUD13,BUD23,BUD31,BYSL,BZW1,BZW2,C10orf53,C10orf62,C10orf67,C10orf88,C10orf90,C10orf95,C11orf16,C11orf21,C11orf24,C11orf40,C11orf42,C11orf54,C11orf58,C11orf65,C11orf68,C11orf71,C11orf86,C11orf87,C11orf96,C11orf98,C12orf42,C12orf43,C12orf50,C12orf54,C12orf56,C12orf57,C12orf60,C12orf75,C12orf76,C14orf119,C14orf132,C14orf39,C14orf93,C15orf32,C15orf39,C15orf40,C15orf48,C15orf61,C15orf62,C16orf46,C16orf54,C16orf74,C16orf78,C16orf82,C16orf86,C16orf87,C16orf89,C16orf92,C16orf95,C17orf100,C17orf50,C17orf58,C17orf67,C17orf75,C17orf78,C17orf99,C18orf15,C18orf21,C18orf32,C18orf54,C19orf12,C19orf18,C19orf25,C19orf33,C19orf38,C19orf44,C19orf47,C19orf48P,C19orf53,C19orf67,C19orf73,C1D,C1GALT1,C1GALT1C1,C1QA,C1QB,C1QBP,C1QC,C1QL1,C1QL2,C1QL3,C1QTNF1,C1QTNF12,C1QTNF2,C1QTNF3,C1QTNF4,C1QTNF5,C1QTNF6,C1QTNF7,C1QTNF9,C1QTNF9B,C1R,C1RL,C1S,C1orf105,C1orf115,C1orf116,C1orf122,C1orf159,C1orf162,C1orf174,C1orf198,C1orf21,C1orf210,C1orf216,C1orf226,C1orf35,C1orf43,C1orf50,C1orf52,C1orf53,C1orf54,C1orf56,C1orf74,C1orf87,C1orf94,C2,C20orf141,C20orf144,C20orf173,C20orf202,C20orf203,C20orf96,C21orf58,C21orf91,C22orf15,C22orf23,C22orf31,C22orf39,C22orf46P,C2CD2,C2CD2L,C2CD3,C2CD4A,C2CD4B,C2CD4C,C2CD5,C2CD6,C2orf15,C2orf42,C2orf49,C2orf66,C2orf68,C2orf69,C2orf72,C2orf74,C2orf76,C2orf78,C2orf80,C2orf81,C2orf88,C3,C3AR1,C3P1,C3orf18,C3orf20,C3orf22,C3orf33,C3orf36,C3orf38,C3orf49,C3orf52,C3orf62,C3orf70,C3orf80,C4B,C4BPA,C4BPB,C4orf17,C4orf33,C4orf36,C4orf46,C5,C5AR1,C5AR2,C5orf15,C5orf22,C5orf24,C5orf34,C5orf46,C5orf47,C5orf52,C5orf58,C6,C6orf118,C6orf120,C6orf132,C6orf136,C6orf141,C6orf15,C6orf47,C6orf52,C6orf58,C6orf62,C6orf89,C7,C7orf25,C7orf33,C7orf57,C8A,C8B,C8G,C8orf33,C8orf34,C8orf44,C8orf48,C8orf58,C8orf76,C9,C9orf153,C9orf163,C9orf40,C9orf43,C9orf50,C9orf57,C9orf72,C9orf78,C9orf85,CA1,CA10,CA11,CA12,CA13,CA14,CA2,CA3,CA4,CA5A,CA5B,CA5BP1,CA6,CA7,CA8,CA9,CAAP1,CAB39,CAB39L,CABCOCO1,CABIN1,CABLES1,CABLES2,CABP1,CABP2,CABP4,CABP5,CABP7,CABS1,CABYR,CACFD1,CACHD1,CACNA1A,CACNA1B,CACNA1C,CACNA1D,CACNA1E,CACNA1F,CACNA1G,CACNA1H,CACNA1I,CACNA1S,CACNA2D1,CACNA2D2,CACNA2D3,CACNA2D4,CACNB1,CACNB2,CACNB3,CACNB4,CACNG1,CACNG2,CACNG3,CACNG4,CACNG5,CACNG6,CACNG7,CACNG8,CACTIN,CACUL1,CACYBP,CAD,CADM1,CADM2,CADM3,CADM4,CADPS,CADPS2,CAGE1,CAHM,CALB1,CALB2,CALCA,CALCOCO1,CALCOCO2,CALCR,CALCRL,CALD1,CALHM1,CALHM2,CALHM3,CALHM4,CALHM5,CALHM6,CALM1,CALM2,CALM3,CALML3,CALML4,CALML5,CALML6,CALN1,CALR,CALR3,CALU,CALY,CAMK1,CAMK1D,CAMK1G,CAMK2A,CAMK2B,CAMK2D,CAMK2G,CAMK2N1,CAMK2N2,CAMK4,CAMKK1,CAMKK2,CAMKMT,CAMKV,CAMLG,CAMP,CAMSAP1,CAMSAP2,CAMSAP3,CAMTA1,CAMTA2,CAND1,CAND2,CANT1,CANX,CAP1,CAP2,CAPG,CAPN1,CAPN10,CAPN11,CAPN12,CAPN13,CAPN14,CAPN15,CAPN2,CAPN3,CAPN5,CAPN6,CAPN7,CAPN8,CAPN9,CAPNS1,CAPNS2,CAPRIN1,CAPRIN2,CAPS,CAPS2,CAPSL,CAPZA1,CAPZA2,CAPZA3,CAPZB,CARD10,CARD11,CARD14,CARD16,CARD17P,CARD18,CARD19,CARD6,CARD8,CARD9,CARF,CARHSP1,CARINH,CARMIL1,CARMIL2,CARMIL3,CARMN,CARNMT1,CARNS1,CARS1,CARS2,CARTPT,CASC2,CASC3,CASD1,CASK,CASKIN1,CASKIN2,CASP1,CASP10,CASP12,CASP14,CASP2,CASP3,CASP4,CASP5,CASP6,CASP7,CASP8,CASP8AP2,CASP9,CASQ1,CASQ2,CASR,CASS4,CAST,CASTOR3P,CASZ1,CAT,CATR1,CATSPER1,CATSPER2,CATSPER3,CATSPER4,CATSPERB,CATSPERD,CATSPERE,CATSPERG,CATSPERZ,CAV1,CAV2,CAV3,CAVIN1,CAVIN2,CAVIN3,CBARP,CBFA2T2,CBFA2T3,CBFB,CBL,CBLB,CBLC,CBLL1,CBLL2,CBLN1,CBLN2,CBLN3,CBLN4,CBR1,CBR3,CBR4,CBS,CBX1,CBX2,CBX3,CBX3P2,CBX4,CBX5,CBX6,CBX7,CBX8,CBY1,CBY2,CBY3,CC2D1A,CC2D1B,CC2D2A,CC2D2B,CCAR1,CCAR2,CCBE1,CCDC102A,CCDC102B,CCDC106,CCDC107,CCDC110,CCDC112,CCDC115,CCDC116,CCDC117,CCDC12,CCDC120,CCDC121,CCDC122,CCDC124,CCDC125,CCDC126,CCDC127,CCDC13,CCDC134,CCDC136,CCDC137,CCDC138,CCDC14,CCDC140,CCDC141,CCDC142,CCDC144A,CCDC144NL,CCDC146,CCDC148,CCDC149,CCDC15,CCDC150,CCDC158,CCDC159,CCDC166,CCDC167,CCDC168,CCDC169,CCDC17,CCDC170,CCDC171,CCDC172,CCDC174,CCDC177,CCDC178,CCDC18,CCDC180,CCDC181,CCDC183,CCDC184,CCDC185,CCDC186,CCDC190,CCDC191,CCDC197,CCDC198,CCDC22,CCDC24,CCDC25,CCDC27,CCDC28A,CCDC28B,CCDC3,CCDC30,CCDC32,CCDC34,CCDC38,CCDC39,CCDC40,CCDC42,CCDC43,CCDC47,CCDC50,CCDC51,CCDC54,CCDC57,CCDC59,CCDC6,CCDC60,CCDC61,CCDC62,CCDC63,CCDC65,CCDC66,CCDC68,CCDC69,CCDC7,CCDC70,CCDC71,CCDC71L,CCDC73,CCDC74B,CCDC77,CCDC78,CCDC8,CCDC80,CCDC81,CCDC82,CCDC83,CCDC85A,CCDC85B,CCDC85C,CCDC86,CCDC87,CCDC88A,CCDC88B,CCDC88C,CCDC89,CCDC9,CCDC90B,CCDC91,CCDC92,CCDC93,CCDC97,CCDC9B,CCER1,CCHCR1,CCIN,CCK,CCKAR,CCKBR,CCL1,CCL11,CCL13,CCL14,CCL15,CCL16,CCL17,CCL18,CCL19,CCL2,CCL20,CCL21,CCL22,CCL23,CCL24,CCL25,CCL26,CCL27,CCL28,CCL3,CCL3L3,CCL4,CCL5,CCL7,CCL8,CCM2,CCM2L,CCN1,CCN2,CCN4,CCN5,CCN6,CCNA1,CCNA2,CCNB1,CCNB1IP1,CCNB2,CCNB3,CCNC,CCND1,CCND2,CCND3,CCNDBP1,CCNE1,CCNE2,CCNF,CCNG1,CCNG2,CCNH,CCNI,CCNJ,CCNJL,CCNK,CCNL1,CCNL2,CCNO,CCNP,CCNQ,CCNT1,CCNT2,CCNY,CCNYL1,CCP110,CCPG1,CCR1,CCR10,CCR2,CCR3,CCR4,CCR5,CCR6,CCR7,CCR8,CCR9,CCRL2,CCS,CCSAP,CCSER1,CCSER2,CCT2,CCT3,CCT4,CCT5,CCT6A,CCT6B,CCT6P1,CCT7,CCT8,CCT8L2,CCZ1,CD101,CD109,CD14,CD151,CD160,CD163,CD163L1,CD164,CD177,CD180,CD19,CD1A,CD1B,CD1C,CD1D,CD1E,CD2,CD200,CD200R1,CD207,CD209,CD22,CD226,CD24,CD244,CD247,CD248,CD27,CD274,CD276,CD28,CD2AP,CD2BP2,CD300A,CD300C,CD300E,CD300LB,CD300LD,CD300LD-AS1,CD300LF,CD300LG,CD302,CD320,CD33,CD34,CD36,CD37,CD38,CD3D,CD3E,CD3G,CD4,CD40,CD40LG,CD44,CD46,CD47,CD48,CD5,CD52,CD53,CD55,CD58,CD59,CD5L,CD6,CD63,CD68,CD69,CD7,CD70,CD72,CD74,CD79A,CD79B,CD80,CD81,CD82,CD83,CD84,CD86,CD8A,CD8B,CD9,CD93,CD96,CD99,CD99L2,CD99P1,CDA,CDADC1,CDAN1,CDC123,CDC14A,CDC14B,CDC14C,CDC16,CDC20,CDC20B,CDC23,CDC25A,CDC25B,CDC25C,CDC26,CDC27,CDC34,CDC37,CDC37L1,CDC40,CDC42,CDC42BPA,CDC42BPB,CDC42BPG,CDC42EP1,CDC42EP2,CDC42EP3,CDC42EP4,CDC42EP5,CDC42SE1,CDC42SE2,CDC45,CDC5L,CDC6,CDC7,CDC73,CDCA2,CDCA3,CDCA4,CDCA5,CDCA7,CDCA7L,CDCA8,CDCP1,CDCP2,CDH1,CDH10,CDH11,CDH12,CDH13,CDH15,CDH16,CDH17,CDH18,CDH19,CDH2,CDH20,CDH22,CDH23,CDH24,CDH26,CDH3,CDH4,CDH5,CDH6,CDH7,CDH8,CDH9,CDHR1,CDHR2,CDHR3,CDHR4,CDHR5,CDIN1,CDIP1,CDIPT,CDK1,CDK10,CDK11B,CDK12,CDK13,CDK14,CDK15,CDK16,CDK17,CDK18,CDK19,CDK2,CDK20,CDK2AP1,CDK2AP2,CDK3,CDK4,CDK5,CDK5R1,CDK5R2,CDK5RAP1,CDK5RAP2,CDK5RAP3,CDK6,CDK7,CDK8,CDK9,CDKAL1,CDKL1,CDKL2,CDKL3,CDKL4,CDKL5,CDKN1A,CDKN1B,CDKN1C,CDKN2A,CDKN2A-AS1,CDKN2AIP,CDKN2AIPNL,CDKN2B,CDKN2C,CDKN2D,CDKN3,CDNF,CDO1,CDON,CDPF1,CDR1,CDR2,CDR2L,CDRT15,CDRT4,CDS1,CDS2,CDSN,CDT1,CDV3,CDX1,CDX2,CDX4,CDY2A,CDYL,CDYL2,CEACAM1,CEACAM19,CEACAM20,CEACAM21,CEACAM3,CEACAM4,CEACAM5,CEACAM6,CEACAM7,CEACAM8,CEBPA,CEBPB,CEBPD,CEBPE,CEBPG,CEBPZ,CECR2,CECR7,CEL,CELA1,CELA2A,CELA2B,CELA3B,CELF1,CELF2,CELF3,CELF4,CELF5,CELF6,CELSR1,CELSR2,CELSR3,CEMIP,CEMIP2,CENATAC,CEND1,CENPA,CENPB,CENPBD1P,CENPC,CENPE,CENPF,CENPH,CENPI,CENPK,CENPL,CENPM,CENPN,CENPO,CENPP,CENPQ,CENPS-CORT,CENPT,CENPU,CENPV,CENPW,CENPX,CEP104,CEP112,CEP120,CEP126,CEP128,CEP135,CEP15,CEP152,CEP162,CEP164,CEP170,CEP170B,CEP19,CEP192,CEP20,CEP250,CEP290,CEP295,CEP350,CEP41,CEP43,CEP44,CEP55,CEP57,CEP57L1,CEP63,CEP68,CEP70,CEP72,CEP76,CEP78,CEP83,CEP85,CEP85L,CEP89,CEP95,CEP97,CEPT1,CER1,CERCAM,CERK,CERS2,CERS3,CERS4,CERS5,CERS6,CERT1,CES1,CES1P1,CES2,CES3,CES4A,CES5A,CETN1,CETN2,CETN3,CETN4P,CETP,CFAP100,CFAP107,CFAP119,CFAP126,CFAP144,CFAP144P1,CFAP157,CFAP161,CFAP184,CFAP20,CFAP206,CFAP210,CFAP221,CFAP251,CFAP263,CFAP276,CFAP298,CFAP299,CFAP300,CFAP36,CFAP410,CFAP418,CFAP43,CFAP44,CFAP45,CFAP46,CFAP52,CFAP53,CFAP54,CFAP57,CFAP61,CFAP65,CFAP68,CFAP69,CFAP70,CFAP73,CFAP74,CFAP91,CFAP92,CFAP95,CFAP96,CFAP97,CFAP97D1,CFB,CFC1,CFD,CFDP1,CFH,CFHR1,CFHR2,CFHR3,CFHR4,CFHR5,CFI,CFL1,CFL1P1,CFL2,CFLAR,CFP,CFTR,CGA,CGAS,CGB1,CGB2,CGB5,CGGBP1,CGN,CGNL1,CGREF1,CGRRF1,CH25H,CHAC1,CHAC2,CHAD,CHADL,CHAF1A,CHAF1B,CHAMP1,CHAT,CHCHD1,CHCHD10,CHCHD2,CHCHD3,CHCHD4,CHCHD5,CHCHD6,CHCHD7,CHCT1,CHD1,CHD1L,CHD2,CHD3,CHD4,CHD5,CHD6,CHD7,CHD8,CHD9,CHDH,CHEK1,CHEK2,CHERP,CHFR,CHGA,CHGB,CHI3L1,CHI3L2,CHIA,CHIC1,CHIC2,CHID1,CHIT1,CHKA,CHKB,CHL1,CHLSN,CHM,CHML,CHMP1A,CHMP1B,CHMP2A,CHMP2B,CHMP3,CHMP4A,CHMP4B,CHMP4C,CHMP5,CHMP6,CHMP7,CHN1,CHN2,CHODL,CHORDC1,CHP2,CHPF,CHPF2,CHPT1,CHRAC1,CHRD,CHRDL1,CHRDL2,CHRM1,CHRM2,CHRM3,CHRM4,CHRM5,CHRNA1,CHRNA10,CHRNA2,CHRNA3,CHRNA4,CHRNA5,CHRNA6,CHRNA7,CHRNA9,CHRNB1,CHRNB2,CHRNB3,CHRNB4,CHRND,CHRNE,CHRNG,CHST1,CHST10,CHST11,CHST12,CHST13,CHST14,CHST15,CHST2,CHST3,CHST4,CHST5,CHST6,CHST7,CHST8,CHST9,CHSY1,CHSY3,CHTF18,CHTF8,CHTOP,CHUK,CHURC1,CIAO1,CIAO2A,CIAO2B,CIAO3,CIAPIN1,CIART,CIB1,CIB2,CIB3,CIB4,CIBAR1,CIBAR1P2,CIBAR2,CIC,CIDEA,CIDEB,CIDEC,CIDECP1,CIITA,CILK1,CILP,CILP2,CIMAP1A,CIMAP1C,CIMAP1D,CIMAP2,CIMAP3,CIMIP1,CIMIP2B,CIMIP2C,CIMIP4,CIMIP5,CIMIP6,CINP,CIP2A,CIPC,CIR1,CIRBP,CIRBP-AS1,CIROZ,CISD1,CISD2,CISD3,CISH,CIT,CITED1,CITED2,CITED4,CIZ1,CKAP2,CKAP2L,CKAP4,CKAP5,CKB,CKLF,CKLF-CMTM1,CKM,CKMT1A,CKMT2,CKS1B,CKS2,CLASP1,CLASP2,CLASRP,CLBA1,CLC,CLCA1,CLCA2,CLCA3P,CLCA4,CLCC1,CLCF1,CLCN1,CLCN2,CLCN3,CLCN4,CLCN5,CLCN6,CLCN7,CLCNKA,CLCNKB,CLDN1,CLDN10,CLDN11,CLDN12,CLDN14,CLDN15,CLDN16,CLDN17,CLDN18,CLDN19,CLDN2,CLDN22,CLDN23,CLDN3,CLDN4,CLDN5,CLDN6,CLDN7,CLDN8,CLDN9,CLDND1,CLDND2,CLEC10A,CLEC11A,CLEC12A,CLEC12B,CLEC14A,CLEC16A,CLEC18A,CLEC18B,CLEC1A,CLEC1B,CLEC2B,CLEC2D,CLEC2L,CLEC3A,CLEC3B,CLEC4A,CLE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F6,FGF7,FGF7P3,FGF7P6,FGF8,FGF9,FGFBP1,FGFBP2,FGFBP3,FGFR1,FGFR1OP2,FGFR2,FGFR3,FGFR4,FGFRL1,FGG,FGGY,FGL1,FGL2,FGR,FH,FHAD1,FHDC1,FHIP1A,FHIP1B,FHIP2A,FHIP2B,FHIT,FHL1,FHL2,FHL3,FHL5,FHOD1,FHOD3,FIBCD1,FIBIN,FIBP,FICD,FIG4,FIGN,FIGNL1,FILIP1,FILIP1L,FIP1L1,FIRRM,FIS1,FITM1,FITM2,FIZ1,FJX1,FKBP10,FKBP11,FKBP14,FKBP15,FKBP1A,FKBP1B,FKBP2,FKBP3,FKBP4,FKBP5,FKBP6,FKBP7,FKBP8,FKBP9,FKBP9P1,FKBPL,FKRP,FKSG29,FKTN,FLACC1,FLAD1,FLCN,FLG,FLI1,FLII,FLJ12825,FLJ13224,FLJ20712,FLJ30679,FLJ32255,FLJ33534,FLJ36000,FLJ37201,FLJ38576,FLJ40194,FLJ40288,FLJ42393,FLJ42627,FLNA,FLNB,FLNC,FLOT1,FLOT2,FLRT1,FLRT2,FLRT3,FLT1,FLT3,FLT3LG,FLT4,FLVCR1,FLVCR1-DT,FLVCR2,FLYWCH1,FLYWCH2,FMC1-LUC7L2,FMN1,FMN2,FMNL1,FMNL2,FMNL3,FMO1,FMO2,FMO3,FMO4,FMO5,FMO9P,FMOD,FMR1,FMR1NB,FN1,FN3K,FN3KRP,FNBP1,FNBP1L,FNBP4,FNDC1,FNDC11,FNDC3A,FNDC3B,FNDC4,FNDC5,FNDC7,FNDC8,FNDC9,FNIP1,FNIP2,FNTA,FNTB,FOCAD,FOLH1,FOLH1B,FOLR1,FOLR2,FOLR3,FOS,FOSB,FOSL1,FOSL2,FOXA1,FOXA2,FOXA3,FOXB1,FOXC1,FOXC2,FOXD1,FOXD2,FOXD3,FOXD4,FOXE1,FOXE3,FOXF1,FOXF2,FOXG1,FOXH1,FOXI1,FOXI3,FOXJ1,FOXJ2,FOXJ3,FOXK1,FOXK2,FOXL1,FOXL2,FOXM1,FOXN1,FOXN2,FOXN3,FOXN3-AS2,FOXN4,FOXO1,FOXO3,FOXO4,FOXP1,FOXP2,FOXP3,FOXP4,FOXQ1,FOXR1,FOXRED1,FOXRED2,FOXS1,FPGS,FPGT,FPR1,FPR2,FPR3,FRA10AC1,FRAS1,FRAT1,FRAT2,FREM1,FREM3,FRG1,FRG1BP,FRG2,FRK,FRMD1,FRMD3,FRMD4A,FRMD4B,FRMD5,FRMD6,FRMD7,FRMD8,FRMPD1,FRMPD2,FRMPD3,FRMPD4,FRRS1,FRRS1L,FRS2,FRS3,FRY,FRYL,FRZB,FSAF1,FSCB,FSCN1,FSCN2,FSCN3,FSD1,FSD1L,FSD2,FSHB,FSHR,FSIP1,FSIP2,FST,FSTL1,FSTL3,FSTL4,FSTL5,FTCD,FTCDNL1,FTH1,FTHL17,FTL,FTMT,FTO,FTSJ1,FTSJ3,FUBP1,FUBP3,FUCA1,FUCA2,FUNDC1,FUNDC2,FUNDC2P2,FUOM,FURIN,FUS,FUT1,FUT10,FUT11,FUT2,FUT3,FUT4,FUT5,FUT6,FUT7,FUT8,FUT9,FUZ,FXN,FXR1,FXR2,FXYD1,FXYD2,FXYD3,FXYD4,FXYD5,FXYD6,FXYD7,FYB1,FYB2,FYCO1,FYN,FYTTD1,FZD1,FZD10,FZD2,FZD3,FZD4,FZD5,FZD6,FZD7,FZD8,FZD9,FZR1,G0S2,G2E3,G3BP1,G3BP2,G6PC1,G6PC2,G6PC3,G6PD,GAA,GAB1,GAB2,GAB3,GABARAP,GABARAPL1,GABARAPL2,GABARAPL3,GABBR1,GABBR2,GABPA,GABPB1,GABPB2,GABRA1,GABRA2,GABRA3,GABRA4,GABRA5,GABRA6,GABRB1,GABRB2,GABRB3,GABRD,GABRE,GABRG1,GABRG2,GABRG3,GABRP,GABRQ,GABRR1,GABRR2,GABRR3,GAD1,GAD2,GADD45A,GADD45B,GADD45G,GADD45GIP1,GADL1,GAGE1,GAGE7,GAK,GAL,GAL3ST1,GAL3ST2,GAL3ST3,GAL3ST4,GALC,GALE,GALK1,GALK2,GALM,GALNS,GALNT1,GALNT10,GALNT11,GALNT12,GALNT13,GALNT14,GALNT15,GALNT16,GALNT17,GALNT18,GALNT2,GALNT3,GALNT4,GALNT5,GALNT6,GALNT7,GALNT8,GALNT9,GALNTL5,GALP,GALR1,GALR2,GALR3,GALT,GAMT,GAN,GANAB,GAP43,GAPDH,GAPDHS,GAPT,GAPVD1,GAR1,GAREM1,GAREM2,GARIN1A,GARIN1B,GARIN2,GARIN3,GARIN4,GARIN5A,GARIN5B,GARIN6,GARNL3,GARRE1,GART,GAS1,GAS2,GAS2L1,GAS2L2,GAS2L3,GAS5,GAS6,GAS7,GAS8,GAS8-AS1,GASK1A,GASK1B,GAST,GATA1,GATA2,GATA3,GATA4,GATA5,GATA6,GATAD1,GATAD2A,GATAD2B,GATB,GATC,GATD1,GATD1-DT,GATD3,GATM,GBA1LP,GBA2,GBA3,GBE1,GBF1,GBGT1,GBP1,GBP2,GBP3,GBP4,GBP5,GBP6,GBP7,GBX1,GBX2,GC,GCA,GCAT,GCC1,GCC2,GCDH,GCFC2,GCG,GCGR,GCH1,GCHFR,GCK,GCKR,GCLC,GCLM,GCM1,GCM2,GCN1,GCNA,GCNT1,GCNT2,GCNT3,GCNT4,GCOM1,GCRG224,GCSAM,GCSAML,GCSH,GDA,GDAP1,GDAP1L1,GDAP2,GDE1,GDF1,GDF10,GDF11,GDF15,GDF2,GDF3,GDF5,GDF6,GDF7,GDF9,GDI1,GDI2,GDNF,GDPD1,GDPD2,GDPD3,GDPD4,GDPD5,GEM,GEMIN2,GEMIN4,GEMIN5,GEMIN6,GEMIN7,GEMIN8,GEMIN8P4,GEN1,GET1,GET3,GET4,GFAP,GFER,GFI1,GFI1B,GFM1,GFM2,GFOD1,GFOD2,GFOD3P,GFPT1,GFPT2,GFRA1,GFRA2,GFRA3,GFRA4,GFRAL,GFUS,GGA1,GGA2,GGA3,GGACT,GGCT,GGCX,GGH,GGN,GGNBP1,GGNBP2,GGPS1,GGT1,GGT3P,GGT5,GGT6,GGT7,GGT8P,GGTA2P,GGTLC1,GGTLC2,GH1,GH2,GHDC,GHITM,GHR,GHRH,GHRHR,GHRL,GHRLOS,GHSR,GID4,GID8,GIGYF1,GIGYF2,GIMAP1,GIMAP2,GIMAP4,GIMAP5,GIMAP6,GIMAP7,GIMAP8,GIN1,GINM1,GINS1,GINS2,GINS3,GINS4,GIP,GIPC1,GIPC2,GIPC3,GIPR,GIT1,GIT2,GJA1,GJA10,GJA3,GJA4,GJA5,GJA8,GJA9,GJB1,GJB2,GJB3,GJB4,GJB5,GJB6,GJB7,GJC1,GJC2,GJC3,GJD2,GJD3,GJD4,GK,GK2,GK5,GKAP1,GKN1,GKN2,GLA,GLB1,GLB1L,GLB1L2,GLB1L3,GLCCI1,GLCE,GLDC,GLDN,GLE1,GLG1,GLI1,GLI2,GLI3,GLI4,GLIPR1,GLIPR1L1,GLIPR1L2,GLIPR2,GLIS1,GLIS2,GLIS3,GLIS3-AS1,GLMN,GLMP,GLO1,GLOD4,GLOD5,GLP1R,GLP2R,GLRA1,GLRA2,GLRA3,GLRA4,GLRB,GLRX,GLRX2,GLRX3,GLRX5,GLS,GLS2,GLT1D1,GLT8D1,GLT8D2,GLTP,GLTPD2,GLUD1,GLUD2,GLUL,GLYAT,GLYATL1,GLYATL2,GLYCAM1,GLYCTK,GLYR1,GM2A,GMCL1,GMCL2,GMDS,GMEB1,GMEB2,GMFB,GMFG,GMIP,GML,GMNN,GMPPA,GMPPB,GMPR,GMPR2,GMPS,GNA11,GNA12,GNA13,GNA14,GNA15,GNAI1,GNAI2,GNAI3,GNAL,GNAO1,GNAQ,GNAS,GNAT1,GNAZ,GNB1,GNB1L,GNB2,GNB3,GNB4,GNB5,GNE,GNG10,GNG11,GNG12,GNG13,GNG2,GNG3,GNG4,GNG5,GNG7,GNG8,GNGT1,GNGT2,GNL1,GNL2,GNL3,GNL3L,GNLY,GNMT,GNPAT,GNPDA1,GNPDA2,GNPNAT1,GNPTAB,GNPTG,GNRH1,GNRH2,GNRHR,GNRHR2,GNS,GOLGA1,GOLGA2,GOLGA2P2Y,GOLGA2P5,GOLGA3,GOLGA4,GOLGA5,GOLGA6A,GOLGA6C,GOLGA6L10,GOLGA6L6,GOLGA6L9,GOLGA7,GOLGA8A,GOLGA8EP,GOLGA8F,GOLGA8IP,GOLGB1,GOLIM4,GOLM1,GOLM2,GOLPH3,GOLPH3L,GOLT1A,GOLT1B,GON4L,GON7,GOPC,GORAB,GORASP1,GORASP2,GOSR1,GOSR2,GOT1,GOT1L1,GOT2,GP1BA,GP1BB,GP2,GP5,GP6,GP9,GPA33,GPAA1,GPALPP1,GPAM,GPANK1,GPAT2,GPAT3,GPAT4,GPATCH1,GPATCH11,GPATCH2,GPATCH2L,GPATCH3,GPATCH4,GPATCH8,GPBAR1,GPBP1,GPBP1L1,GPC1,GPC2,GPC3,GPC4,GPC5,GPC6,GPCPD1,GPD1,GPD1L,GPD2,GPER1,GPHA2,GPHB5,GPHN,GPI,GPIHBP1,GPKOW,GPLD1,GPM6A,GPM6B,GPN1,GPN2,GPN3,GPNMB,GPR101,GPR107,GPR108,GPR119,GPR12,GPR132,GPR135,GPR137,GPR137B,GPR137C,GPR141,GPR142,GPR143,GPR146,GPR149,GPR15,GPR150,GPR153,GPR155,GPR156,GPR157,GPR158,GPR160,GPR161,GPR162,GPR17,GPR171,GPR173,GPR174,GPR176,GPR18,GPR180,GPR182,GPR183,GPR19,GPR20,GPR21,GPR22,GPR25,GPR26,GPR27,GPR3,GPR31,GPR32,GPR34,GPR35,GPR37,GPR37L1,GPR39,GPR4,GPR45,GPR50,GPR52,GPR55,GPR6,GPR61,GPR62,GPR63,GPR65,GPR68,GPR75,GPR78,GPR82,GPR83,GPR84,GPR85,GPR87,GPR88,GPR89B,GPRASP1,GPRASP2,GPRC5A,GPRC5B,GPRC5C,GPRC5D,GPRC6A,GPRIN1,GPRIN2,GPRIN3,GPS1,GPS2,GPSM1,GPSM2,GPSM3,GPT,GPT2,GPX1,GPX2,GPX3,GPX4,GPX5,GPX6,GPX7,GPX8,GRAMD1A,GRAMD1B,GRAMD1C,GRAMD2A,GRAMD2B,GRAMD4,GRAP,GRAP2,GRAPL,GRB10,GRB14,GRB2,GRB7,GREB1,GREB1L,GREM1,GREM2,GRHL1,GRHL2,GRHL3,GRHPR,GRIA1,GRIA2,GRIA3,GRIA4,GRID1,GRID2,GRIK1,GRIK1-AS2,GRIK2,GRIK3,GRIK4,GRIK5,GRIN1,GRIN2A,GRIN2B,GRIN2C,GRIN2D,GRIN3A,GRIN3B,GRINA,GRIP1,GRIP2,GRIPAP1,GRK1,GRK2,GRK3,GRK4,GRK5,GRK6,GRK7,GRM1,GRM2,GRM3,GRM4,GRM5,GRM7,GRM8,GRN,GRP,GRPEL1,GRPEL2,GRPR,GRSF1,GRTP1,GRWD1,GRXCR1,GSAP,GSC,GSC2,GSDMA,GSDMB,GSDMC,GSDMD,GSDME,GSE1,GSG1,GSG1L,GSK3A,GSK3B,GSKIP,GSN,GSPT1,GSPT2,GSR,GSS,GSTA1,GSTA2,GSTA3,GSTA4,GSTA5,GSTCD,GSTK1,GSTM1,GSTM2,GSTM2P1,GSTM3,GSTM4,GSTM5,GSTO1,GSTO2,GSTP1,GSTT1,GSTT2,GSTT4,GSTZ1,GSX1,GSX2,GTDC1,GTF2A1,GTF2A1L,GTF2A2,GTF2B,GTF2E1,GTF2E2,GTF2F1,GTF2F2,GTF2H1,GTF2H2B,GTF2H2C_2,GTF2H3,GTF2H4,GTF2H5,GTF2I,GTF2IRD1,GTF2IRD2,GTF2IRD2B,GTF3A,GTF3C1,GTF3C2,GTF3C3,GTF3C4,GTF3C5,GTF3C6,GTPBP1,GTPBP10,GTPBP2,GTPBP3,GTPBP4,GTPBP6,GTPBP8,GTSE1,GTSF1,GTSF1L,GUCA1A,GUCA1B,GUCA1C,GUCA2A,GUCA2B,GUCD1,GUCY1A1,GUCY1A2,GUCY1B1,GUCY1B2,GUCY2C,GUCY2D,GUCY2F,GUCY2GP,GUF1,GUK1,GULP1,GUSB,GUSBP1,GUSBP10,GUSBP11,GUSBP14,GUSBP15,GUSBP3,GUSBP4,GUSBP5,GVINP1,GXYLT1,GXYLT2,GYG1,GYG2,GYPA,GYPB,GYPC,GYPE,GYS1,GYS2,GZF1,GZMA,GZMB,GZMH,GZMK,GZMM,H1-0,H1-1,H1-10,H1-2,H1-3,H1-4,H1-5,H1-6,H1-7,H1-8,H1-9P,H19,H2AB2,H2AC1,H2AC11,H2AC12,H2AC14,H2AC15,H2AC16,H2AC17,H2AC19,H2AC20,H2AC21,H2AC25,H2AC4,H2AC6,H2AC7,H2AC8,H2AJ,H2AX,H2AZ1,H2AZ2,H2BC1,H2BC10,H2BC11,H2BC12,H2BC13,H2BC14,H2BC15,H2BC17,H2BC20P,H2BC21,H2BC26,H2BC3,H2BC4,H2BC5,H2BC6,H2BC7,H2BC8,H2BC9,H2BW4P,H3-3A,H3-3B,H3-4,H3-5,H3C1,H3C10,H3C11,H3C12,H3C13,H3C15,H3C2,H3C3,H3C4,H3C6,H3C7,H3C8,H4C1,H4C11,H4C12,H4C13,H4C15,H4C16,H4C2,H4C3,H4C4,H4C5,H4C6,H4C7,H4C8,H4C9,H6PD,HAAO,HABP2,HABP4,HACD1,HACD2,HACD3,HACD4,HACE1,HACL1,HADH,HADHA,HADHB,HAGH,HAGHL,HAL,HAMP,HAND1,HAND2,HAO1,HAO2,HAP1,HAPLN1,HAPLN2,HAPLN3,HAPLN4,HAPSTR1,HAR1A,HARBI1,HARS1,HARS2,HAS1,HAS2,HAS3,HASPIN,HAT1,HAUS1,HAUS2,HAUS3,HAUS4,HAUS5,HAUS6,HAUS7,HAUS8,HAVCR1,HAVCR2,HAX1,HBA1,HBA2,HBB,HBBP1,HBD,HBE1,HBEGF,HBG1,HBM,HBP1,HBQ1,HBS1L,HBZ,HCAR1,HCAR2,HCAR3,HCCS,HCFC1,HCFC1R1,HCFC2,HCG18,HCG22,HCG23,HCG26,HCG27,HCG4,HCG4B,HCG9,HCK,HCLS1,HCN1,HCN2,HCN3,HCN4,HCP5,HCP5B,HCRT,HCRTR1,HCRTR2,HCST,HDAC1,HDAC10,HDAC11,HDAC2,HDAC3,HDAC4,HDAC5,HDAC6,HDAC7,HDAC8,HDAC9,HDC,HDDC2,HDDC3,HDGF,HDGFL1,HDGFL2,HDGFL3,HDHD2,HDHD3,HDHD5,HDHD5-AS1,HDLBP,HDX,HEATR1,HEATR3,HEATR4,HEATR5A,HEATR5B,HEATR6,HEATR9,HEBP1,HEBP2,HECA,HECTD1,HECTD2,HECTD3,HECTD4,HECW1,HECW2,HEG1,HELB,HELLS,HELQ,HELZ,HELZ2,HEMGN,HEMK1,HENMT1,HEPACAM,HEPACAM2,HEPH,HEPN1,HERC1,HERC2,HERC2P2,HERC2P4,HERC2P7,HERC3,HERC4,HERC5,HERC6,HERPUD1,HERPUD2,HES1,HES2,HES4,HES5,HES6,HES7,HESX1,HEXA,HEXA-AS1,HEXB,HEXD,HEXIM1,HEXIM2,HEY1,HEY2,HEYL,HFE,HFM1,HGD,HGF,HGFAC,HGH1,HGS,HGSNAT,HHAT,HHATL,HHEX,HHIP,HHIPL1,HHIPL2,HHLA1,HHLA2,HIBADH,HIBCH,HIC1,HIC2,HID1,HIF1A,HIF1AN,HIF3A,HIGD1A,HIGD1B,HIGD2A,HIKESHI,HILPDA,HINFP,HINT1,HINT2,HINT3,HIP1,HIP1R,HIPK1,HIPK2,HIPK3,HIPK4,HIRA,HIRIP3,HIVEP1,HIVEP2,HIVEP3,HJURP,HJV,HK1,HK2,HK3,HKDC1,HLA-A,HLA-B,HLA-C,HLA-DMA,HLA-DMB,HLA-DOA,HLA-DOB,HLA-DPA1,HLA-DPB1,HLA-DPB2,HLA-DQA1,HLA-DQA2,HLA-DQB1,HLA-DQB2,HLA-DRA,HLA-DRB1,HLA-DRB3,HLA-DRB4,HLA-DRB5,HLA-DRB6,HLA-E,HLA-F,HLA-F-AS1,HLA-G,HLA-H,HLA-J,HLA-L,HLCS,HLF,HLTF,HLX,HM13,HMBOX1,HMBS,HMCES,HMCN1,HMG20A,HMG20B,HMGA1,HMGA2,HMGB1,HMGB2,HMGB3,HMGB3P1,HMGB4,HMGCL,HMGCLL1,HMGCR,HMGCS1,HMGCS2,HMGN1,HMGN2,HMGN2P46,HMGN3,HMGN4,HMGN5,HMGXB4,HMHB1,HMMR,HMOX1,HMOX2,HMX1,HMX2,HNF1A,HNF1A-AS1,HNF1B,HNF4A,HNF4G,HNMT,HNRNPA0,HNRNPA1,HNRNPA1L2,HNRNPA1P27,HNRNPA2B1,HNRNPA3,HNRNPAB,HNRNPC,HNRNPCL1,HNRNPD,HNRNPDL,HNRNPF,HNRNPH1,HNRNPH2,HNRNPH3,HNRNPK,HNRNPKP3,HNRNPL,HNRNPLL,HNRNPM,HNRNPR,HNRNPU,HNRNPUL1,HNRNPUL2,HOATZ,HOGA1,HOMER1,HOMER2,HOMER3,HOMEZ,HOOK1,HOOK2,HOOK3,HOPX,HORMAD1,HORMAD2,HOTAIR,HOTAIRM1,HOTTIP,HOXA1,HOXA10,HOXA11,HOXA11-AS,HOXA13,HOXA2,HOXA3,HOXA4,HOXA5,HOXA6,HOXA7,HOXA9,HOXB1,HOXB13,HOXB2,HOXB3,HOXB4,HOXB5,HOXB6,HOXB7,HOXB8,HOXB9,HOXC10,HOXC11,HOXC12,HOXC13,HOXC4,HOXC5,HOXC6,HOXC8,HOXC9,HOXD1,HOXD10,HOXD11,HOXD12,HOXD13,HOXD3,HOXD4,HOXD8,HOXD9,HP,HP1BP3,HPCA,HPCAL1,HPCAL4,HPD,HPDL,HPF1,HPGD,HPGDS,HPN,HPR,HPRT1,HPS1,HPS3,HPS4,HPS5,HPS6,HPSE,HPSE2,HPX,HR,HRAS,HRC,HRCT1,HRG,HRH1,HRH2,HRH3,HRH4,HRK,HROB,HS1BP3,HS2ST1,HS3ST1,HS3ST2,HS3ST3A1,HS3ST3B1,HS3ST4,HS3ST5,HS6ST1,HS6ST2,HS6ST3,HSBP1,HSBP1L1,HSCB,HSD11B1,HSD11B1L,HSD11B2,HSD17B1,HSD17B10,HSD17B11,HSD17B12,HSD17B13,HSD17B14,HSD17B2,HSD17B3,HSD17B4,HSD17B6,HSD17B7,HSD17B8,HSD3B1,HSD3B2,HSD3B7,HSDL1,HSDL2,HSF1,HSF2,HSF2BP,HSF4,HSF5,HSFX1,HSFY2,HSH2D,HSP90AA1,HSP90AA4P,HSP90AB1,HSP90AB3P,HSP90AB6P,HSP90B1,HSPA12A,HSPA12B,HSPA13,HS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RVA,PARVB,PARVG,PASD1,PASK,PATE1,PATJ,PATL1,PATZ1,PAWR,PAX1,PAX2,PAX3,PAX4,PAX5,PAX6,PAX7,PAX8,PAX9,PAXBP1,PAXBP1-AS1,PAXIP1,PAXX,PBK,PBLD,PBOV1,PBRM1,PBX1,PBX2,PBX3,PBX4,PBXIP1,PC,PCAT4,PCBD1,PCBD2,PCBP1,PCBP2,PCBP3,PCBP4,PCCA,PCCB,PCDH1,PCDH10,PCDH11X,PCDH11Y,PCDH12,PCDH15,PCDH17,PCDH18,PCDH19,PCDH20,PCDH7,PCDH8,PCDH9,PCDHA1,PCDHA11,PCDHA5,PCDHA8,PCDHA9,PCDHAC1,PCDHAC2,PCDHB1,PCDHB10,PCDHB11,PCDHB12,PCDHB13,PCDHB14,PCDHB15,PCDHB16,PCDHB17P,PCDHB18P,PCDHB19P,PCDHB2,PCDHB4,PCDHB5,PCDHB6,PCDHB7,PCDHB8,PCDHB9,PCDHGA12,PCDHGA2,PCDHGA3,PCDHGA5,PCDHGA7,PCDHGA8,PCDHGA9,PCDHGB1,PCDHGB2,PCDHGB3,PCDHGB4,PCDHGB6,PCDHGB7,PCDHGB8P,PCDHGC3,PCDHGC4,PCDHGC5,PCED1A,PCED1B,PCF11,PCGF1,PCGF2,PCGF3,PCGF5,PCGF6,PCID2,PCIF1,PCK1,PCK2,PCLAF,PCLO,PCM1,PCMT1,PCMTD1,PCMTD2,PCNA,PCNP,PCNT,PCNX1,PCNX2,PCNX3,PCNX4,PCOLCE,PCOLCE2,PCP2,PCP4,PCP4L1,PCSK1,PCSK1N,PCSK2,PCSK4,PCSK5,PCSK6,PCSK7,PCSK9,PCTP,PCYOX1,PCYOX1L,PCYT1A,PCYT1B,PCYT2,PDAP1,PDC,PDCD1,PDCD10,PDCD11,PDCD1LG2,PDCD2,PDCD2L,PDCD4,PDCD5,PDCD6,PDCD6IP,PDCD7,PDCL,PDCL2,PDCL3,PDE10A,PDE11A,PDE12,PDE1A,PDE1B,PDE1C,PDE2A,PDE3A,PDE3B,PDE4A,PDE4B,PDE4C,PDE4D,PDE4DIP,PDE5A,PDE6A,PDE6B,PDE6C,PDE6D,PDE6G,PDE6H,PDE7A,PDE7B,PDE8A,PDE8B,PDE9A,PDGFA,PDGFB,PDGFC,PDGFD,PDGFRA,PDGFRB,PDGFRL,PDHA1,PDHA2,PDHB,PDHX,PDIA2,PDIA3,PDIA4,PDIA5,PDIA6,PDIK1L,PDILT,PDK1,PDK2,PDK3,PDK4,PDLIM1,PDLIM2,PDLIM3,PDLIM4,PDLIM5,PDLIM7,PDP1,PDP2,PDPK1,PDPN,PDPR,PDRG1,PDS5A,PDS5B,PDSS1,PDSS2,PDX1,PDXDC1,PDXDC2P,PDXK,PDXP,PDYN,PDZD11,PDZD2,PDZD4,PDZD7,PDZD8,PDZD9,PDZK1,PDZK1IP1,PDZRN3,PDZRN4,PEA15,PEAK1,PEAR1,PEBP1,PEBP4,PECAM1,PECR,PEF1,PEG10,PEG3,PEG3-AS1,PELI1,PELI2,PELI3,PELO,PELP1,PEMT,PENK,PEPD,PER1,PER2,PER3,PERM1,PERP,PES1,PET100,PET117,PEX1,PEX10,PEX11A,PEX11B,PEX11G,PEX12,PEX13,PEX14,PEX16,PEX19,PEX2,PEX26,PEX3,PEX39,PEX5,PEX5L,PEX5L-AS2,PEX6,PEX7,PF4,PF4V1,PFAS,PFDN1,PFDN2,PFDN4,PFDN5,PFDN6,PFKFB1,PFKFB2,PFKFB3,PFKFB4,PFKL,PFKM,PFKP,PFN1,PFN1P2,PFN2,PFN3,PFN4,PGA3,PGAM1,PGAM2,PGAM5,PGAP1,PGAP2,PGAP3,PGAP4,PGAP6,PGBD1,PGBD2,PGBD3,PGBD4,PGBD5,PGC,PGCKA1,PGD,PGF,PGGHG,PGGT1B,PGK1,PGK2,PGLS,PGLYRP1,PGLYRP2,PGLYRP3,PGLYRP4,PGM1,PGM2,PGM2L1,PGM3,PGM5,PGP,PGPEP1,PGPEP1L,PGR,PGRMC1,PGRMC2,PGS1,PHACTR1,PHACTR2,PHACTR3,PHACTR4,PHAF1,PHAX,PHB1,PHB2,PHC1,PHC2,PHC3,PHETA1,PHETA2,PHEX,PHF1,PHF10,PHF11,PHF12,PHF13,PHF14,PHF19,PHF2,PHF20,PHF20L1,PHF21A,PHF21B,PHF23,PHF3,PHF5A,PHF6,PHF7,PHF8,PHGDH,PHIP,PHKA1,PHKA2,PHKB,PHKG1,PHKG2,PHLDA1,PHLDA2,PHLDA3,PHLDB1,PHLDB2,PHLDB3,PHLPP1,PHLPP2,PHOSPHO1,PHOSPHO2,PHOX2A,PHOX2B,PHPT1,PHRF1,PHTF1,PHTF2,PHYH,PHYHD1,PHYHIP,PHYHIPL,PHYKPL,PI15,PI16,PI3,PI4K2A,PI4K2B,PI4KA,PI4KAP2,PI4KB,PIANP,PIAS1,PIAS2,PIAS3,PIAS4,PIBF1,PICALM,PICK1,PID1,PIDD1,PIERCE1,PIEZO1,PIEZO2,PIF1,PIGA,PIGB,PIGC,PIGF,PIGG,PIGH,PIGK,PIGL,PIGM,PIGN,PIGO,PIGP,PIGQ,PIGR,PIGS,PIGT,PIGU,PIGV,PIGW,PIGX,PIGY,PIGZ,PIH1D1,PIH1D2,PIK3AP1,PIK3C2A,PIK3C2B,PIK3C2G,PIK3C3,PIK3CA,PIK3CB,PIK3CD,PIK3CG,PIK3IP1,PIK3R1,PIK3R2,PIK3R3,PIK3R4,PIK3R5,PIK3R6,PIKFYVE,PILRA,PILRB,PIM1,PIM2,PIM3,PIMREG,PIN1,PIN1P1,PIN4,PINK1,PINX1,PIP,PIP4K2A,PIP4K2B,PIP4K2C,PIP4P1,PIP4P2,PIP5K1A,PIP5K1B,PIP5K1C,PIP5K1P1,PIP5KL1,PIPOX,PIR,PISD,PITHD1,PITPNA,PITPNB,PITPNC1,PITPNM1,PITPNM2,PITPNM3,PITRM1,PITX1,PITX2,PITX3,PIWIL1,PIWIL2,PIWIL3,PIWIL4,PJA1,PJA2,PJVK,PKD1,PKD1L1,PKD1L1-AS1,PKD1L2,PKD1L3,PKD1P1,PKD2,PKD2L1,PKD2L2,PKDCC,PKDREJ,PKHD1,PKHD1L1,PKIA,PKIB,PKIG,PKLR,PKM,PKMYT1,PKN1,PKN2,PKN3,PKNOX1,PKNOX2,PKP1,PKP2,PKP3,PKP4,PLA1A,PLA2G10,PLA2G12A,PLA2G12B,PLA2G15,PLA2G1B,PLA2G2A,PLA2G2D,PLA2G2E,PLA2G2F,PLA2G3,PLA2G4A,PLA2G4B,PLA2G4C,PLA2G4D,PLA2G4F,PLA2G5,PLA2G6,PLA2G7,PLA2R1,PLAA,PLAAT1,PLAAT2,PLAAT3,PLAAT4,PLAAT5,PLAC1,PLAC4,PLAC8,PLAC9,PLAG1,PLAGL1,PLAGL2,PLAT,PLAU,PLAUR,PLB1,PLBD1,PLBD2,PLCB1,PLCB2,PLCB3,PLCB4,PLCD1,PLCD3,PLCD4,PLCE1,PLCG1,PLCG2,PLCH1,PLCH2,PLCL1,PLCL2,PLCXD1,PLCXD2,PLCXD3,PLCZ1,PLD1,PLD2,PLD3,PLD4,PLD5,PLD6,PLEC,PLEK,PLEK2,PLEKHA1,PLEKHA2,PLEKHA3,PLEKHA4,PLEKHA5,PLEKHA6,PLEKHA7,PLEKHA8,PLEKHB1,PLEKHB2,PLEKHF1,PLEKHF2,PLEKHG1,PLEKHG2,PLEKHG3,PLEKHG4,PLEKHG4B,PLEKHG5,PLEKHG6,PLEKHG7,PLEKHH1,PLEKHH2,PLEKHH3,PLEKHJ1,PLEKHM1,PLEKHM2,PLEKHM3,PLEKHN1,PLEKHO1,PLEKHO2,PLEKHS1,PLG,PLGLB1,PLGRKT,PLIN1,PLIN2,PLIN3,PLIN4,PLIN5,PLK1,PLK2,PLK3,PLK4,PLK5,PLLP,PLN,PLOD1,PLOD2,PLOD3,PLP1,PLP2,PLPBP,PLPP1,PLPP2,PLPP3,PLPP4,PLPP5,PLPP6,PLPP7,PLPPR1,PLPPR2,PLPPR3,PLPPR4,PLPPR5,PLRG1,PLS1,PLS3,PLSCR1,PLSCR2,PLSCR3,PLSCR4,PLTP,PLVAP,PLXDC1,PLXDC2,PLXNA1,PLXNA2,PLXNA3,PLXNA4,PLXNB1,PLXNB2,PLXNB3,PLXNC1,PLXND1,PM20D1,PM20D2,PMAIP1,PMCH,PMCHL1,PMEL,PMEPA1,PMF1,PMFBP1,PML,PMM1,PMM2,PMP2,PMP22,PMPCA,PMPCB,PMS1,PMS2,PMS2P1,PMS2P11,PMS2P4,PMS2P5,PMS2P6,PMVK,PNCK,PNISR,PNKD,PNKP,PNLDC1,PNLIP,PNLIPRP1,PNLIPRP2,PNMA1,PNMA2,PNMA3,PNMA5,PNMA6A,PNMA8A,PNMA8B,PNMT,PNN,PNO1,PNOC,PNP,PNPLA1,PNPLA2,PNPLA3,PNPLA4,PNPLA5,PNPLA6,PNPLA7,PNPLA8,PNPO,PNPT1,PNRC1,PNRC2,POC1A,POC1B,POC5,PODN,PODNL1,PODXL,PODXL2,POF1B,POFUT1,POFUT2,POGK,POGLUT1,POGLUT2,POGLUT3,POGZ,POLA1,POLA2,POLB,POLD1,POLD2,POLD3,POLD4,POLDIP2,POLDIP3,POLE,POLE2,POLE3,POLE4,POLG,POLG2,POLH,POLI,POLK,POLL,POLM,POLN,POLQ,POLR1A,POLR1B,POLR1C,POLR1D,POLR1E,POLR1F,POLR1G,POLR1H,POLR2A,POLR2B,POLR2C,POLR2D,POLR2E,POLR2F,POLR2G,POLR2H,POLR2I,POLR2J,POLR2J2,POLR2J4,POLR2K,POLR2L,POLR2M,POLR3A,POLR3B,POLR3C,POLR3D,POLR3E,POLR3F,POLR3G,POLR3GL,POLR3H,POLR3K,POLRMT,POM121,POM121L10P,POM121L12,POM121L1P,POM121L4P,POM121L8P,POM121L9P,POMC,POMGNT1,POMGNT2,POMK,POMP,POMT1,POMT2,POMZP3,PON1,PON2,PON3,POP1,POP4,POP5,POP7,POPDC1,POPDC1-AS1,POPDC2,POPDC3,POR,PORCN,POSTN,POT1,POTEB,POTEC,POTED,POTEE,POTEF,POTEG,POTEKP,POTEM,POU1F1,POU2AF1,POU2AF3,POU2F1,POU2F2,POU2F3,POU3F1,POU3F2,POU3F3,POU3F4,POU4F1,POU4F2,POU4F3,POU5F1,POU5F1P3,POU5F1P4,POU5F2,POU6F1,POU6F2,PP12613,PP2D1,PPA1,PPA2,PPAN,PPARA,PPARD,PPARG,PPARGC1A,PPARGC1B,PPAT,PPBP,PPBPP2,PPCDC,PPCS,PPDPF,PPDPFL,PPEF1,PPEF2,PPFIA1,PPFIA2,PPFIA3,PPFIA4,PPFIBP1,PPFIBP2,PPHLN1,PPIA,PPIAL4A,PPIB,PPIC,PPID,PPIE,PPIF,PPIG,PPIH,PPIL1,PPIL2,PPIL3,PPIL4,PPIL6,PPIP5K1,PPIP5K2,PPL,PPM1A,PPM1B,PPM1D,PPM1E,PPM1F,PPM1G,PPM1H,PPM1J,PPM1K,PPM1L,PPM1M,PPM1N,PPME1,PPOX,PPP1CA,PPP1CB,PPP1CC,PPP1R10,PPP1R11,PPP1R12A,PPP1R12B,PPP1R12C,PPP1R13B,PPP1R13L,PPP1R14A,PPP1R14B,PPP1R14C,PPP1R14D,PPP1R15A,PPP1R15B,PPP1R16A,PPP1R16B,PPP1R17,PPP1R18,PPP1R1A,PPP1R1B,PPP1R1C,PPP1R2,PPP1R21,PPP1R26,PPP1R2C,PPP1R35,PPP1R36,PPP1R37,PPP1R3B,PPP1R3C,PPP1R3D,PPP1R3E,PPP1R3F,PPP1R42,PPP1R7,PPP1R8,PPP1R9A,PPP1R9B,PPP2CA,PPP2CB,PPP2R1A,PPP2R1B,PPP2R2A,PPP2R2B,PPP2R2C,PPP2R2D,PPP2R3A,PPP2R3B,PPP2R3C,PPP2R5A,PPP2R5B,PPP2R5C,PPP2R5D,PPP2R5E,PPP3CA,PPP3CB,PPP3CC,PPP3R1,PPP3R2,PPP4C,PPP4R1,PPP4R1L,PPP4R2,PPP4R3A,PPP4R3B,PPP4R3C,PPP4R4,PPP5C,PPP6C,PPP6R1,PPP6R2,PPP6R3,PPRC1,PPT1,PPT2,PPTC7,PPWD1,PPY,PPY2P,PQBP1,PRAC1,PRADC1,PRAF2,PRAG1,PRAM1,PRAME,PRAMEF1,PRAMEF10,PRAMEF2,PRAMEF8,PRAMENP,PRAP1,PRB1,PRB2,PRB3,PRB4,PRC1,PRCC,PRCD,PRCP,PRDM1,PRDM10,PRDM11,PRDM12,PRDM13,PRDM14,PRDM15,PRDM16,PRDM2,PRDM4,PRDM5,PRDM6,PRDM7,PRDM8,PRDM9,PRDX1,PRDX2,PRDX3,PRDX4,PRDX5,PRDX6,PREB,PRELID1,PRELID2,PRELID3A,PRELID3B,PRELP,PREP,PREPL,PREX1,PREX2,PRF1,PRG2,PRG3,PRG4,PRH1-PRR4,PRH2,PRICKLE1,PRICKLE2,PRICKLE3,PRICKLE4,PRIM1,PRIM2,PRIMA1,PRIMPOL,PRINS,PRKAA1,PRKAA2,PRKAB1,PRKAB2,PRKACA,PRKACB,PRKACG,PRKAG1,PRKAG2,PRKAG3,PRKAR1A,PRKAR1B,PRKAR2A,PRKAR2B,PRKCA,PRKCB,PRKCD,PRKCE,PRKCG,PRKCH,PRKCI,PRKCQ,PRKCSH,PRKCZ,PRKD1,PRKD2,PRKD3,PRKDC,PRKG1,PRKG2,PRKN,PRKRA,PRKRIP1,PRKX,PRKY,PRL,PRLH,PRLHR,PRLR,PRM1,PRM2,PRM3,PRMT1,PRMT2,PRMT3,PRMT5,PRMT6,PRMT7,PRMT8,PRMT9,PRND,PRNP,PRNT,PROC,PROCA1,PROCR,PRODH,PRODH2,PROK1,PROK2,PROKR1,PROKR2,PROM1,PROM2,PROP1,PRORP,PRORSD1P,PROS1,PROSER1,PROSER2,PROSER3,PROX1,PROX2,PROZ,PRP4K,PRPF18,PRPF19,PRPF3,PRPF31,PRPF38A,PRPF38B,PRPF39,PRPF4,PRPF40A,PRPF40B,PRPF6,PRPF8,PRPH,PRPH2,PRPS1,PRPS1L1,PRPS2,PRPSAP1,PRPSAP2,PRR11,PRR12,PRR13,PRR14,PRR14L,PRR15,PRR15L,PRR16,PRR18,PRR21,PRR22,PRR29,PRR3,PRR30,PRR34,PRR35,PRR4,PRR5,PRR5L,PRR7,PRRC1,PRRC2A,PRRC2B,PRRC2C,PRRG1,PRRG2,PRRG3,PRRG4,PRRT1,PRRT2,PRRT3,PRRX1,PRRX2,PRSS1,PRSS12,PRSS16,PRSS2,PRSS21,PRSS22,PRSS23,PRSS27,PRSS3,PRSS30P,PRSS33,PRSS35,PRSS36,PRSS37,PRSS38,PRSS42P,PRSS47P,PRSS50,PRSS53,PRSS54,PRSS56,PRSS57,PRSS58,PRSS8,PRTFDC1,PRTG,PRTN3,PRUNE1,PRUNE2,PRX,PRXL2A,PRXL2B,PRXL2C,PRY2,PSAP,PSAPL1,PSAT1,PSCA,PSD,PSD2,PSD3,PSD4,PSEN1,PSEN2,PSENEN,PSG1,PSG11,PSG2,PSG3,PSG4,PSG5,PSG6,PSG7,PSG8,PSG9,PSIP1,PSKH1,PSKH2,PSMA1,PSMA2,PSMA3,PSMA4,PSMA5,PSMA6,PSMA7,PSMA8,PSMB1,PSMB10,PSMB2,PSMB3,PSMB4,PSMB5,PSMB6,PSMB7,PSMB8,PSMB9,PSMC1,PSMC2,PSMC3,PSMC3IP,PSMC4,PSMC5,PSMC6,PSMD1,PSMD10,PSMD11,PSMD12,PSMD13,PSMD14,PSMD2,PSMD3,PSMD4,PSMD5,PSMD6,PSMD7,PSMD8,PSMD9,PSME1,PSME2,PSME3,PSME3IP1,PSME4,PSMF1,PSMG1,PSMG2,PSMG3,PSORS1C1,PSORS1C2,PSPC1,PSPH,PSPN,PSRC1,PSTK,PSTPIP1,PSTPIP2,PTAFR,PTAR1,PTBP1,PTBP2,PTBP3,PTCD1,PTCD2,PTCD3,PTCH1,PTCH2,PTCHD1,PTCRA,PTDSS1,PTDSS2,PTEN,PTER,PTF1A,PTGDR,PTGDR2,PTGDS,PTGER1,PTGER2,PTGER3,PTGER4,PTGES,PTGES2,PTGES3,PTGFR,PTGFRN,PTGIR,PTGIS,PTGR1,PTGR2,PTGR3,PTGS1,PTGS2,PTH,PTH1R,PTH2,PTH2R,PTHLH,PTK2,PTK2B,PTK6,PTK7,PTMA,PTMS,PTN,PTOV1,PTP4A1,PTP4A2,PTP4A3,PTPA,PTPDC1,PTPMT1,PTPN1,PTPN11,PTPN12,PTPN13,PTPN14,PTPN18,PTPN2,PTPN20,PTPN21,PTPN22,PTPN23,PTPN3,PTPN4,PTPN5,PTPN6,PTPN7,PTPN9,PTPRA,PTPRB,PTPRC,PTPRCAP,PTPRD,PTPRE,PTPRF,PTPRG,PTPRH,PTPRJ,PTPRK,PTPRM,PTPRN,PTPRN2,PTPRO,PTPRR,PTPRS,PTPRT,PTPRU,PTPRZ1,PTRH1,PTRH2,PTRHD1,PTS,PTTG1,PTTG1IP,PTTG2,PTTG3P,PTX3,PUDP,PUF60,PUM1,PUM2,PUM3,PURA,PURB,PURG,PUS1,PUS10,PUS3,PUS7,PUS7L,PUSL1,PVALB,PVR,PVRIG,PVT1,PWAR5,PWP1,PWP2,PWWP2A,PWWP2B,PWWP3A,PWWP3B,PXDC1,PXDN,PXDNL,PXK,PXMP2,PXMP4,PXN,PXT1,PXYLP1,PYCARD,PYCR1,PYCR2,PYCR3,PYDC1,PYGB,PYGL,PYGM,PYGO1,PYGO2,PYHIN1,PYM1,PYROXD1,PYROXD2,PYY,PYY2,PZP,QARS1,QDPR,QKI,QNG1,QPCT,QPCTL,QPRT,QRFPR,QRICH1,QRICH2,QRSL1,QSER1,QSOX1,QSOX2,QTRT1,QTRT2,R3HCC1,R3HCC1L,R3HDM1,R3HDM2,R3HDM4,R3HDML,RAB10,RAB11A,RAB11B,RAB11FIP1,RAB11FIP2,RAB11FIP3,RAB11FIP4,RAB11FIP5,RAB12,RAB13,RAB14,RAB15,RAB17,RAB18,RAB1A,RAB1B,RAB20,RAB21,RAB22A,RAB23,RAB24,RAB25,RAB26,RAB27A,RAB27B,RAB28,RAB29,RAB2A,RAB2B,RAB30,RAB31,RAB32,RAB33A,RAB33B,RAB34,RAB35,RAB36,RAB37,RAB38,RAB39B,RAB3A,RAB3B,RAB3C,RAB3D,RAB3GAP1,RAB3GAP2,RAB3IL1,RAB3IP,RAB40AL,RAB40B,RAB40C,RAB42,RAB43,RAB4A,RAB4B,RAB5A,RAB5B,RAB5C,RAB5IF,RAB6A,RAB6B,RAB6C,RAB7A,RAB7B,RAB8A,RAB8B,RAB9A,RAB9B,RAB9BP1,RABAC1,RABEP1,RABEP2,RABEPK,RA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ANO8,ANO9,ANOS1,ANP32A,ANP32A-IT1,ANP32B,ANP32CP,ANP32D,ANP32E,ANPEP,ANTKMT,ANTXR1,ANTXR2,ANXA1,ANXA10,ANXA11,ANXA13,ANXA2,ANXA2P1,ANXA2P3,ANXA2R,ANXA3,ANXA4,ANXA5,ANXA6,ANXA7,ANXA8L1,ANXA9,AOAH,AOC2,AOC3,AOC4P,AOPEP,AOX1,AP1AR,AP1B1,AP1G1,AP1G2,AP1M1,AP1M2,AP1S1,AP1S2,AP1S3,AP2A1,AP2A2,AP2B1,AP2M1,AP2S1,AP3B1,AP3B2,AP3D1,AP3M1,AP3M2,AP3S1,AP3S2,AP4B1,AP4E1,AP4M1,AP4S1,AP5M1,AP5S1,AP5Z1,APAF1,APBA1,APBA2,APBA3,APBB1,APBB1IP,APBB2,APBB3,APC,APC2,APCDD1,APCDD1L,APCS,APEH,APEX1,APEX2,APH1A,APH1B,API5,APIP,APLF,APLN,APLNR,APLP1,APLP2,APMAP,APOA1,APOA2,APOA4,APOA5,APOB,APOBEC1,APOBEC2,APOBEC3A,APOBEC3B,APOBEC3C,APOBEC3D,APOBEC3F,APOBEC3G,APOBEC3H,APOBR,APOC1,APOC2,APOC3,APOC4,APOD,APOE,APOF,APOH,APOL1,APOL2,APOL3,APOL4,APOL5,APOL6,APOLD1,APOM,APOO,APOOL,APP,APPBP2,APPL1,APPL2,APRG1,APRT,APTX,AQP1,AQP10,AQP11,AQP12A,AQP2,AQP3,AQP4,AQP4-AS1,AQP5,AQP6,AQP7,AQP7P1,AQP8,AQP9,AQR,AR,ARAF,ARAP1,ARAP2,ARAP3,ARB2A,ARC,ARCN1,AREG,AREL1,ARF1,ARF3,ARF4,ARF5,ARF6,ARFGAP1,ARFGAP2,ARFGAP3,ARFGEF1,ARFGEF2,ARFGEF3,ARFIP1,ARFIP2,ARFRP1,ARG1,ARG2,ARGLU1,ARHGAP1,ARHGAP10,ARHGAP11A,ARHGAP12,ARHGAP15,ARHGAP17,ARHGAP18,ARHGAP19,ARHGAP20,ARHGAP21,ARHGAP22,ARHGAP23,ARHGAP24,ARHGAP25,ARHGAP26,ARHGAP27,ARHGAP28,ARHGAP29,ARHGAP30,ARHGAP31,ARHGAP32,ARHGAP33,ARHGAP35,ARHGAP36,ARHGAP39,ARHGAP4,ARHGAP42,ARHGAP44,ARHGAP5,ARHGAP5-AS1,ARHGAP6,ARHGAP8,ARHGAP9,ARHGDIA,ARHGDIB,ARHGDIG,ARHGEF1,ARHGEF10,ARHGEF10L,ARHGEF11,ARHGEF12,ARHGEF15,ARHGEF16,ARHGEF17,ARHGEF18,ARHGEF19,ARHGEF2,ARHGEF25,ARHGEF26,ARHGEF28,ARHGEF3,ARHGEF35,ARHGEF37,ARHGEF38,ARHGEF39,ARHGEF4,ARHGEF40,ARHGEF5,ARHGEF6,ARHGEF7,ARHGEF9,ARID1A,ARID1B,ARID2,ARID3A,ARID3B,ARID4A,ARID4B,ARID5A,ARID5B,ARIH1,ARIH2,ARIH2OS,ARK2N,ARL1,ARL10,ARL11,ARL13B,ARL14,ARL14EP,ARL15,ARL16,ARL17A,ARL17B,ARL2,ARL2BP,ARL3,ARL4A,ARL4C,ARL4D,ARL5A,ARL5B,ARL6,ARL6IP1,ARL6IP4,ARL6IP5,ARL6IP6,ARL8A,ARL8B,ARLN,ARMC1,ARMC10,ARMC12,ARMC2,ARMC3,ARMC5,ARMC6,ARMC7,ARMC8,ARMC9,ARMCX1,ARMCX2,ARMCX3,ARMCX4,ARMCX5,ARMCX5-GPRASP2,ARMCX6,ARMH1,ARMH3,ARMH4,ARMT1,ARNT,ARNT2,ARPC1A,ARPC1B,ARPC2,ARPC3,ARPC4,ARPC5,ARPC5L,ARPIN-AP3S2,ARPP19,ARPP21,ARR3,ARRB1,ARRB2,ARRDC1,ARRDC1-AS1,ARRDC2,ARRDC3,ARRDC4,ARRDC5,ARSA,ARSB,ARSD,ARSF,ARSG,ARSI,ARSJ,ARSK,ARSL,ART1,ART3,ART4,ART5,ARTN,ARV1,ARVCF,ARX,AS3MT,ASAH1,ASAH2,ASAP1,ASAP1-IT1,ASAP2,ASAP3,ASB1,ASB10,ASB11,ASB12,ASB13,ASB14,ASB16,ASB16-AS1,ASB17,ASB2,ASB3,ASB4,ASB5,ASB6,ASB7,ASB8,ASB9,ASCC1,ASCC2,ASCC3,ASCL1,ASCL2,ASCL3,ASF1A,ASF1B,ASGR1,ASGR2,ASH1L,ASH2L,ASIC1,ASIC2,ASIC3,ASIC4,ASIC5,ASIP,ASL,ASMT,ASMTL,ASMTL-AS1,ASNS,ASNSD1,ASPA,ASPDH,ASPG,ASPH,ASPHD1,ASPHD2,ASPM,ASPN,ASPRV1,ASPSCR1,ASRGL1,ASS1,ASTE1,ASTL,ASTN1,ASTN2,ASXL1,ASXL2,ASXL3,ASZ1,ATAD1,ATAD2,ATAD2B,ATAD3A,ATAD3B,ATAD3C,ATAD5,ATAT1,ATCAY,ATE1,ATF1,ATF2,ATF3,ATF4,ATF5,ATF6,ATF6B,ATF7,ATF7IP,ATF7IP2,ATG10,ATG101,ATG12,ATG13,ATG14,ATG16L1,ATG16L2,ATG2A,ATG2B,ATG3,ATG4A,ATG4B,ATG4C,ATG4D,ATG5,ATG7,ATG9A,ATG9B,ATIC,ATL1,ATL2,ATL3,ATM,ATMIN,ATN1,ATOH1,ATOH7,ATOH8,ATOSA,ATOSB,ATOX1,ATP10A,ATP10B,ATP10D,ATP11A,ATP11B,ATP11C,ATP12A,ATP13A1,ATP13A2,ATP13A3,ATP13A4,ATP13A5,ATP1A1,ATP1A1-AS1,ATP1A2,ATP1A3,ATP1A4,ATP1B1,ATP1B2,ATP1B3,ATP1B4,ATP23,ATP2A1,ATP2A2,ATP2A3,ATP2B1,ATP2B2,ATP2B3,ATP2B4,ATP2C1,ATP2C2,ATP4A,ATP4B,ATP5F1A,ATP5F1B,ATP5F1C,ATP5F1D,ATP5F1E,ATP5IF1,ATP5MC1,ATP5MC2,ATP5MC3,ATP5ME,ATP5MF,ATP5MG,ATP5MJ,ATP5MK,ATP5PB,ATP5PD,ATP5PF,ATP5PO,ATP6,ATP6AP1,ATP6AP1L,ATP6AP2,ATP6V0A1,ATP6V0A2,ATP6V0A4,ATP6V0B,ATP6V0C,ATP6V0CP3,ATP6V0D1,ATP6V0D2,ATP6V0E1,ATP6V0E2,ATP6V1A,ATP6V1B1,ATP6V1B2,ATP6V1C1,ATP6V1C2,ATP6V1D,ATP6V1E1,ATP6V1E2,ATP6V1F,ATP6V1G1,ATP6V1G2,ATP6V1G3,ATP6V1H,ATP7A,ATP7B,ATP8A1,ATP8A2,ATP8B1,ATP8B2,ATP8B3,ATP8B4,ATP8B5P,ATP9A,ATP9B,ATPAF1,ATPAF2,ATPSCKMT,ATR,ATRAID,ATRIP,ATRN,ATRNL1,ATRX,ATXN1,ATXN10,ATXN1L,ATXN2,ATXN2L,ATXN3,ATXN3L,ATXN7,ATXN7L1,ATXN7L2,ATXN7L3,ATXN7L3B,AUH,AUNIP,AUP1,AURKA,AURKAIP1,AURKB,AURKC,AUTS2,AVEN,AVIL,AVL9,AVP,AVPI1,AVPR1A,AVPR1B,AVPR2,AWAT1,AXDND1,AXIN1,AXIN2,AXL,AZGP1,AZI2,AZIN1,AZU1,B2M,B3GALNT1,B3GALNT2,B3GALT1,B3GALT2,B3GALT4,B3GALT5,B3GALT5-AS1,B3GALT6,B3GAT1,B3GAT2,B3GAT3,B3GLCT,B3GNT2,B3GNT3,B3GNT4,B3GNT5,B3GNT6,B3GNT7,B3GNT8,B3GNT9,B3GNTL1,B4GALNT1,B4GALNT2,B4GALNT3,B4GALNT4,B4GALT1,B4GALT2,B4GALT3,B4GALT4,B4GALT5,B4GALT6,B4GALT7,B4GAT1,B9D1,B9D2,BAALC,BAALC-AS2,BAAT,BABAM1,BABAM2,BACE1,BACE2,BACH1,BACH2,BAD,BAG1,BAG2,BAG3,BAG4,BAG5,BAG6,BAGE,BAGE4,BAHCC1,BAHD1,BAIAP2,BAIAP2L1,BAIAP2L2,BAIAP3,BAK1,BAMBI,BANF1,BANF2,BANK1,BANP,BAP1,BARD1,BARHL1,BARHL2,BARX1,BARX2,BASP1,BATF,BATF2,BATF3,BAX,BAZ1A,BAZ1B,BAZ2A,BAZ2B,BBC3,BBIP1,BBLN,BBOF1,BBOX1,BBS1,BBS10,BBS12,BBS2,BBS4,BBS5,BBS7,BBS9,BBX,BCAM,BCAN,BCAP29,BCAP31,BCAR1,BCAR3,BCAR4,BCAS1,BCAS2,BCAS3,BCAS4,BCAT1,BCAT2,BCCIP,BCDIN3D,BCHE,BCKDHA,BCKDHB,BCKDK,BCL10,BCL11A,BCL11B,BCL2,BCL2A1,BCL2L1,BCL2L10,BCL2L11,BCL2L12,BCL2L13,BCL2L14,BCL2L15,BCL2L2,BCL3,BCL6,BCL6B,BCL7A,BCL7B,BCL7C,BCL9,BCL9L,BCLAF1,BCO1,BCO2,BCOR,BCORL1,BCORP1,BCR,BCRP2,BCS1L,BDH1,BDH2,BDKRB1,BDKRB2,BDNF,BDP1,BEAN1,BECN1,BEGAIN,BEND2,BEND3,BEND4,BEND5,BEND6,BEND7,BEST1,BEST2,BEST3,BEST4,BET1,BET1L,BEX1,BEX2,BEX3,BEX4,BEX5,BFAR,BFSP1,BFSP2,BGLAP,BGN,BHLHA15,BHLHE22,BHLHE23,BHLHE40,BHLHE41,BHMT,BHMT2,BICC1,BICD1,BICD2,BICDL2,BICRA,BICRAL,BID,BIK,BIN1,BIN2,BIN3,BIRC2,BIRC3,BIRC5,BIRC6,BIRC7,BIRC8,BIVM,BLCAP,BLID,BLK,BLM,BLMH,BLNK,BLOC1S1,BLOC1S2,BLOC1S4,BLOC1S5,BLOC1S6,BLTP1,BLTP2,BLTP3A,BLTP3B,BLVRA,BLVRB,BLZF1,BMAL1,BMAL2,BMERB1,BMF,BMI1,BMP1,BMP10,BMP15,BMP2,BMP2K,BMP3,BMP4,BMP5,BMP6,BMP7,BMP8A,BMP8B,BMPER,BMPR1A,BMPR1B,BMPR2,BMS1,BMS1P1,BMX,BNC1,BNC2,BNIP1,BNIP2,BNIP3,BNIP3L,BNIPL,BOC,BOD1,BOD1L1,BOD1L2,BOK,BOLA1,BOLA2B,BOLA3,BOLL,BOP1,BORA,BORCS5,BORCS6,BORCS7,BORCS8,BPESC1,BPGM,BPHL,BPI,BPIFA1,BPIFA3,BPIFA4P,BPIFB1,BPIFB2,BPIFB3,BPIFB4,BPIFB6,BPIFC,BPNT1,BPNT2,BPTF,BPY2B,BRAF,BRAP,BRAT1,BRCA1,BRCA2,BRCC3,BRD1,BRD10,BRD2,BRD3,BRD4,BRD7,BRD7P3,BRD8,BRD9,BRDT,BRF1,BRF2,BRI3,BRI3BP,BRICD5,BRINP2,BRINP3,BRIP1,BRIX1,BRK1,BRME1,BRMS1,BRMS1L,BROX,BRPF1,BRPF3,BRS3,BRSK1,BRSK2,BRWD1,BRWD1-AS2,BRWD3,BSCL2,BSDC1,BSG,BSN,BSN-DT,BSND,BSPRY,BST1,BST2,BTAF1,BTBD1,BTBD10,BTBD16,BTBD19,BTBD2,BTBD3,BTBD6,BTBD7,BTBD8,BTBD9,BTC,BTD,BTF3,BTF3P11,BTG1,BTG2,BTG3,BTG4,BTK,BTLA,BTN1A1,BTN2A1,BTN2A2,BTN2A3P,BTN3A1,BTN3A2,BTN3A3,BTNL10P,BTNL2,BTNL3,BTNL8,BTNL9,BTRC,BUB1,BUB1B,BUB3,BUD13,BUD23,BUD31,BYSL,BZW1,BZW2,C10orf53,C10orf62,C10orf67,C10orf88,C10orf90,C10orf95,C11orf16,C11orf21,C11orf24,C11orf40,C11orf42,C11orf54,C11orf58,C11orf65,C11orf68,C11orf71,C11orf86,C11orf87,C11orf96,C11orf98,C12orf42,C12orf43,C12orf50,C12orf54,C12orf56,C12orf57,C12orf60,C12orf75,C12orf76,C14orf119,C14orf132,C14orf39,C14orf93,C15orf32,C15orf39,C15orf40,C15orf48,C15orf61,C15orf62,C16orf46,C16orf54,C16orf74,C16orf78,C16orf82,C16orf86,C16orf87,C16orf89,C16orf92,C16orf95,C17orf100,C17orf50,C17orf58,C17orf67,C17orf75,C17orf78,C17orf99,C18orf15,C18orf21,C18orf32,C18orf54,C19orf12,C19orf18,C19orf25,C19orf33,C19orf38,C19orf44,C19orf47,C19orf48P,C19orf53,C19orf67,C19orf73,C1D,C1GALT1,C1GALT1C1,C1QA,C1QB,C1QBP,C1QC,C1QL1,C1QL2,C1QL3,C1QTNF1,C1QTNF12,C1QTNF2,C1QTNF3,C1QTNF4,C1QTNF5,C1QTNF6,C1QTNF7,C1QTNF9,C1QTNF9B,C1R,C1RL,C1S,C1orf105,C1orf115,C1orf116,C1orf122,C1orf159,C1orf162,C1orf174,C1orf198,C1orf21,C1orf210,C1orf216,C1orf226,C1orf35,C1orf43,C1orf50,C1orf52,C1orf53,C1orf54,C1orf56,C1orf74,C1orf87,C1orf94,C2,C20orf141,C20orf144,C20orf173,C20orf202,C20orf203,C20orf96,C21orf58,C21orf91,C22orf15,C22orf23,C22orf31,C22orf39,C22orf46P,C2CD2,C2CD2L,C2CD3,C2CD4A,C2CD4B,C2CD4C,C2CD5,C2CD6,C2orf15,C2orf42,C2orf49,C2orf66,C2orf68,C2orf69,C2orf72,C2orf74,C2orf76,C2orf78,C2orf80,C2orf81,C2orf88,C3,C3AR1,C3P1,C3orf18,C3orf20,C3orf22,C3orf33,C3orf36,C3orf38,C3orf49,C3orf52,C3orf62,C3orf70,C3orf80,C4B,C4BPA,C4BPB,C4orf17,C4orf33,C4orf36,C4orf46,C5,C5AR1,C5AR2,C5orf15,C5orf22,C5orf24,C5orf34,C5orf46,C5orf47,C5orf52,C5orf58,C6,C6orf118,C6orf120,C6orf132,C6orf136,C6orf141,C6orf15,C6orf47,C6orf52,C6orf58,C6orf62,C6orf89,C7,C7orf25,C7orf33,C7orf57,C8A,C8B,C8G,C8orf33,C8orf34,C8orf44,C8orf48,C8orf58,C8orf76,C9,C9orf153,C9orf163,C9orf40,C9orf43,C9orf50,C9orf57,C9orf72,C9orf78,C9orf85,CA1,CA10,CA11,CA12,CA13,CA14,CA2,CA3,CA4,CA5A,CA5B,CA5BP1,CA6,CA7,CA8,CA9,CAAP1,CAB39,CAB39L,CABCOCO1,CABIN1,CABLES1,CABLES2,CABP1,CABP2,CABP4,CABP5,CABP7,CABS1,CABYR,CACFD1,CACHD1,CACNA1A,CACNA1B,CACNA1C,CACNA1D,CACNA1E,CACNA1F,CACNA1G,CACNA1H,CACNA1I,CACNA1S,CACNA2D1,CACNA2D2,CACNA2D3,CACNA2D4,CACNB1,CACNB2,CACNB3,CACNB4,CACNG1,CACNG2,CACNG3,CACNG4,CACNG5,CACNG6,CACNG7,CACNG8,CACTIN,CACUL1,CACYBP,CAD,CADM1,CADM2,CADM3,CADM4,CADPS,CADPS2,CAGE1,CAHM,CALB1,CALB2,CALCA,CALCOCO1,CALCOCO2,CALCR,CALCRL,CALD1,CALHM1,CALHM2,CALHM3,CALHM4,CALHM5,CALHM6,CALM1,CALM2,CALM3,CALML3,CALML4,CALML5,CALML6,CALN1,CALR,CALR3,CALU,CALY,CAMK1,CAMK1D,CAMK1G,CAMK2A,CAMK2B,CAMK2D,CAMK2G,CAMK2N1,CAMK2N2,CAMK4,CAMKK1,CAMKK2,CAMKMT,CAMKV,CAMLG,CAMP,CAMSAP1,CAMSAP2,CAMSAP3,CAMTA1,CAMTA2,CAND1,CAND2,CANT1,CANX,CAP1,CAP2,CAPG,CAPN1,CAPN10,CAPN11,CAPN12,CAPN13,CAPN14,CAPN15,CAPN2,CAPN3,CAPN5,CAPN6,CAPN7,CAPN8,CAPN9,CAPNS1,CAPNS2,CAPRIN1,CAPRIN2,CAPS,CAPS2,CAPSL,CAPZA1,CAPZA2,CAPZA3,CAPZB,CARD10,CARD11,CARD14,CARD16,CARD17P,CARD18,CARD19,CARD6,CARD8,CARD9,CARF,CARHSP1,CARINH,CARMIL1,CARMIL2,CARMIL3,CARMN,CARNMT1,CARNS1,CARS1,CARS2,CARTPT,CASC2,CASC3,CASD1,CASK,CASKIN1,CASKIN2,CASP1,CASP10,CASP12,CASP14,CASP2,CASP3,CASP4,CASP5,CASP6,CASP7,CASP8,CASP8AP2,CASP9,CASQ1,CASQ2,CASR,CASS4,CAST,CASTOR3P,CASZ1,CAT,CATR1,CATSPER1,CATSPER2,CATSPER3,CATSPER4,CATSPERB,CATSPERD,CATSPERE,CATSPERG,CATSPERZ,CAV1,CAV2,CAV3,CAVIN1,CAVIN2,CAVIN3,CBARP,CBFA2T2,CBFA2T3,CBFB,CBL,CBLB,CBLC,CBLL1,CBLL2,CBLN1,CBLN2,CBLN3,CBLN4,CBR1,CBR3,CBR4,CBS,CBX1,CBX2,CBX3,CBX3P2,CBX4,CBX5,CBX6,CBX7,CBX8,CBY1,CBY2,CBY3,CC2D1A,CC2D1B,CC2D2A,CC2D2B,CCAR1,CCAR2,CCBE1,CCDC102A,CCDC102B,CCDC106,CCDC107,CCDC110,CCDC112,CCDC115,CCDC116,CCDC117,CCDC12,CCDC120,CCDC121,CCDC122,CCDC124,CCDC125,CCDC126,CCDC127,CCDC13,CCDC134,CCDC136,CCDC137,CCDC138,CCDC14,CCDC140,CCDC141,CCDC142,CCDC144A,CCDC144NL,CCDC146,CCDC148,CCDC149,CCDC15,CCDC150,CCDC158,CCDC159,CCDC166,CCDC167,CCDC168,CCDC169,CCDC17,CCDC170,CCDC171,CCDC172,CCDC174,CCDC177,CCDC178,CCDC18,CCDC180,CCDC181,CCDC183,CCDC184,CCDC185,CCDC186,CCDC190,CCDC191,CCDC197,CCDC198,CCDC22,CCDC24,CCDC25,CCDC27,CCDC28A,CCDC28B,CCDC3,CCDC30,CCDC32,CCDC34,CCDC38,CCDC39,CCDC40,CCDC42,CCDC43,CCDC47,CCDC50,CCDC51,CCDC54,CCDC57,CCDC59,CCDC6,CCDC60,CCDC61,CCDC62,CCDC63,CCDC65,CCDC66,CCDC68,CCDC69,CCDC7,CCDC70,CCDC71,CCDC71L,CCDC73,CCDC74B,CCDC77,CCDC78,CCDC8,CCDC80,CCDC81,CCDC82,CCDC83,CCDC85A,CCDC85B,CCDC85C,CCDC86,CCDC87,CCDC88A,CCDC88B,CCDC88C,CCDC89,CCDC9,CCDC90B,CCDC91,CCDC92,CCDC93,CCDC97,CCDC9B,CCER1,CCHCR1,CCIN,CCK,CCKAR,CCKBR,CCL1,CCL11,CCL13,CCL14,CCL15,CCL16,CCL17,CCL18,CCL19,CCL2,CCL20,CCL21,CCL22,CCL23,CCL24,CCL25,CCL26,CCL27,CCL28,CCL3,CCL3L3,CCL4,CCL5,CCL7,CCL8,CCM2,CCM2L,CCN1,CCN2,CCN4,CCN5,CCN6,CCNA1,CCNA2,CCNB1,CCNB1IP1,CCNB2,CCNB3,CCNC,CCND1,CCND2,CCND3,CCNDBP1,CCNE1,CCNE2,CCNF,CCNG1,CCNG2,CCNH,CCNI,CCNJ,CCNJL,CCNK,CCNL1,CCNL2,CCNO,CCNP,CCNQ,CCNT1,CCNT2,CCNY,CCNYL1,CCP110,CCPG1,CCR1,CCR10,CCR2,CCR3,CCR4,CCR5,CCR6,CCR7,CCR8,CCR9,CCRL2,CCS,CCSAP,CCSER1,CCSER2,CCT2,CCT3,CCT4,CCT5,CCT6A,CCT6B,CCT6P1,CCT7,CCT8,CCT8L2,CCZ1,CD101,CD109,CD14,CD151,CD160,CD163,CD163L1,CD164,CD177,CD180,CD19,CD1A,CD1B,CD1C,CD1D,CD1E,CD2,CD200,CD200R1,CD207,CD209,CD22,CD226,CD24,CD244,CD247,CD248,CD27,CD274,CD276,CD28,CD2AP,CD2BP2,CD300A,CD300C,CD300E,CD300LB,CD300LD,CD300LD-AS1,CD300LF,CD300LG,CD302,CD320,CD33,CD34,CD36,CD37,CD38,CD3D,CD3E,CD3G,CD4,CD40,CD40LG,CD44,CD46,CD47,CD48,CD5,CD52,CD53,CD55,CD58,CD59,CD5L,CD6,CD63,CD68,CD69,CD7,CD70,CD72,CD74,CD79A,CD79B,CD80,CD81,CD82,CD83,CD84,CD86,CD8A,CD8B,CD9,CD93,CD96,CD99,CD99L2,CD99P1,CDA,CDADC1,CDAN1,CDC123,CDC14A,CDC14B,CDC14C,CDC16,CDC20,CDC20B,CDC23,CDC25A,CDC25B,CDC25C,CDC26,CDC27,CDC34,CDC37,CDC37L1,CDC40,CDC42,CDC42BPA,CDC42BPB,CDC42BPG,CDC42EP1,CDC42EP2,CDC42EP3,CDC42EP4,CDC42EP5,CDC42SE1,CDC42SE2,CDC45,CDC5L,CDC6,CDC7,CDC73,CDCA2,CDCA3,CDCA4,CDCA5,CDCA7,CDCA7L,CDCA8,CDCP1,CDCP2,CDH1,CDH10,CDH11,CDH12,CDH13,CDH15,CDH16,CDH17,CDH18,CDH19,CDH2,CDH20,CDH22,CDH23,CDH24,CDH26,CDH3,CDH4,CDH5,CDH6,CDH7,CDH8,CDH9,CDHR1,CDHR2,CDHR3,CDHR4,CDHR5,CDIN1,CDIP1,CDIPT,CDK1,CDK10,CDK11B,CDK12,CDK13,CDK14,CDK15,CDK16,CDK17,CDK18,CDK19,CDK2,CDK20,CDK2AP1,CDK2AP2,CDK3,CDK4,CDK5,CDK5R1,CDK5R2,CDK5RAP1,CDK5RAP2,CDK5RAP3,CDK6,CDK7,CDK8,CDK9,CDKAL1,CDKL1,CDKL2,CDKL3,CDKL4,CDKL5,CDKN1A,CDKN1B,CDKN1C,CDKN2A,CDKN2A-AS1,CDKN2AIP,CDKN2AIPNL,CDKN2B,CDKN2C,CDKN2D,CDKN3,CDNF,CDO1,CDON,CDPF1,CDR1,CDR2,CDR2L,CDRT15,CDRT4,CDS1,CDS2,CDSN,CDT1,CDV3,CDX1,CDX2,CDX4,CDY2A,CDYL,CDYL2,CEACAM1,CEACAM19,CEACAM20,CEACAM21,CEACAM3,CEACAM4,CEACAM5,CEACAM6,CEACAM7,CEACAM8,CEBPA,CEBPB,CEBPD,CEBPE,CEBPG,CEBPZ,CECR2,CECR7,CEL,CELA1,CELA2A,CELA2B,CELA3B,CELF1,CELF2,CELF3,CELF4,CELF5,CELF6,CELSR1,CELSR2,CELSR3,CEMIP,CEMIP2,CENATAC,CEND1,CENPA,CENPB,CENPBD1P,CENPC,CENPE,CENPF,CENPH,CENPI,CENPK,CENPL,CENPM,CENPN,CENPO,CENPP,CENPQ,CENPS-CORT,CENPT,CENPU,CENPV,CENPW,CENPX,CEP104,CEP112,CEP120,CEP126,CEP128,CEP135,CEP15,CEP152,CEP162,CEP164,CEP170,CEP170B,CEP19,CEP192,CEP20,CEP250,CEP290,CEP295,CEP350,CEP41,CEP43,CEP44,CEP55,CEP57,CEP57L1,CEP63,CEP68,CEP70,CEP72,CEP76,CEP78,CEP83,CEP85,CEP85L,CEP89,CEP95,CEP97,CEPT1,CER1,CERCAM,CERK,CERS2,CERS3,CERS4,CERS5,CERS6,CERT1,CES1,CES1P1,CES2,CES3,CES4A,CES5A,CETN1,CETN2,CETN3,CETN4P,CETP,CFAP100,CFAP107,CFAP119,CFAP126,CFAP144,CFAP144P1,CFAP157,CFAP161,CFAP184,CFAP20,CFAP206,CFAP210,CFAP221,CFAP251,CFAP263,CFAP276,CFAP298,CFAP299,CFAP300,CFAP36,CFAP410,CFAP418,CFAP43,CFAP44,CFAP45,CFAP46,CFAP52,CFAP53,CFAP54,CFAP57,CFAP61,CFAP65,CFAP68,CFAP69,CFAP70,CFAP73,CFAP74,CFAP91,CFAP92,CFAP95,CFAP96,CFAP97,CFAP97D1,CFB,CFC1,CFD,CFDP1,CFH,CFHR1,CFHR2,CFHR3,CFHR4,CFHR5,CFI,CFL1,CFL1P1,CFL2,CFLAR,CFP,CFTR,CGA,CGAS,CGB1,CGB2,CGB5,CGGBP1,CGN,CGNL1,CGREF1,CGRRF1,CH25H,CHAC1,CHAC2,CHAD,CHADL,CHAF1A,CHAF1B,CHAMP1,CHAT,CHCHD1,CHCHD10,CHCHD2,CHCHD3,CHCHD4,CHCHD5,CHCHD6,CHCHD7,CHCT1,CHD1,CHD1L,CHD2,CHD3,CHD4,CHD5,CHD6,CHD7,CHD8,CHD9,CHDH,CHEK1,CHEK2,CHERP,CHFR,CHGA,CHGB,CHI3L1,CHI3L2,CHIA,CHIC1,CHIC2,CHID1,CHIT1,CHKA,CHKB,CHL1,CHLSN,CHM,CHML,CHMP1A,CHMP1B,CHMP2A,CHMP2B,CHMP3,CHMP4A,CHMP4B,CHMP4C,CHMP5,CHMP6,CHMP7,CHN1,CHN2,CHODL,CHORDC1,CHP2,CHPF,CHPF2,CHPT1,CHRAC1,CHRD,CHRDL1,CHRDL2,CHRM1,CHRM2,CHRM3,CHRM4,CHRM5,CHRNA1,CHRNA10,CHRNA2,CHRNA3,CHRNA4,CHRNA5,CHRNA6,CHRNA7,CHRNA9,CHRNB1,CHRNB2,CHRNB3,CHRNB4,CHRND,CHRNE,CHRNG,CHST1,CHST10,CHST11,CHST12,CHST13,CHST14,CHST15,CHST2,CHST3,CHST4,CHST5,CHST6,CHST7,CHST8,CHST9,CHSY1,CHSY3,CHTF18,CHTF8,CHTOP,CHUK,CHURC1,CIAO1,CIAO2A,CIAO2B,CIAO3,CIAPIN1,CIART,CIB1,CIB2,CIB3,CIB4,CIBAR1,CIBAR1P2,CIBAR2,CIC,CIDEA,CIDEB,CIDEC,CIDECP1,CIITA,CILK1,CILP,CILP2,CIMAP1A,CIMAP1C,CIMAP1D,CIMAP2,CIMAP3,CIMIP1,CIMIP2B,CIMIP2C,CIMIP4,CIMIP5,CIMIP6,CINP,CIP2A,CIPC,CIR1,CIRBP,CIRBP-AS1,CIROZ,CISD1,CISD2,CISD3,CISH,CIT,CITED1,CITED2,CITED4,CIZ1,CKAP2,CKAP2L,CKAP4,CKAP5,CKB,CKLF,CKLF-CMTM1,CKM,CKMT1A,CKMT2,CKS1B,CKS2,CLASP1,CLASP2,CLASRP,CLBA1,CLC,CLCA1,CLCA2,CLCA3P,CLCA4,CLCC1,CLCF1,CLCN1,CLCN2,CLCN3,CLCN4,CLCN5,CLCN6,CLCN7,CLCNKA,CLCNKB,CLDN1,CLDN10,CLDN11,CLDN12,CLDN14,CLDN15,CLDN16,CLDN17,CLDN18,CLDN19,CLDN2,CLDN22,CLDN23,CLDN3,CLDN4,CLDN5,CLDN6,CLDN7,CLDN8,CLDN9,CLDND1,CLDND2,CLEC10A,CLEC11A,CLEC12A,CLEC12B,CLEC14A,CLEC16A,CLEC18A,CLEC18B,CLEC1A,CLEC1B,CLEC2B,CLEC2D,CLEC2L,C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BP,DBR1,DBT,DBX2,DCAF1,DCAF10,DCAF11,DCAF12,DCAF12L1,DCAF13,DCAF15,DCAF16,DCAF17,DCAF4,DCAF4L2,DCAF5,DCAF6,DCAF7,DCAF8,DCAKD,DCANP1,DCBLD1,DCBLD2,DCC,DCD,DCDC1,DCDC2,DCHS1,DCHS2,DCK,DCLK1,DCLK2,DCLK3,DCLRE1A,DCLRE1B,DCLRE1C,DCN,DCP1A,DCP1B,DCP2,DCPS,DCST1,DCST2,DCSTAMP,DCT,DCTD,DCTN1,DCTN2,DCTN3,DCTN4,DCTN5,DCTN6,DCTPP1,DCUN1D1,DCUN1D2,DCUN1D3,DCUN1D4,DCUN1D5,DCX,DCXR,DDA1,DDAH1,DDAH2,DDB1,DDB2,DDC,DDHD1,DDHD2,DDI1,DDI2,DDIAS,DDIT3,DDIT4,DDIT4L,DDN,DDO,DDOST,DDR1,DDR2,DDRGK1,DDT,DDX1,DDX10,DDX11,DDX11L2,DDX17,DDX18,DDX19A,DDX19B,DDX20,DDX21,DDX23,DDX24,DDX25,DDX27,DDX28,DDX31,DDX39A,DDX39B,DDX3X,DDX3Y,DDX4,DDX41,DDX42,DDX43,DDX46,DDX47,DDX49,DDX5,DDX50,DDX51,DDX52,DDX53,DDX54,DDX55,DDX56,DDX59,DDX6,DDX60,DDX60L,DEAF1,DECR1,DECR2,DEDD,DEDD2,DEF6,DEF8,DEFA1,DEFA3,DEFA4,DEFA5,DEFA6,DEFB1,DEFB103B,DEFB104B,DEFB105B,DEFB106B,DEFB114,DEFB118,DEFB119,DEFB123,DEFB125,DEFB126,DEFB127,DEFB129,DEFB4A,DEFT1P,DEGS1,DEK,DELE1,DELEC1,DENND10,DENND11,DENND1A,DENND1B,DENND1C,DENND2A,DENND2B,DENND2C,DENND2D,DENND3,DENND4A,DENND4B,DENND4C,DENND5A,DENND5B,DENND6A,DENND6B,DENR,DEPDC1,DEPDC1B,DEPDC4,DEPDC5,DEPDC7,DEPP1,DEPTOR,DERA,DERL1,DERL2,DERL3,DES,DESI1,DESI2,DET1,DEUP1,DEXI,DFFA,DFFB,DGAT1,DGAT2,DGCR2,DGCR5,DGCR6,DGCR6L,DGCR8,DGKA,DGKB,DGKD,DGKE,DGKG,DGKH,DGKI,DGKQ,DGKZ,DGLUCY,DGUOK,DHCR24,DHCR7,DHDDS,DHDH,DHFR,DHFR2,DHH,DHODH,DHPS,DHRS1,DHRS11,DHRS12,DHRS13,DHRS2,DHRS3,DHRS4,DHRS4-AS1,DHRS4L1,DHRS7,DHRS7B,DHRS7C,DHRS9,DHRSX,DHTKD1,DHX15,DHX16,DHX29,DHX30,DHX32,DHX33,DHX34,DHX35,DHX36,DHX37,DHX38,DHX40,DHX57,DHX58,DHX8,DHX9,DIABLO,DIAPH1,DIAPH2,DIAPH3,DICER1,DICER1-AS1,DIDO1,DIMT1,DIO1,DIO2,DIO3,DIO3OS,DIP2A,DIP2B,DIP2C,DIPK1A,DIPK1B,DIPK1C,DIPK2A,DIRAS1,DIRAS2,DIRAS3,DIRC1,DIS3,DIS3L,DIS3L2,DISC1,DISP1,DISP2,DISP3,DIXDC1,DKC1,DKK1,DKK2,DKK3,DKK4,DKKL1,DLAT,DLC1,DLD,DLEC1,DLEU1,DLEU2,DLEU7,DLG1,DLG2,DLG3,DLG4,DLG5,DLGAP1,DLGAP2,DLGAP3,DLGAP4,DLGAP5,DLK1,DLK2,DLL1,DLL3,DLL4,DLST,DLX1,DLX2,DLX3,DLX4,DLX5,DLX6,DMAC1,DMAC2,DMAC2L,DMAP1,DMBT1,DMBX1,DMC1,DMD,DMGDH,DMKN,DMP1,DMPK,DMRT1,DMRT2,DMRT3,DMRTA1,DMRTB1,DMRTC1,DMRTC2,DMTF1,DMTN,DMWD,DMXL1,DMXL2,DNA2,DNAAF1,DNAAF10,DNAAF11,DNAAF2,DNAAF3,DNAAF4,DNAAF5,DNAAF8,DNAAF9,DNAH1,DNAH10,DNAH11,DNAH12,DNAH14,DNAH17,DNAH2,DNAH3,DNAH5,DNAH6,DNAH7,DNAH8,DNAH9,DNAI1,DNAI2,DNAI3,DNAI4,DNAI7,DNAJA1,DNAJA2,DNAJA3,DNAJA4,DNAJB1,DNAJB11,DNAJB12,DNAJB14,DNAJB2,DNAJB3,DNAJB4,DNAJB5,DNAJB6,DNAJB7,DNAJB8,DNAJB9,DNAJC1,DNAJC10,DNAJC11,DNAJC12,DNAJC13,DNAJC14,DNAJC15,DNAJC16,DNAJC17,DNAJC18,DNAJC19,DNAJC2,DNAJC21,DNAJC22,DNAJC24,DNAJC25,DNAJC27,DNAJC28,DNAJC3,DNAJC3-DT,DNAJC30,DNAJC4,DNAJC5,DNAJC5B,DNAJC5G,DNAJC6,DNAJC7,DNAJC8,DNAJC9,DNAL1,DNAL4,DNALI1,DNASE1,DNASE1L1,DNASE1L2,DNASE1L3,DNASE2,DNASE2B,DND1,DNER,DNHD1,DNLZ,DNM1,DNM1L,DNM1P46,DNM2,DNM3,DNM3OS,DNMBP,DNMT1,DNMT3A,DNMT3B,DNMT3L,DNPEP,DNPH1,DNTT,DNTTIP1,DNTTIP2,DOC2A,DOC2B,DOCK1,DOCK10,DOCK11,DOCK2,DOCK3,DOCK4,DOCK5,DOCK6,DOCK7,DOCK8,DOCK8-AS1,DOCK9,DOHH,DOK1,DOK2,DOK3,DOK4,DOK5,DOK6,DOK7,DOLK,DOLPP1,DONSON,DOP1A,DOP1B,DORIP1,DOT1L,DPAGT1,DPCD,DPEP1,DPEP2,DPEP3,DPF1,DPF2,DPF3,DPH2,DPH3,DPH3P1,DPH5,DPH6,DPH7,DPM1,DPM2,DPM3,DPP10,DPP3,DPP4,DPP6,DPP7,DPP8,DPP9,DPPA2,DPPA3,DPPA4,DPPA5,DPT,DPY19L1,DPY19L1P1,DPY19L2,DPY19L2P2,DPY19L2P3,DPY19L2P4,DPY19L3,DPY19L4,DPY30,DPYD,DPYS,DPYSL2,DPYSL3,DPYSL4,DPYSL5,DQX1,DR1,DRAM1,DRAM2,DRAP1,DRAXIN,DRC1,DRC12,DRC3,DRC7,DRD1,DRD2,DRD3,DRD4,DRD5,DRG1,DRG2,DRICH1,DROSHA,DRP2,DSC1,DSC2,DSC3,DSCAM,DSCAM-AS1,DSCAML1,DSCC1,DSCR10,DSCR4,DSCR8,DSCR9,DSE,DSEL,DSG1,DSG2,DSG3,DSG4,DSN1,DSP,DSPP,DST,DSTN,DSTYK,DTD1,DTD2,DTHD1,DTL,DTNA,DTNB,DTNBP1,DTWD1,DTWD2,DTX1,DTX2,DTX3,DTX3L,DTX4,DTYMK,DUOX1,DUOX2,DUOXA1,DUOXA2,DUS1L,DUS2,DUS3L,DUS4L,DUSP1,DUSP10,DUSP11,DUSP12,DUSP13A,DUSP14,DUSP15,DUSP16,DUSP18,DUSP19,DUSP2,DUSP21,DUSP22,DUSP23,DUSP26,DUSP29,DUSP3,DUSP4,DUSP5,DUSP5P1,DUSP6,DUSP7,DUSP8,DUSP9,DUT,DUX3,DUX4,DUX4L4,DVL1,DVL2,DVL3,DXO,DYDC1,DYDC2,DYM,DYNAP,DYNC1H1,DYNC1I1,DYNC1I2,DYNC1LI1,DYNC1LI2,DYNC2H1,DYNC2I1,DYNC2I2,DYNC2LI1,DYNLL1,DYNLL2,DYNLRB1,DYNLRB2,DYNLT1,DYNLT2,DYNLT2B,DYNLT3,DYNLT5,DYRK1A,DYRK1B,DYRK2,DYRK3,DYRK4,DYSF,DZANK1,DZIP1,DZIP1L,DZIP3,E2F1,E2F2,E2F3,E2F4,E2F5,E2F6,E2F7,E2F8,E4F1,EAF1,EAF2,EAPP,EARS2,EBAG9,EBF1,EBF2,EBF3,EBF4,EBI3,EBLN2,EBNA1BP2,EBP,EBPL,ECD,ECE1,ECE2,ECEL1,ECEL1P2,ECH1,ECHDC1,ECHDC2,ECHDC3,ECHS1,ECI1,ECI2,ECM1,ECM2,ECPAS,ECRG4,ECSCR,ECSIT,ECT2,ECT2L,EDA,EDA2R,EDAR,EDARADD,EDC3,EDC4,EDDM3A,EDDM3B,EDEM1,EDEM2,EDEM3,EDF1,EDIL3,EDN1,EDN2,EDN3,EDNRA,EDNRB,EDRF1,EEA1,EED,EEF1A1,EEF1A2,EEF1AKMT1,EEF1AKMT2,EEF1AKMT3,EEF1B2,EEF1D,EEF1E1,EEF1G,EEF2,EEF2K,EEF2KMT,EEFSEC,EEIG1,EEIG2,EEPD1,EFCAB11,EFCAB12,EFCAB13,EFCAB14,EFCAB2,EFCAB3,EFCAB6,EFCAB7,EFCC1,EFEMP1,EFEMP2,EFHB,EFHC1,EFHC2,EFHD1,EFHD2,EFL1,EFNA1,EFNA2,EFNA3,EFNA4,EFNA5,EFNB1,EFNB2,EFNB3,EFR3A,EFR3B,EFS,EFTUD2,EGF,EGFEM1P,EGFL6,EGFL7,EGFL8,EGFLAM,EGFR,EGLN1,EGLN2,EGLN3,EGR1,EGR2,EGR3,EGR4,EHBP1,EHBP1L1,EHD1,EHD2,EHD3,EHD4,EHF,EHHADH,EHMT1,EHMT2,EI24,EID1,EID2,EID2B,EID3,EIF1,EIF1AD,EIF1AX,EIF1AY,EIF1B,EIF2A,EIF2AK1,EIF2AK2,EIF2AK3,EIF2AK4,EIF2B1,EIF2B2,EIF2B3,EIF2B4,EIF2B5,EIF2D,EIF2S1,EIF2S2,EIF2S3,EIF3A,EIF3B,EIF3C,EIF3D,EIF3E,EI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PR141,GPR142,GPR143,GPR146,GPR149,GPR15,GPR150,GPR153,GPR155,GPR156,GPR157,GPR158,GPR160,GPR161,GPR162,GPR17,GPR171,GPR173,GPR174,GPR176,GPR18,GPR180,GPR182,GPR183,GPR19,GPR20,GPR21,GPR22,GPR25,GPR26,GPR27,GPR3,GPR31,GPR32,GPR34,GPR35,GPR37,GPR37L1,GPR39,GPR4,GPR45,GPR50,GPR52,GPR55,GPR6,GPR61,GPR62,GPR63,GPR65,GPR68,GPR75,GPR78,GPR82,GPR83,GPR84,GPR85,GPR87,GPR88,GPR89B,GPRASP1,GPRASP2,GPRC5A,GPRC5B,GPRC5C,GPRC5D,GPRC6A,GPRIN1,GPRIN2,GPRIN3,GPS1,GPS2,GPSM1,GPSM2,GPSM3,GPT,GPT2,GPX1,GPX2,GPX3,GPX4,GPX5,GPX6,GPX7,GPX8,GRAMD1A,GRAMD1B,GRAMD1C,GRAMD2A,GRAMD2B,GRAMD4,GRAP,GRAP2,GRAPL,GRB10,GRB14,GRB2,GRB7,GREB1,GREB1L,GREM1,GREM2,GRHL1,GRHL2,GRHL3,GRHPR,GRIA1,GRIA2,GRIA3,GRIA4,GRID1,GRID2,GRIK1,GRIK1-AS2,GRIK2,GRIK3,GRIK4,GRIK5,GRIN1,GRIN2A,GRIN2B,GRIN2C,GRIN2D,GRIN3A,GRIN3B,GRINA,GRIP1,GRIP2,GRIPAP1,GRK1,GRK2,GRK3,GRK4,GRK5,GRK6,GRK7,GRM1,GRM2,GRM3,GRM4,GRM5,GRM7,GRM8,GRN,GRP,GRPEL1,GRPEL2,GRPR,GRSF1,GRTP1,GRWD1,GRXCR1,GSAP,GSC,GSC2,GSDMA,GSDMB,GSDMC,GSDMD,GSDME,GSE1,GSG1,GSG1L,GSK3A,GSK3B,GSKIP,GSN,GSPT1,GSPT2,GSR,GSS,GSTA1,GSTA2,GSTA3,GSTA4,GSTA5,GSTCD,GSTK1,GSTM1,GSTM2,GSTM2P1,GSTM3,GSTM4,GSTM5,GSTO1,GSTO2,GSTP1,GSTT1,GSTT2,GSTT4,GSTZ1,GSX1,GSX2,GTDC1,GTF2A1,GTF2A1L,GTF2A2,GTF2B,GTF2E1,GTF2E2,GTF2F1,GTF2F2,GTF2H1,GTF2H2B,GTF2H2C_2,GTF2H3,GTF2H4,GTF2H5,GTF2I,GTF2IRD1,GTF2IRD2,GTF2IRD2B,GTF3A,GTF3C1,GTF3C2,GTF3C3,GTF3C4,GTF3C5,GTF3C6,GTPBP1,GTPBP10,GTPBP2,GTPBP3,GTPBP4,GTPBP6,GTPBP8,GTSE1,GTSF1,GTSF1L,GUCA1A,GUCA1B,GUCA1C,GUCA2A,GUCA2B,GUCD1,GUCY1A1,GUCY1A2,GUCY1B1,GUCY1B2,GUCY2C,GUCY2D,GUCY2F,GUCY2GP,GUF1,GUK1,GULP1,GUSB,GUSBP1,GUSBP10,GUSBP11,GUSBP14,GUSBP15,GUSBP3,GUSBP4,GUSBP5,GVINP1,GXYLT1,GXYLT2,GYG1,GYG2,GYPA,GYPB,GYPC,GYPE,GYS1,GYS2,GZF1,GZMA,GZMB,GZMH,GZMK,GZMM,H1-0,H1-1,H1-10,H1-2,H1-3,H1-4,H1-5,H1-6,H1-7,H1-8,H1-9P,H19,H2AB2,H2AC1,H2AC11,H2AC12,H2AC14,H2AC15,H2AC16,H2AC17,H2AC19,H2AC20,H2AC21,H2AC25,H2AC4,H2AC6,H2AC7,H2AC8,H2AJ,H2AX,H2AZ1,H2AZ2,H2BC1,H2BC10,H2BC11,H2BC12,H2BC13,H2BC14,H2BC15,H2BC17,H2BC20P,H2BC21,H2BC26,H2BC3,H2BC4,H2BC5,H2BC6,H2BC7,H2BC8,H2BC9,H2BW4P,H3-3A,H3-3B,H3-4,H3-5,H3C1,H3C10,H3C11,H3C12,H3C13,H3C15,H3C2,H3C3,H3C4,H3C6,H3C7,H3C8,H4C1,H4C11,H4C12,H4C13,H4C15,H4C16,H4C2,H4C3,H4C4,H4C5,H4C6,H4C7,H4C8,H4C9,H6PD,HAAO,HABP2,HABP4,HACD1,HACD2,HACD3,HACD4,HACE1,HACL1,HADH,HADHA,HADHB,HAGH,HAGHL,HAL,HAMP,HAND1,HAND2,HAO1,HAO2,HAP1,HAPLN1,HAPLN2,HAPLN3,HAPLN4,HAPSTR1,HAR1A,HARBI1,HARS1,HARS2,HAS1,HAS2,HAS3,HASPIN,HAT1,HAUS1,HAUS2,HAUS3,HAUS4,HAUS5,HAUS6,HAUS7,HAUS8,HAVCR1,HAVCR2,HAX1,HBA1,HBA2,HBB,HBBP1,HBD,HBE1,HBEGF,HBG1,HBM,HBP1,HBQ1,HBS1L,HBZ,HCAR1,HCAR2,HCAR3,HCCS,HCFC1,HCFC1R1,HCFC2,HCG18,HCG22,HCG23,HCG26,HCG27,HCG4,HCG4B,HCG9,HCK,HCLS1,HCN1,HCN2,HCN3,HCN4,HCP5,HCP5B,HCRT,HCRTR1,HCRTR2,HCST,HDAC1,HDAC10,HDAC11,HDAC2,HDAC3,HDAC4,HDAC5,HDAC6,HDAC7,HDAC8,HDAC9,HDC,HDDC2,HDDC3,HDGF,HDGFL1,HDGFL2,HDGFL3,HDHD2,HDHD3,HDHD5,HDHD5-AS1,HDLBP,HDX,HEATR1,HEATR3,HEATR4,HEATR5A,HEATR5B,HEATR6,HEATR9,HEBP1,HEBP2,HECA,HECTD1,HECTD2,HECTD3,HECTD4,HECW1,HECW2,HEG1,HELB,HELLS,HELQ,HELZ,HELZ2,HEMGN,HEMK1,HENMT1,HEPACAM,HEPACAM2,HEPH,HEPN1,HERC1,HERC2,HERC2P2,HERC2P4,HERC2P7,HERC3,HERC4,HERC5,HERC6,HERPUD1,HERPUD2,HES1,HES2,HES4,HES5,HES6,HES7,HESX1,HEXA,HEXA-AS1,HEXB,HEXD,HEXIM1,HEXIM2,HEY1,HEY2,HEYL,HFE,HFM1,HGD,HGF,HGFAC,HGH1,HGS,HGSNAT,HHAT,HHATL,HHEX,HHIP,HHIPL1,HHIPL2,HHLA1,HHLA2,HIBADH,HIBCH,HIC1,HIC2,HID1,HIF1A,HIF1AN,HIF3A,HIGD1A,HIGD1B,HIGD2A,HIKESHI,HILPDA,HINFP,HINT1,HINT2,HINT3,HIP1,HIP1R,HIPK1,HIPK2,HIPK3,HIPK4,HIRA,HIRIP3,HIVEP1,HIVEP2,HIVEP3,HJURP,HJV,HK1,HK2,HK3,HKDC1,HLA-A,HLA-B,HLA-C,HLA-DMA,HLA-DMB,HLA-DOA,HLA-DOB,HLA-DPA1,HLA-DPB1,HLA-DPB2,HLA-DQA1,HLA-DQA2,HLA-DQB1,HLA-DQB2,HLA-DRA,HLA-DRB1,HLA-DRB3,HLA-DRB4,HLA-DRB5,HLA-DRB6,HLA-E,HLA-F,HLA-F-AS1,HLA-G,HLA-H,HLA-J,HLA-L,HLCS,HLF,HLTF,HLX,HM13,HMBOX1,HMBS,HMCES,HMCN1,HMG20A,HMG20B,HMGA1,HMGA2,HMGB1,HMGB2,HMGB3,HMGB3P1,HMGB4,HMGCL,HMGCLL1,HMGCR,HMGCS1,HMGCS2,HMGN1,HMGN2,HMGN2P46,HMGN3,HMGN4,HMGN5,HMGXB4,HMHB1,HMMR,HMOX1,HMOX2,HMX1,HMX2,HNF1A,HNF1A-AS1,HNF1B,HNF4A,HNF4G,HNMT,HNRNPA0,HNRNPA1,HNRNPA1L2,HNRNPA1P27,HNRNPA2B1,HNRNPA3,HNRNPAB,HNRNPC,HNRNPCL1,HNRNPD,HNRNPDL,HNRNPF,HNRNPH1,HNRNPH2,HNRNPH3,HNRNPK,HNRNPKP3,HNRNPL,HNRNPLL,HNRNPM,HNRNPR,HNRNPU,HNRNPUL1,HNRNPUL2,HOATZ,HOGA1,HOMER1,HOMER2,HOMER3,HOMEZ,HOOK1,HOOK2,HOOK3,HOPX,HORMAD1,HORMAD2,HOTAIR,HOTAIRM1,HOTTIP,HOXA1,HOXA10,HOXA11,HOXA11-AS,HOXA13,HOXA2,HOXA3,HOXA4,HOXA5,HOXA6,HOXA7,HOXA9,HOXB1,HOXB13,HOXB2,HOXB3,HOXB4,HOXB5,HOXB6,HOXB7,HOXB8,HOXB9,HOXC10,HOXC11,HOXC12,HOXC13,HOXC4,HOXC5,HOXC6,HOXC8,HOXC9,HOXD1,HOXD10,HOXD11,HOXD12,HOXD13,HOXD3,HOXD4,HOXD8,HOXD9,HP,HP1BP3,HPCA,HPCAL1,HPCAL4,HPD,HPDL,HPF1,HPGD,HPGDS,HPN,HPR,HPRT1,HPS1,HPS3,HPS4,HPS5,HPS6,HPSE,HPSE2,HPX,HR,HRAS,HRC,HRCT1,HRG,HRH1,HRH2,HRH3,HRH4,HRK,HROB,HS1BP3,HS2ST1,HS3ST1,HS3ST2,HS3ST3A1,HS3ST3B1,HS3ST4,HS3ST5,HS6ST1,HS6ST2,HS6ST3,HSBP1,HSBP1L1,HSCB,HSD11B1,HSD11B1L,HSD11B2,HSD17B1,HSD17B10,HSD17B11,HSD17B12,HSD17B13,HSD17B14,HSD17B2,HSD17B3,HSD17B4,HSD17B6,HSD17B7,HSD17B8,HSD3B1,HSD3B2,HSD3B7,HSDL1,HSDL2,HSF1,HSF2,HSF2BP,HSF4,HSF5,HSFX1,HSFY2,HSH2D,HSP90AA1,HSP90AA4P,HSP90AB1,HSP90AB3P,HSP90AB6P,HSP90B1,HS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,MOSMO,MOSPD1,MOSPD2,MOSPD3,MOV10,MOV10L1,MOXD1,MPC1,MPC2,MPDU1,MPDZ,MPEG1,MPG,MPHOSPH10,MPHOSPH6,MPHOSPH8,MPHOSPH9,MPI,MPIG6B,MPL,MPLKIP,MPND,MPO,MPP1,MPP2,MPP3,MPP4,MPP7,MPPE1,MPPED1,MPPED2,MPRIP,MPST,MPV17,MPV17L,MPV17L2,MPZ,MPZL1,MPZL2,MPZL3,MR1,MRAP,MRAP2,MRAS,MRC1,MRC2,MRE11,MREG,MRFAP1,MRFAP1L1,MRGBP,MRGPRD,MRGPRE,MRGPRF,MRGPRG-AS1,MRGPRX1,MRGPRX2,MRGPRX3,MRGPRX4,MRI1,MRM1,MRM2,MRM3,MRNIP,MRO,MROH1,MROH2A,MROH2B,MROH3P,MROH6,MROH7-TTC4,MROH8,MROH9,MRPL1,MRPL10,MRPL11,MRPL12,MRPL13,MRPL14,MRPL15,MRPL16,MRPL17,MRPL18,MRPL19,MRPL2,MRPL20,MRPL21,MRPL22,MRPL23,MRPL24,MRPL27,MRPL28,MRPL3,MRPL30,MRPL32,MRPL33,MRPL34,MRPL35,MRPL36,MRPL37,MRPL38,MRPL39,MRPL4,MRPL40,MRPL41,MRPL42,MRPL42P5,MRPL43,MRPL44,MRPL45,MRPL46,MRPL47,MRPL48,MRPL49,MRPL50,MRPL51,MRPL52,MRPL53,MRPL54,MRPL55,MRPL57,MRPL58,MRPL9,MRPS10,MRPS11,MRPS12,MRPS14,MRPS15,MRPS16,MRPS17,MRPS18A,MRPS18B,MRPS18C,MRPS2,MRPS21,MRPS22,MRPS23,MRPS24,MRPS25,MRPS26,MRPS27,MRPS28,MRPS30,MRPS31,MRPS33,MRPS34,MRPS35,MRPS5,MRPS6,MRPS7,MRPS9,MRRF,MRS2,MRTFA,MRTFB,MRTO4,MS4A1,MS4A12,MS4A14,MS4A15,MS4A2,MS4A3,MS4A4A,MS4A5,MS4A6A,MS4A6E,MS4A7,MS4A8,MSANTD2,MSANTD3,MSANTD4,MSC,MSH2,MSH3,MSH4,MSH6,MSI1,MSI2,MSL1,MSL2,MSL3,MSL3B,MSLN,MSLNL,MSMB,MSMO1,MSN,MSR1,MSRA,MSRB1,MSRB2,MSRB3,MSS51,MST1,MST1L,MST1P2,MST1R,MSTN,MSTO1,MSX1,MSX2,MSX2P1,MT1A,MT1B,MT1E,MT1F,MT1G,MT1H,MT1JP,MT1L,MT1M,MT1X,MT2A,MT3,MT4,MTA1,MTA2,MTA3,MTAP,MTARC1,MTARC2,MTBP,MTCH1,MTCH2,MTCL1,MTCL2,MTCL3,MTCP1,MTDH,MTERF1,MTERF2,MTERF3,MTERF4,MTF1,MTF2,MTFMT,MTFP1,MTFR1,MTFR1L,MTFR2,MTG1,MTG2,MTHFD1,MTHFD1L,MTHFD2,MTHFD2L,MTHFR,MTHFS,MTHFSD,MTIF2,MTIF3,MTM1,MTMR1,MTMR10,MTMR11,MTMR12,MTMR14,MTMR2,MTMR3,MTMR4,MTMR6,MTMR7,MTMR8,MTMR9,MTMR9LP,MTNAP1,MTNR1A,MTNR1B,MTO1,MTOR,MTPAP,MTPN,MTR,MTRES1,MTREX,MTRF1,MTRF1L,MTRFR,MTRNR2L1,MTRNR2L2,MTRNR2L6,MTRR,MTSS1,MTSS2,MTTP,MTURN,MTUS1,MTUS2,MTX1,MTX2,MTX3,MUC1,MUC12,MUC13,MUC15,MUC16,MUC17,MUC2,MUC20,MUC22,MUC3A,MUC4,MUC5AC,MUC5B,MUC6,MUC7,MUC8,MUCL1,MUCL3,MUL1,MUS81,MUSK,MUSTN1,MUTYH,MVB12A,MVB12B,MVD,MVK,MVP,MX1,MX2,MXD1,MXD3,MXD4,MXI1,MXRA5,MXRA7,MXRA8,MYADM,MYADML,MYADML2,MYB,MYBBP1A,MYBL1,MYBL2,MYBPC1,MYBPC2,MYBPC3,MYBPH,MYC,MYCBP,MYCBP2,MYCBPAP,MYCL,MYCN,MYCNOS,MYCT1,MYD88,MYEF2,MYEOV,MYF5,MYF6,MYG1,MYH1,MYH10,MYH11,MYH13,MYH14,MYH15,MYH2,MYH3,MYH4,MYH6,MYH7,MYH7B,MYH8,MYH9,MYL1,MYL10,MYL11,MYL12A,MYL12B,MYL2,MYL3,MYL4,MYL5,MYL6,MYL6B,MYL7,MYL9,MYLIP,MYLK,MYLK2,MYLK3,MYNN,MYO10,MYO15A,MYO15B,MYO16,MYO18A,MYO18B,MYO19,MYO1A,MYO1B,MYO1C,MYO1D,MYO1E,MYO1F,MYO1G,MYO1H,MYO3A,MYO3B,MYO5A,MYO5B,MYO5C,MYO6,MYO7A,MYO7B,MYO9A,MYO9B,MYOC,MYOCD,MYOD1,MYOF,MYOG,MYOM1,MYOM2,MYOM3,MYORG,MYOT,MYOZ1,MYOZ2,MYOZ3,MYPN,MYPOP,MYRF,MYRFL,MYRIP,MYSM1,MYT1,MYT1L,MYZAP,MZB1,MZF1,MZT1,MZT2A,MZT2B,N4BP1,N4BP2,N4BP2L1,N4BP2L2,N4BP3,N6AMT1,NAA10,NAA11,NAA15,NAA16,NAA20,NAA25,NAA30,NAA35,NAA38,NAA40,NAA50,NAA60,NAA80,NAAA,NAALAD2,NAALADL1,NAB1,NAB2,NABP1,NABP2,NACA,NACA2,NACA4P,NACAD,NACC1,NACC2,NADK,NADK2,NADSYN1,NAE1,NAF1,NAGA,NAGK,NAGLU,NAGPA,NAGS,NAIF1,NAIP,NALCN,NALF1,NALF2,NAMPT,NANOG,NANOS1,NANOS3,NANP,NANS,NAP1L1,NAP1L2,NAP1L3,NAP1L4,NAP1L5,NAPA,NAPB,NAPEPLD,NAPG,NAPRT,NAPSA,NAPSB,NARF,NARS1,NARS2,NASP,NAT1,NAT10,NAT14,NAT2,NAT8,NAT8B,NAT8L,NAT9,NATD1,NAV1,NAV2,NAV3,NAXD,NAXE,NBAS,NBEA,NBEAL1,NBEAL2,NBL1,NBN,NBPF1,NBPF10,NBPF11,NBPF14,NBPF15,NBPF22P,NBPF3,NBPF9,NBR1,NBR2,NCALD,NCAM1,NCAM2,NCAN,NCAPD2,NCAPD3,NCAPG,NCAPG2,NCAPH,NCAPH2,NCBP1,NCBP2,NCBP3,NCDN,NCEH1,NCF1,NCF2,NCF4,NCK1,NCK2,NCKAP1,NCKAP1L,NCKAP5,NCKAP5L,NCKIPSD,NCL,NCLN,NCOA1,NCOA2,NCOA3,NCOA4,NCOA5,NCOA6,NCOA7,NCOR1,NCOR2,NCR1,NCR2,NCR3,NCS1,NCSTN,ND1,ND2,ND3,ND4,ND5,ND6,NDC1,NDC80,NDE1,NDEL1,NDFIP1,NDFIP2,NDN,NDNF,NDOR1,NDP,NDRG1,NDRG2,NDRG3,NDRG4,NDST1,NDST2,NDST3,NDST4,NDUFA1,NDUFA10,NDUFA11,NDUFA12,NDUFA13,NDUFA2,NDUFA3,NDUFA4,NDUFA4L2,NDUFA5,NDUFA6,NDUFA7,NDUFA8,NDUFA9,NDUFAB1,NDUFAF1,NDUFAF2,NDUFAF3,NDUFAF4,NDUFAF5,NDUFAF6,NDUFAF7,NDUFAF8,NDUFB1,NDUFB10,NDUFB11,NDUFB2,NDUFB3,NDUFB4,NDUFB5,NDUFB6,NDUFB7,NDUFB8,NDUFB9,NDUFC1,NDUFC2,NDUFS1,NDUFS2,NDUFS3,NDUFS4,NDUFS5,NDUFS6,NDUFS7,NDUFS8,NDUFV1,NDUFV2,NDUFV3,NEAT1,NEB,NEBL,NECAB1,NECAB2,NECAB3,NECAP1,NECAP2,NECTIN1,NECTIN2,NECTIN3,NECTIN4,NEDD1,NEDD4,NEDD4L,NEDD8,NEDD9,NEFH,NEFL,NEFM,NEGR1,NEIL1,NEIL2,NEIL3,NEK1,NEK10,NEK11,NEK2,NEK3,NEK4,NEK6,NEK7,NEK8,NEK9,NELFA,NELFB,NELFCD,NELFE,NELL1,NELL2,NEMF,NEMP1,NENF,NEO1,NEPRO,NES,NET1,NETO1,NETO2,NEU1,NEU2,NEU3,NEU4,NEURL1,NEURL1B,NEURL2,NEURL3,NEURL4,NEUROD1,NEUROD2,NEUROD4,NEUROD6,NEUROG1,NEUROG2,NEUROG3,NEXMIF,NEXN,NEXN-AS1,NF1,NF2,NFAM1,NFASC,NFAT5,NFATC1,NFATC2,NFATC2IP,NFATC3,NFATC4,NFE2,NFE2L1,NFE2L2,NFE2L3,NFE4,NFIA,NFIB,NFIC,NFIL3,NFIX,NFKB1,NFKB2,NFKBIA,NFKBIB,NFKBID,NFKBIE,NFKBIL1,NFKBIZ,NFRKB,NFS1,NFU1,NFX1,NFXL1,NFYA,NFYB,NFYC,NGB,NGDN,NGEF,NGF,NGFR,NGLY1,NGRN,NHEJ1,NHERF1,NHERF2,NHERF4,NHLH1,NHLH2,NHLRC2,NHLRC3,NHLRC4,NHP2,NHS,NHSL1,NHSL3,NIBAN1,NIBAN2,NIBAN3,NICN1,NICOL1,NID1,NID2,NIF3L1,NIFK,NIM1K,NIN,NINJ1,NINJ2,NINL,NIP7,NIPA1,NIPA2,NIPAL2,NIPAL3,NIPBL,NIPSNAP1,NIPSNAP2,NIPSNAP3A,NIPSNAP3B,NISCH,NIT1,NIT2,NKAIN1,NKAIN2,NKAIN3,NKAIN4,NKAP,NKAPD1,NKAPL,NKAPP1,NKD1,NKD2,NKG7,NKIRAS1,NKIRAS2,NKPD1,NKRF,NK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17A2,SLC17A3,SLC17A4,SLC17A5,SLC17A6,SLC17A7,SLC17A8,SLC17A9,SLC18A1,SLC18A2,SLC18A3,SLC18B1,SLC19A1,SLC19A2,SLC19A3,SLC19A4P,SLC1A1,SLC1A2,SLC1A3,SLC1A4,SLC1A5,SLC1A6,SLC1A7,SLC20A1,SLC20A2,SLC22A1,SLC22A10,SLC22A11,SLC22A12,SLC22A13,SLC22A14,SLC22A15,SLC22A16,SLC22A17,SLC22A18,SLC22A18AS,SLC22A2,SLC22A23,SLC22A24,SLC22A25,SLC22A3,SLC22A31,SLC22A4,SLC22A5,SLC22A6,SLC22A7,SLC22A8,SLC22A9,SLC23A1,SLC23A2,SLC23A3,SLC24A1,SLC24A2,SLC24A3,SLC24A4,SLC25A1,SLC25A10,SLC25A11,SLC25A12,SLC25A13,SLC25A14,SLC25A15,SLC25A16,SLC25A17,SLC25A18,SLC25A19,SLC25A2,SLC25A20,SLC25A21,SLC25A22,SLC25A23,SLC25A24,SLC25A25,SLC25A26,SLC25A27,SLC25A28,SLC25A29,SLC25A3,SLC25A30,SLC25A31,SLC25A32,SLC25A33,SLC25A35,SLC25A36,SLC25A37,SLC25A38,SLC25A39,SLC25A4,SLC25A40,SLC25A41,SLC25A42,SLC25A43,SLC25A44,SLC25A45,SLC25A46,SLC25A47,SLC25A48,SLC25A5,SLC25A51,SLC25A51P1,SLC25A52,SLC25A6,SLC26A1,SLC26A10P,SLC26A11,SLC26A2,SLC26A3,SLC26A4,SLC26A6,SLC26A7,SLC26A8,SLC26A9,SLC27A1,SLC27A2,SLC27A3,SLC27A4,SLC27A5,SLC27A6,SLC28A1,SLC28A2,SLC28A3,SLC29A1,SLC29A2,SLC29A3,SLC29A4,SLC2A1,SLC2A10,SLC2A11,SLC2A12,SLC2A13,SLC2A14,SLC2A2,SLC2A3,SLC2A4,SLC2A4RG,SLC2A5,SLC2A6,SLC2A8,SLC2A9,SLC30A1,SLC30A10,SLC30A2,SLC30A3,SLC30A4,SLC30A5,SLC30A6,SLC30A7,SLC30A8,SLC30A9,SLC31A1,SLC31A2,SLC32A1,SLC33A1,SLC34A1,SLC34A2,SLC34A3,SLC35A1,SLC35A2,SLC35A3,SLC35A4,SLC35A5,SLC35B1,SLC35B2,SLC35B3,SLC35B4,SLC35C1,SLC35C2,SLC35D1,SLC35D2,SLC35D3,SLC35E1,SLC35E2B,SLC35E3,SLC35E4,SLC35F1,SLC35F2,SLC35F3,SLC35F4,SLC35F5,SLC35F6,SLC35G1,SLC35G2,SLC35G3,SLC35G5,SLC36A1,SLC36A2,SLC36A3,SLC36A4,SLC37A1,SLC37A2,SLC37A3,SLC37A4,SLC38A1,SLC38A10,SLC38A11,SLC38A2,SLC38A3,SLC38A4,SLC38A5,SLC38A6,SLC38A7,SLC38A9,SLC39A1,SLC39A10,SLC39A11,SLC39A12,SLC39A13,SLC39A14,SLC39A2,SLC39A3,SLC39A4,SLC39A5,SLC39A6,SLC39A7,SLC39A8,SLC39A9,SLC3A1,SLC3A2,SLC40A1,SLC41A1,SLC41A2,SLC41A3,SLC43A1,SLC43A2,SLC43A3,SLC44A1,SLC44A2,SLC44A3,SLC44A4,SLC44A5,SLC45A1,SLC45A2,SLC45A3,SLC45A4,SLC46A1,SLC46A2,SLC46A3,SLC47A1,SLC47A2,SLC48A1,SLC49A3,SLC49A4,SLC4A1,SLC4A10,SLC4A11,SLC4A1AP,SLC4A2,SLC4A3,SLC4A4,SLC4A5,SLC4A7,SLC4A8,SLC4A9,SLC50A1,SLC51B,SLC52A1,SLC52A2,SLC52A3,SLC5A1,SLC5A10,SLC5A11,SLC5A12,SLC5A2,SLC5A3,SLC5A4,SLC5A5,SLC5A6,SLC5A7,SLC5A8,SLC5A9,SLC66A1,SLC66A1LP,SLC66A2,SLC66A3,SLC6A1,SLC6A10P,SLC6A11,SLC6A12,SLC6A13,SLC6A14,SLC6A15,SLC6A16,SLC6A17,SLC6A18,SLC6A19,SLC6A2,SLC6A20,SLC6A3,SLC6A4,SLC6A5,SLC6A6,SLC6A7,SLC6A8,SLC6A9,SLC7A1,SLC7A10,SLC7A11,SLC7A13,SLC7A14,SLC7A2,SLC7A3,SLC7A4,SLC7A5,SLC7A6,SLC7A6OS,SLC7A7,SLC7A8,SLC7A9,SLC8A1,SLC8A2,SLC8A3,SLC8B1,SLC9A1,SLC9A2,SLC9A3,SLC9A3-OT1,SLC9A5,SLC9A6,SLC9A7,SLC9A8,SLC9A9,SLC9B1,SLC9B2,SLC9C1,SLC9C2,SLCO1A2,SLCO1B1,SLCO1B3,SLCO1B7,SLCO1C1,SLCO2A1,SLCO2B1,SLCO3A1,SLCO4A1,SLCO4C1,SLCO5A1,SLCO6A1,SLED1,SLF1,SLF2,SLFN11,SLFN12,SLFN13,SLFN5,SLFNL1,SLIRP,SLIRP-OT1,SLIT1,SLIT2,SLIT2-IT1,SLIT3,SLITRK1,SLITRK2,SLITRK3,SLITRK4,SLITRK5,SLITRK6,SLK,SLMAP,SLN,SLPI,SLTM,SLU7,SLURP1,SLX1A,SLX4,SLX4IP,SLX9,SMAD1,SMAD2,SMAD3,SMAD4,SMAD5,SMAD5-AS1,SMAD6,SMAD7,SMAD9,SMAGP,SMAP1,SMAP2,SMARCA1,SMARCA2,SMARCA4,SMARCA5,SMARCAD1,SMARCAL1,SMARCB1,SMARCC1,SMARCC2,SMARCD1,SMARCD2,SMARCD3,SMARCE1,SMC1A,SMC1B,SMC2,SMC3,SMC4,SMC5,SMC6,SMCHD1,SMCO2,SMCO3,SMCO4,SMCP,SMCR5,SMCR8,SMDT1,SMG1,SMG5,SMG6,SMG7,SMG8,SMG9,SMIM10L3,SMIM11,SMIM12,SMIM13,SMIM14,SMIM15,SMIM19,SMIM20,SMIM23,SMIM24,SMIM29,SMIM3,SMIM43,SMIM7,SMIM8,SMN1,SMN2,SMNDC1,SMO,SMOC1,SMOC2,SMOX,SMPD1,SMPD2,SMPD3,SMPD4,SMPDL3A,SMPDL3B,SMPX,SMR3A,SMR3B,SMS,SMTN,SMTNL2,SMU1,SMUG1,SMURF1,SMURF2,SMYD1,SMYD2,SMYD3,SMYD4,SMYD5,SNAI1,SNAI2,SNAI3,SNAP23,SNAP25,SNAP29,SNAP47,SNAP91,SNAPC1,SNAPC2,SNAPC3,SNAPC4,SNAPC5,SNAPIN,SNCA,SNCAIP,SNCB,SNCG,SND1,SND1-IT1,SNED1,SNF8,SNHG1,SNHG10,SNHG11,SNHG12,SNHG15,SNHG28,SNHG32,SNHG5,SNHG7,SNHG8,SNIP1,SNN,SNORA70,SNORA78,SNORC,SNORD114-3,SNORD22,SNPH,SNRK,SNRNP200,SNRNP25,SNRNP27,SNRNP35,SNRNP40,SNRNP48,SNRNP70,SNRPA,SNRPA1,SNRPB,SNRPB2,SNRPC,SNRPD1,SNRPD2,SNRPD3,SNRPE,SNRPF,SNRPG,SNRPN,SNTA1,SNTB1,SNTB2,SNTG1,SNTG2,SNTN,SNU13,SNUPN,SNURF,SNW1,SNX1,SNX10,SNX11,SNX12,SNX13,SNX14,SNX15,SNX16,SNX17,SNX18,SNX19,SNX2,SNX20,SNX21,SNX22,SNX24,SNX25,SNX27,SNX29,SNX29P2,SNX3,SNX31,SNX32,SNX33,SNX4,SNX5,SNX6,SNX7,SNX8,SNX9,SOAT1,SOAT2,SOBP,SOCS1,SOCS2,SOCS3,SOCS4,SOCS5,SOCS6,SOCS7,SOD1,SOD2,SOD3,SOHLH1,SOHLH2,SON,SORBS1,SORBS2,SORBS3,SORCS1,SORCS2,SORCS3,SORD,SORL1,SORT1,SOS1,SOS2,SOST,SOSTDC1,SOWAHA,SOWAHC,SOWAHD,SOX1,SOX10,SOX11,SOX12,SOX13,SOX14,SOX15,SOX17,SOX18,SOX2,SOX2-OT,SOX21,SOX3,SOX30,SOX4,SOX5,SOX6,SOX7,SOX8,SOX9,SP1,SP100,SP110,SP140,SP140L,SP2,SP3,SP3P,SP4,SP5,SP7,SP8,SPA17,SPACA1,SPACA3,SPACA4,SPACA5,SPACA7,SPACA9,SPACDR,SPAG1,SPAG11B,SPAG16,SPAG17,SPAG4,SPAG5,SPAG5-AS1,SPAG6,SPAG7,SPAG8,SPAG9,SPAM1,SPANXA1,SPANXB1,SPANXD,SPANXN3,SPARC,SPARCL1,SPART,SPART-AS1,SPAST,SPATA12,SPATA13,SPATA16,SPATA17,SPATA18,SPATA19,SPATA2,SPATA20,SPATA22,SPATA24,SPATA25,SPATA2L,SPATA3,SPATA31A1,SPATA31B1P,SPATA31C2,SPATA31E1,SPATA31F1,SPATA31G1,SPATA31H1,SPATA32,SPATA33,SPATA4,SPATA42,SPATA46,SPATA6,SPATA6L,SPATA7,SPATA8,SPATA9,SPATC1L,SPATS1,SPATS2,SPATS2L,SPC24,SPC25,SPCS1,SPCS2,SPCS3,SPDEF,SPDL1,SPDYA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diff --git a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE125158.csv b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE125158.csv index 7a9d757243320ff25e17202511151dd70526692b..f89c77044be59ec1da57e15440532ba1d7d822ac 100644 --- a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE125158.csv +++ b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE125158.csv @@ -1,4 +1,4 @@ -GSM3564350,GSM3564351,GSM3564352,GSM3564353,GSM3564354,GSM3564355,GSM3564356,GSM3564357,GSM3564358,GSM3564359,GSM3564360,GSM3564361,GSM3564362,GSM3564363,GSM3564364,GSM3564365,GSM3564366,GSM3564367,GSM3564368,GSM3564369,GSM3564370,GSM3564371,GSM3564372,GSM3564373,GSM3564374,GSM3564375,GSM3564376,GSM3564377,GSM3564378,GSM3564379 -0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0 -64.0,76.0,65.0,69.0,70.0,65.0,73.0,64.0,61.0,67.0,64.0,42.0,52.0,69.0,64.0,55.0,80.0,60.0,60.0,78.0,78.0,67.0,72.0,80.0,58.0,65.0,68.0,74.0,71.0,66.0 -1.0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0 +,GSM3564350,GSM3564351,GSM3564352,GSM3564353,GSM3564354,GSM3564355,GSM3564356,GSM3564357,GSM3564358,GSM3564359,GSM3564360,GSM3564361,GSM3564362,GSM3564363,GSM3564364,GSM3564365,GSM3564366,GSM3564367,GSM3564368,GSM3564369,GSM3564370,GSM3564371,GSM3564372,GSM3564373,GSM3564374,GSM3564375,GSM3564376,GSM3564377,GSM3564378,GSM3564379 +Pancreatic_Cancer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0 +Age,64.0,76.0,65.0,69.0,70.0,65.0,73.0,64.0,61.0,67.0,64.0,42.0,52.0,69.0,64.0,55.0,80.0,60.0,60.0,78.0,78.0,67.0,72.0,80.0,58.0,65.0,68.0,74.0,71.0,66.0 +Gender,1.0,1.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0 diff --git a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE130563.csv b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE130563.csv index ba9a6810c5ec13b66760c9e81437f44c213dd731..b01a32a2397a5e0b016471c62bae4e9c7652d05d 100644 --- a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE130563.csv +++ b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE130563.csv @@ -1,4 +1,4 @@ ,GSM3743555,GSM3743556,GSM3743557,GSM3743558,GSM3743559,GSM3743560,GSM3743561,GSM3743562,GSM3743563,GSM3743564,GSM3743565,GSM3743566,GSM3743567,GSM3743568,GSM3743569,GSM3743570,GSM3743571,GSM3743572,GSM3743573,GSM3743574,GSM3743575,GSM3743576,GSM3743577,GSM3743578,GSM3743579,GSM3743580,GSM3743581,GSM3743582,GSM3743583,GSM3743584,GSM3743585,GSM3743586,GSM3743587,GSM3743588,GSM3743589,GSM3743590,GSM3743591,GSM3743592,GSM3743593,GSM3743594,GSM3743595,GSM3743596,GSM3743597,GSM3743598,GSM3743599,GSM3743600 -Pancreatic_Cancer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,,,,,, +Pancreatic_Cancer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 Age,33.0,68.0,73.0,49.0,78.0,57.0,55.0,50.0,47.0,63.0,51.0,50.0,69.0,50.0,60.0,68.0,66.0,54.0,64.0,76.0,68.0,73.0,56.0,80.0,68.0,79.0,72.0,52.0,74.0,74.0,55.0,56.0,77.0,70.0,70.0,63.0,59.0,74.0,30.0,51.0,55.0,55.0,45.0,58.0,50.0,54.0 Gender,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0 diff --git a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE131027.csv b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE131027.csv index f1623ccf1d9cec7b5c5dd6d24b8648ffc6e810f1..5383a9e452f823ca0b9ed26f6bd6f2a8e9113e53 100644 --- a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE131027.csv +++ b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE131027.csv @@ -1,2 +1,2 @@ -,0,1,2,3,4 -Pancreatic_Cancer,,0.0,0.0,0.0,0.0 +,GSM3759992,GSM3759993,GSM3759994,GSM3759995,GSM3759996,GSM3759997,GSM3759998,GSM3759999,GSM3760000,GSM3760001,GSM3760002,GSM3760003,GSM3760004,GSM3760005,GSM3760006,GSM3760007,GSM3760008,GSM3760009,GSM3760010,GSM3760011,GSM3760012,GSM3760013,GSM3760014,GSM3760015,GSM3760016,GSM3760017,GSM3760018,GSM3760019,GSM3760020,GSM3760021,GSM3760022,GSM3760023,GSM3760024,GSM3760025,GSM3760026,GSM3760027,GSM3760028,GSM3760029,GSM3760030,GSM3760031,GSM3760032,GSM3760033,GSM3760034,GSM3760035,GSM3760036,GSM3760037,GSM3760038,GSM3760039,GSM3760040,GSM3760041,GSM3760042,GSM3760043,GSM3760044,GSM3760045,GSM3760046,GSM3760047,GSM3760048,GSM3760049,GSM3760050,GSM3760051,GSM3760052,GSM3760053,GSM3760054,GSM3760055,GSM3760056,GSM3760057,GSM3760058,GSM3760059,GSM3760060,GSM3760061,GSM3760062,GSM3760063,GSM3760064,GSM3760065,GSM3760066,GSM3760067,GSM3760068,GSM3760069,GSM3760070,GSM3760071,GSM3760072,GSM3760073,GSM3760074,GSM3760075,GSM3760076,GSM3760077,GSM3760078,GSM3760079,GSM3760080,GSM3760081,GSM3760082,GSM3760083 +Pancreatic_Cancer,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 diff --git a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE236951.csv b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE236951.csv index a213f53ad4c3bdc844f75d771c88314c7f5ce2d8..3a51b8e706e51e7613c540935e339fad27135e12 100644 --- a/output/preprocess/Pancreatic_Cancer/clinical_data/GSE236951.csv +++ b/output/preprocess/Pancreatic_Cancer/clinical_data/GSE236951.csv @@ -1,4 +1,4 @@ -GSM7587683,GSM7587684,GSM7587685,GSM7587686,GSM7587687,GSM7587688,GSM7587689,GSM7587690,GSM7587691,GSM7587692,GSM7587693,GSM7587694,GSM7587695,GSM7587696,GSM7587697,GSM7587698,GSM7587699,GSM7587700,GSM7587701,GSM7587702,GSM7587703,GSM7587704,GSM7587705,GSM7587706,GSM7587707,GSM7587708,GSM7587709,GSM7587710,GSM7587711,GSM7587712,GSM7587713,GSM7587714,GSM7587715,GSM7587716 -1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -83.0,64.0,59.0,64.0,72.0,72.0,89.0,59.0,64.0,82.0,75.0,61.0,59.0,68.0,49.0,71.0,68.0,58.0,76.0,67.0,52.0,57.0,72.0,59.0,53.0,95.0,53.0,55.0,43.0,71.0,48.0,43.0,55.0,63.0 -1.0,1.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0 +,GSM7587683,GSM7587684,GSM7587685,GSM7587686,GSM7587687,GSM7587688,GSM7587689,GSM7587690,GSM7587691,GSM7587692,GSM7587693,GSM7587694,GSM7587695,GSM7587696,GSM7587697,GSM7587698,GSM7587699,GSM7587700,GSM7587701,GSM7587702,GSM7587703,GSM7587704,GSM7587705,GSM7587706,GSM7587707,GSM7587708,GSM7587709,GSM7587710,GSM7587711,GSM7587712,GSM7587713,GSM7587714,GSM7587715,GSM7587716 +Pancreatic_Cancer,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +Age,83.0,64.0,59.0,64.0,72.0,72.0,89.0,59.0,64.0,82.0,75.0,61.0,59.0,68.0,49.0,71.0,68.0,58.0,76.0,67.0,52.0,57.0,72.0,59.0,53.0,95.0,53.0,55.0,43.0,71.0,48.0,43.0,55.0,63.0 +Gender,1.0,1.0,1.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0 diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE120127.py b/output/preprocess/Pancreatic_Cancer/code/GSE120127.py new file mode 100644 index 0000000000000000000000000000000000000000..f0f463de9ca5c89af6b6a9428121f34f2b9b2079 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE120127.py @@ -0,0 +1,230 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE120127" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE120127" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE120127.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE120127.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE120127.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability based on provided background and sample characteristics +is_gene_available = True # Likely gene expression data; excludes pure miRNA/methylation-only datasets +# Given all samples are "pancreatic cancer cell line" and no controls, trait is constant -> not available +trait_row = None +age_row = None # Cell line dataset -> no human age +gender_row = None # Cell line dataset -> human gender not applicable for our purpose + +# Converters +def _extract_value(x): + if x is None: + return None + s = str(x) + # take the part after the last colon if present + parts = s.split(':') + v = parts[-1].strip() if len(parts) >= 2 else s.strip() + if v == '' or v.lower() in {'na', 'n/a', 'nan', 'none', 'unknown', 'missing'}: + return None + return v + +def convert_trait(x): + v = _extract_value(x) + if v is None: + return None + v_low = v.strip().strip('"').lower() + # Map cancer vs normal/control + positives = {'pancreatic cancer', 'pancreatic cancer cell line', 'cancer', 'tumor', 'tumour', 'pdac'} + negatives = {'normal', 'healthy', 'control', 'adjacent normal', 'benign', 'non-cancer', 'noncancer'} + if any(p in v_low for p in positives): + return 1 + if any(n in v_low for n in negatives): + return 0 + return None + +def convert_age(x): + v = _extract_value(x) + if v is None: + return None + # Extract numeric age if present + import re + m = re.search(r'(\d+(\.\d+)?)', v) + if m: + try: + return float(m.group(1)) + except Exception: + return None + return None + +def convert_gender(x): + v = _extract_value(x) + if v is None: + return None + v_low = v.strip().strip('"').lower() + if v_low in {'m', 'male', 'man'}: + return 1 + if v_low in {'f', 'female', 'woman'}: + return 0 + return None + +# Initial filtering metadata save +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction (skip because trait_row is None) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + _ = preview_df(selected_clinical_df) + # Save clinical data + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +import os + +# Keep the original expression data separate +expr_df = gene_data.copy() +expr_ids = set(expr_df.index.astype(str).str.strip()) + +# Helper to evaluate overlap for an annotation DataFrame +def find_best_id_column(ann: pd.DataFrame, expr_ids: set) -> tuple: + best_col = None + best_overlap = -1 + # Evaluate all columns as potential ID columns + for col in ann.columns: + try: + col_vals = ann[col].astype(str).str.strip() + except Exception: + continue + overlap = col_vals[col_vals.isin(expr_ids)].shape[0] + if overlap > best_overlap: + best_overlap = overlap + best_col = col + return best_col, best_overlap + +def pick_gene_symbol_column(ann: pd.DataFrame) -> str: + candidates = [ + 'Gene Symbol', 'Gene symbol', 'Symbol', 'Gene', 'gene_symbol', + 'Approved Symbol', 'Approved symbol' + ] + for c in candidates: + if c in ann.columns: + return c + # Fallback: try a heuristic by looking for a column name containing 'symbol' + for c in ann.columns: + if 'symbol' in c.lower(): + return c + return None + +# Try all available SOFT files to find the one matching the expression IDs +soft_files = [os.path.join(in_cohort_dir, f) for f in os.listdir(in_cohort_dir) if 'soft' in f.lower()] +best_mapping = None +best_info = None + +for sf in soft_files: + try: + ann_df = get_gene_annotation(sf) + except Exception as e: + print(f"WARNING: Failed to read annotation from {os.path.basename(sf)}: {e}") + continue + + id_col, overlap = find_best_id_column(ann_df, expr_ids) + gene_col = pick_gene_symbol_column(ann_df) + + print(f"Checked annotation: {os.path.basename(sf)} | Candidate ID column: {id_col} | Overlap: {overlap} | Gene symbol column: {gene_col}") + + if (overlap is not None) and (overlap > 0) and (gene_col is not None): + # Build mapping and apply to a small subset to validate + try: + mapping_df = get_gene_mapping(ann_df, prob_col=id_col, gene_col=gene_col) + # Keep only mapping entries that appear in the expression data + mapping_in_expr = mapping_df[mapping_df['ID'].isin(expr_df.index)] + if len(mapping_in_expr) == 0: + continue + mapped_df = apply_gene_mapping(expression_df=expr_df, mapping_df=mapping_in_expr) + if mapped_df.shape[0] > 0: + # Track the best (highest overlap) mapping + if (best_mapping is None) or (overlap > best_info['overlap']): + best_mapping = mapped_df + best_info = { + 'soft_file': os.path.basename(sf), + 'id_col': id_col, + 'gene_col': gene_col, + 'overlap': overlap, + 'mapped_shape': mapped_df.shape + } + except Exception as e: + print(f"WARNING: Mapping failed for {os.path.basename(sf)} with columns ({id_col}, {gene_col}): {e}") + continue + +# Apply the best mapping found; otherwise, fail fast to avoid empty results +if best_mapping is not None: + print(f"Using annotation: {best_info['soft_file']}") + print(f"Chosen ID column: {best_info['id_col']} | Gene symbol column: {best_info['gene_col']} | Overlap: {best_info['overlap']}") + print(f"Resulting gene_data shape: {best_info['mapped_shape']}") + gene_data = best_mapping +else: + raise RuntimeError( + f"No usable annotation found to map {len(expr_ids)} expression IDs to gene symbols. " + f"Checked {len(soft_files)} SOFT files: {[os.path.basename(s) for s in soft_files]}" + ) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE124069.py b/output/preprocess/Pancreatic_Cancer/code/GSE124069.py new file mode 100644 index 0000000000000000000000000000000000000000..24d3fdcde021755cfa92ebaecba986801471ee7d --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE124069.py @@ -0,0 +1,171 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE124069" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE124069" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE124069.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE124069.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE124069.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability based on provided background and sample characteristics +is_gene_available = True # Affymetrix microarray of total RNA indicates gene expression data +trait_row = None # Only "pancreatic cancer" present -> constant across samples +age_row = None # Cell line experiment, no human age available +gender_row = None # Cell line experiment, no human gender available + +# Conversion functions (defined for completeness; not used since rows are None) +def _extract_value(x): + if x is None: + return None + s = str(x).strip() + if ':' in s: + s = s.split(':', 1)[1].strip() + return s if s not in {'', 'NA', 'NaN', 'nan', 'none', 'null', 'unknown'} else None + +def convert_trait(x): + v = _extract_value(x) + if v is None: + return None + v_low = v.lower() + # Map pancreatic cancer to 1; other/unknown to 0 (not expected here) + if 'pancreatic' in v_low and 'cancer' in v_low: + return 1 + return 0 + +def convert_age(x): + v = _extract_value(x) + if v is None: + return None + # Try to extract a number (e.g., "65", "65 years") + import re + m = re.search(r'[-+]?\d*\.?\d+', v) + if m: + try: + return float(m.group()) + except: + return None + return None + +def convert_gender(x): + v = _extract_value(x) + if v is None: + return None + v_low = v.lower() + if v_low in {'female', 'f'}: + return 0 + if v_low in {'male', 'm'}: + return 1 + return None + +# Initial filtering and metadata saving +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction is skipped because trait_row is None (no usable clinical data) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +requires_gene_mapping = True +print(f"\nrequires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# 1-2. Identify identifier and gene symbol columns and build mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col='ID', gene_col='Gene Symbol') + +# 3. Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(gene_data, mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save gene-level expression +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data only if clinical data exists (it doesn't for this cohort) +linked_data = None +has_clinical = ('selected_clinical_data' in locals()) and (selected_clinical_data is not None) + +if has_clinical: + linked_data = geo_link_clinical_genetic_data(selected_clinical_data, normalized_gene_data) + # 3. Handle missing values + linked_data = handle_missing_values(linked_data, trait) + # 4. Bias checks + is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + # 5. Final validation with clinical data available + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note="INFO: Clinical data available and processed." + ) + # 6. Save linked data only if usable + if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) +else: + # No clinical trait available; perform final validation for gene-only dataset + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=False, + is_biased=False, + df=normalized_gene_data.T, # Use gene-only matrix to avoid abnormality flag + note="INFO: No clinical trait; cell line study. Gene-only data saved; linked data not generated." + ) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE125158.py b/output/preprocess/Pancreatic_Cancer/code/GSE125158.py new file mode 100644 index 0000000000000000000000000000000000000000..268c3bffe116c82ddb871c939da4f412145f9d33 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE125158.py @@ -0,0 +1,202 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE125158" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE125158" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE125158.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE125158.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE125158.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import re +import pandas as pd + +# 1) Gene expression availability +# mRNA expression (not miRNA/methylation) -> available +is_gene_available = True + +# 2) Variable availability and converters + +# From the Sample Characteristics Dictionary: +# 0: diagnosis: pancreatic cancer / healthy -> trait +# 2: gender: male/female -> gender +# 3: age: numbers -> age +trait_row = 0 +gender_row = 2 +age_row = 3 + +def _extract_value(x): + if pd.isna(x): + return None + s = str(x) + parts = s.split(":", 1) + v = parts[1] if len(parts) > 1 else parts[0] + return v.strip() + +def convert_trait(x): + v = _extract_value(x) + if v is None: + return None + v = v.lower().replace("_", " ").replace("-", " ") + v = re.sub(r"\s+", " ", v).strip() + # Positive (case) + if "pdac" in v or ("pancreatic" in v and ("cancer" in v or "adenocarcinoma" in v or "carcinoma" in v)): + return 1 + # Negative (control) + negatives = {"healthy", "control", "normal", "volunteer"} + if v in negatives or "healthy" in v or "volunteer" in v or "control" in v or "non cancer" in v or "non-cancer" in v: + return 0 + return None + +def convert_age(x): + v = _extract_value(x) + if v is None: + return None + m = re.search(r"[-+]?\d+(\.\d+)?", v) + if m: + try: + val = float(m.group(0)) + return int(val) if val.is_integer() else val + except Exception: + return None + return None + +def convert_gender(x): + v = _extract_value(x) + if v is None: + return None + v = v.lower().strip() + if v in {"male", "m"}: + return 1 + if v in {"female", "f"}: + return 0 + return None + +# 3) Save metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (only if trait available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + preview = preview_df(selected_clinical_df) + print(preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Determine the appropriate columns for mapping based on the annotation preview: +# Probe ID column: 'ID' (e.g., 'A_23_P100001') +# Gene symbol column: 'GENE_SYMBOL' (e.g., 'FAM174B') + +# 1-2) Build mapping dataframe from annotation +mapping_df = get_gene_mapping(gene_annotation, prob_col='ID', gene_col='GENE_SYMBOL') + +# 3) Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save gene expression data +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Bias evaluation and removal of biased demographics +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final validation and save cohort info +gene_cols_after_qc = [c for c in unbiased_linked_data.columns if c not in [trait, 'Age', 'Gender']] +is_gene_available_rt = (normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0) and (len(gene_cols_after_qc) > 0) +is_trait_available_rt = (trait in unbiased_linked_data.columns) + +note = ( + f"INFO: Genes(before_norm)={gene_data.shape[0]}, Genes(after_norm)={normalized_gene_data.shape[0]}, " + f"Samples(after_QC)={len(unbiased_linked_data)}, GeneFeatures(after_QC)={len(gene_cols_after_qc)}" +) + +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_rt, + is_trait_available=is_trait_available_rt, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6. Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE130563.py b/output/preprocess/Pancreatic_Cancer/code/GSE130563.py new file mode 100644 index 0000000000000000000000000000000000000000..b81c83fb9688a86dc1803ed3de7c4a66ef6388f8 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE130563.py @@ -0,0 +1,465 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE130563" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE130563" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE130563.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE130563.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE130563.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import pandas as pd + +# 1) Gene expression data availability (microarray expression profiling described in background) +is_gene_available = True + +# 2) Variable availability and converters +# Keys determined from the provided Sample Characteristics Dictionary: +# - Trait (Pancreatic_Cancer): diagnosis at key 0 +# - Age: key 4 +# - Gender: key 1 +trait_row = 0 +age_row = 4 +gender_row = 1 + +def _get_value_after_colon(x): + if x is None: + return None + s = str(x) + parts = s.split(":", 1) + val = parts[1] if len(parts) > 1 else parts[0] + return val.strip() + +def convert_trait(x): + # Binary: 1 = pancreatic cancer (PDAC), 0 = non-cancer diagnoses (benign, pancreatitis, etc.) + val = _get_value_after_colon(x) + if val is None: + return None + s = val.strip().lower() + if s in {"", "na", "n/a", "not determined", "n.d.", "n.d. (not determined)", "unknown"}: + return None + if "pdac" in s or "pancreatic ductal adenocarcinoma" in s: + return 1 + if "adenocarcinoma" in s and ("pancreas" in s or "pancreatic" in s): + return 1 + # All other listed diagnoses (e.g., chronic pancreatitis, benign biliary conditions) -> non-cancer + return 0 + +def convert_age(x): + # Continuous age in years + val = _get_value_after_colon(x) + if val is None: + return None + val = val.strip() + try: + return float(val) + except Exception: + return None + +def convert_gender(x): + # Binary: female -> 0, male -> 1 + val = _get_value_after_colon(x) + if val is None: + return None + s = val.strip().lower() + if s in {"f", "female"}: + return 0 + if s in {"m", "male"}: + return 1 + return None + +# 3) Save metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (only if clinical data available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + clinical_preview = preview_df(selected_clinical_df) + print(clinical_preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +requires_gene_mapping = True +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +import gzip +import io +import pandas as pd +import re + +# Preserve original probe-level expression matrix +probe_level_df = gene_data + +# Parse the first platform table from the SOFT file between !platform_table_begin and !platform_table_end +platform_lines = [] +in_table = False +with gzip.open(soft_file, 'rt') as fh: + for line in fh: + line = line.rstrip('\n') + if line.startswith('!platform_table_begin'): + in_table = True + platform_lines = [] + continue + if line.startswith('!platform_table_end') and in_table: + in_table = False + break + if in_table: + platform_lines.append(line) + +if not platform_lines: + raise RuntimeError("Failed to locate a platform table in the SOFT file.") + +platform_text = "\n".join(platform_lines) +platform_df = pd.read_csv(io.StringIO(platform_text), sep='\t', dtype=str, low_memory=False) + +# Normalize column names to help matching +def normalize_colname(c): + return re.sub(r'[\s\-]+', '_', c.strip().lower()) + +colmap = {normalize_colname(c): c for c in platform_df.columns} + +# Identify probe ID column +id_col_options = ['id', 'id_ref', 'probe_id', 'probe_set_id', 'probeset_id'] +id_col = None +for key in id_col_options: + if key in colmap: + id_col = colmap[key] + break +if id_col is None and 'ID' in platform_df.columns: + id_col = 'ID' +if id_col is None: + # As a last resort, if the gene_annotation from earlier exists and has 'ID', use that + if 'ID' in gene_annotation.columns: + id_col = 'ID' + else: + raise RuntimeError("Could not determine probe ID column in platform table.") + +# Identify gene symbol column, prefer "Gene Symbol"-like columns +symbol_col = None +symbol_like_options = [ + 'gene_symbol', 'symbol', 'genesymbol', 'official_symbol' +] +for key in symbol_like_options: + if key in colmap: + symbol_col = colmap[key] + break + +# If no direct gene symbol column, try gene assignment-like column +assignment_col = None +assignment_like_options = ['gene_assignment', 'gene_assignments', 'geneannotation', 'gene_annotation'] +if symbol_col is None: + for key in assignment_like_options: + if key in colmap: + assignment_col = colmap[key] + break + +# Fall back to any column that appears to contain symbols by coverage heuristic +def column_symbol_coverage(series, max_rows=2000): + sample = series.astype(str).head(max_rows) + extracted = sample.map(extract_human_gene_symbols) + non_empty = extracted.map(lambda x: isinstance(x, list) and len(x) > 0) + coverage = float(non_empty.mean()) + unique_syms = set() + for lst in extracted[non_empty]: + unique_syms.update(lst) + return coverage, len(unique_syms) + +if symbol_col is None and assignment_col is None: + best_col = None + best_score = (-1.0, -1) + for c in platform_df.columns: + if c == id_col: + continue + try: + cov, uniq = column_symbol_coverage(platform_df[c]) + except Exception: + continue + if (cov > best_score[0]) or (cov == best_score[0] and uniq > best_score[1]): + best_col = c + best_score = (cov, uniq) + # If the best column has reasonable coverage, use it as symbol_col; otherwise keep None + if best_col is not None and best_score[0] > 0: + symbol_col = best_col + +# Build mapping dataframe +if symbol_col is not None: + chosen_gene_col = symbol_col + mapping_df = get_gene_mapping(platform_df, prob_col=id_col, gene_col=chosen_gene_col) +else: + # Use assignment_col and rely on extract_human_gene_symbols to parse symbols + if assignment_col is None: + raise RuntimeError("Failed to identify a suitable gene symbol column from platform annotation.") + chosen_gene_col = assignment_col + mapping_df = get_gene_mapping(platform_df, prob_col=id_col, gene_col=chosen_gene_col) + +# Apply mapping to convert probe-level data to gene-level expression +mapped_df = apply_gene_mapping(expression_df=probe_level_df, mapping_df=mapping_df) + +# Ensure we obtained a non-empty gene-level matrix +if not isinstance(mapped_df, pd.DataFrame) or mapped_df.shape[0] == 0 or mapped_df.shape[1] == 0: + raise RuntimeError(f"Gene mapping produced an empty matrix using column '{chosen_gene_col}'. Please inspect platform annotation.") + +gene_data = mapped_df +print(f"Gene mapping succeeded. Probe ID column: '{id_col}'. Gene annotation column: '{chosen_gene_col}'.") +print(f"Mapped genes: {gene_data.shape[0]}, samples: {gene_data.shape[1]}") + +# Step 7: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 8: Gene Identifier Mapping +import gzip +import io +import re +import pandas as pd + +# Reload the original probe-level expression matrix to avoid prior empty state +probe_level_df = get_genetic_data(matrix_file) + +# 1) Parse the platform table from the SOFT file (!platform_table_begin ... !platform_table_end) +platform_lines = [] +in_table = False +with gzip.open(soft_file, 'rt') as fh: + for line in fh: + line = line.rstrip('\n') + if line.startswith('!platform_table_begin'): + in_table = True + platform_lines = [] + continue + if line.startswith('!platform_table_end') and in_table: + in_table = False + break + if in_table: + platform_lines.append(line) + +platform_df = None +if platform_lines: + platform_text = "\n".join(platform_lines) + platform_df = pd.read_csv(io.StringIO(platform_text), sep='\t', dtype=str, low_memory=False) + +def _norm(c: str) -> str: + return re.sub(r'[^a-z0-9]+', '_', c.strip().lower()) + +def _symbol_coverage(series: pd.Series, max_rows: int = 5000): + sample = series.dropna().astype(str).head(max_rows) + if sample.empty: + return 0.0, 0 + extracted = sample.map(extract_human_gene_symbols) + non_empty = extracted.map(lambda x: isinstance(x, list) and len(x) > 0) + coverage = float(non_empty.mean()) if len(non_empty) > 0 else 0.0 + unique_syms = set() + for lst in extracted[non_empty]: + unique_syms.update(lst) + return coverage, len(unique_syms) + +# 2) Identify probe ID column and potential gene symbol column +id_col = None +sym_col = None +if platform_df is not None and platform_df.shape[1] > 0: + norm_to_orig = {_norm(c): c for c in platform_df.columns} + # ID column + for key in ['id', 'id_ref', 'probe_id', 'probeset_id', 'probe_set_id']: + if key in norm_to_orig: + id_col = norm_to_orig[key] + break + if id_col is None: + id_col = 'ID' if 'ID' in platform_df.columns else platform_df.columns[0] + + # Try common symbol-like columns + for key in ['gene_symbol', 'symbol', 'genesymbol', 'official_symbol', 'hgnc_symbol']: + if key in norm_to_orig: + sym_col = norm_to_orig[key] + break + # If still none, try assignment-like columns + if sym_col is None: + for key in ['gene_assignment', 'gene_assignments', 'gene_annotation', 'gene_annot', 'gene_info']: + if key in norm_to_orig: + sym_col = norm_to_orig[key] + break + # If still none, try heuristic: any column containing "symbol" + if sym_col is None: + for c in platform_df.columns: + if 'symbol' in c.lower(): + sym_col = c + break + +# 3) Build mapping dataframe if a symbol-like column exists and intersects with probes +mapping_df = None +mapping_used = False +if platform_df is not None and sym_col is not None: + try: + mapping_df = get_gene_mapping(annotation=platform_df, prob_col=id_col, gene_col=sym_col) + mapping_df = mapping_df[mapping_df['ID'].isin(probe_level_df.index)] + if not mapping_df.empty: + mapped_df = apply_gene_mapping(expression_df=probe_level_df, mapping_df=mapping_df) + if isinstance(mapped_df, pd.DataFrame) and mapped_df.shape[0] > 0 and mapped_df.shape[1] > 0: + gene_data = mapped_df + mapping_used = True + print(f"Gene mapping succeeded. Probe ID column: '{id_col}'. Gene annotation column: '{sym_col}'.") + print(f"Mapped genes: {gene_data.shape[0]}, samples: {gene_data.shape[1]}") + else: + mapping_df = None + except Exception as e: + print(f"Mapping attempt failed with error: {e}") + mapping_df = None + +# 4) Optional heuristic: attempt to parse ORF column if present and mapping not used +orf_coverage = None +if not mapping_used and platform_df is not None and 'ORF' in platform_df.columns: + orf_coverage, orf_unique = _symbol_coverage(platform_df['ORF']) + # Only attempt if coverage suggests there are real gene symbols; otherwise skip + if orf_coverage and orf_coverage > 0.2: + try: + mapping_df = get_gene_mapping(annotation=platform_df, prob_col=id_col, gene_col='ORF') + mapping_df = mapping_df[mapping_df['ID'].isin(probe_level_df.index)] + if not mapping_df.empty: + mapped_df = apply_gene_mapping(expression_df=probe_level_df, mapping_df=mapping_df) + if isinstance(mapped_df, pd.DataFrame) and mapped_df.shape[0] > 0 and mapped_df.shape[1] > 0: + gene_data = mapped_df + mapping_used = True + print(f"Heuristic mapping using ORF column succeeded. Coverage={orf_coverage:.2%}.") + print(f"Mapped genes: {gene_data.shape[0]}, samples: {gene_data.shape[1]}") + except Exception as e: + print(f"Heuristic ORF mapping attempt failed with error: {e}") + +# 5) Robust fallback: keep probe-level expression if no valid symbol mapping +if not mapping_used: + gene_data = probe_level_df.copy() + print("No usable gene symbol column found in platform annotation; proceeding with probe-level expression.") + if platform_df is not None: + print("Platform columns:", list(platform_df.columns)) + if 'ORF' in platform_df.columns and orf_coverage is None: + orf_coverage, _ = _symbol_coverage(platform_df['ORF']) + if 'ORF' in platform_df.columns: + print(f"ORF column gene-symbol coverage estimate: {orf_coverage:.2%}" if orf_coverage is not None else "ORF coverage not computed.") + # Show a small sample for diagnostics + try: + print("Sample of platform ID/ORF (first 5 rows):", platform_df[[id_col, 'ORF']].head(5).to_dict(orient='list')) + except Exception: + pass + print(f"Retained probe-level matrix. Probes: {gene_data.shape[0]}, samples: {gene_data.shape[1]}") + +# Step 9: Data Normalization and Linking +import os + +# 1. Normalize gene symbols; if normalization drops everything (probe IDs), fall back to probe-level data +try: + normalized_gene_data = normalize_gene_symbols_in_index(gene_data.copy()) +except Exception as e: + # If normalization fails unexpectedly, fall back to probe-level + normalized_gene_data = gene_data.copy() + +used_probe_level = False +gene_matrix_to_use = normalized_gene_data +if gene_matrix_to_use.shape[0] == 0: + # Normalization produced empty matrix because IDs are probes; retain probe-level data + gene_matrix_to_use = gene_data.copy() + used_probe_level = True + +# Ensure output directory exists before saving gene data +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +gene_matrix_to_use.to_csv(out_gene_data_file) + +# 2. Link the clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, gene_matrix_to_use) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Bias checks with safety for empty/degenerate dataframes +if linked_data.shape[0] == 0 or linked_data.shape[1] <= 4: + # Degenerate after filtering/imputation; mark as biased/unusable + is_trait_biased = True + unbiased_linked_data = linked_data +else: + is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final validation and save cohort info +note_parts = [] +if used_probe_level: + note_parts.append("WARNING: Gene symbol normalization produced empty matrix; retained probe-level expression (Affymetrix probes).") +note_parts.append(f"INFO: Gene matrix used has {gene_matrix_to_use.shape[0]} features and {gene_matrix_to_use.shape[1]} samples before linking.") +note = " ".join(note_parts) + +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6. Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE131027.py b/output/preprocess/Pancreatic_Cancer/code/GSE131027.py new file mode 100644 index 0000000000000000000000000000000000000000..e438fda96f938dd43ba95cd32e3b9e8f1ac23f5a --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE131027.py @@ -0,0 +1,200 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE131027" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE131027" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE131027.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE131027.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE131027.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import math +import pandas as pd + +# 1) Gene expression data availability (based on series description: expression features investigation) +is_gene_available = True + +# 2) Variable availability and converters +# Trait: Pancreatic Cancer present under key 1 (cancer type), binary +trait_row = 1 + +def convert_trait(x): + if x is None or (isinstance(x, float) and math.isnan(x)): + return None + s = str(x) + # Extract value after the last colon to be robust to multiple colons + val = s.split(':')[-1].strip().lower() + if val in {'', 'na', 'n/a', 'unknown'}: + return None + return 1 if ('pancreatic' in val or 'pancreas' in val) else 0 + +# Age: not available in the provided characteristics +age_row = None + +def convert_age(x): + if x is None or (isinstance(x, float) and math.isnan(x)): + return None + s = str(x).split(':')[-1] + # Extract first numeric token + import re + m = re.search(r'[-+]?\d*\.?\d+', s) + if not m: + return None + try: + return float(m.group(0)) + except Exception: + return None + +# Gender: not available in the provided characteristics +gender_row = None + +def convert_gender(x): + if x is None or (isinstance(x, float) and math.isnan(x)): + return None + val = str(x).split(':')[-1].strip().lower() + if val in {'', 'na', 'n/a', 'unknown'}: + return None + if val in {'female', 'f', 'woman', 'women'}: + return 0 + if val in {'male', 'm', 'man', 'men'}: + return 1 + return None + +# 3) Save initial metadata +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical Feature Extraction (only if trait is available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + # Preview + preview = preview_df(selected_clinical_df) + print(preview) + + # Save clinical data + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Ensure required objects are available +if 'gene_annotation' not in locals(): + gene_annotation = get_gene_annotation(soft_file) +if 'gene_data' not in locals(): + gene_data = get_genetic_data(matrix_file) + +# 1-2. Decide columns and build the mapping dataframe +probe_col = 'ID' # matches probe IDs like '1007_s_at' +gene_symbol_col = 'Gene Symbol' # contains gene symbols +mapping_df = get_gene_mapping(gene_annotation, prob_col=probe_col, gene_col=gene_symbol_col) + +# 3. Apply mapping to convert probe-level to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os +import pandas as pd + +# 1. Normalize the obtained gene data with the 'normalize_gene_symbols_in_index' function from the library. +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) + +# Ensure output directory exists before saving gene data +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# Ensure clinical data is available in memory; if not, load it +if 'selected_clinical_df' not in locals(): + selected_clinical_df = pd.read_csv(out_clinical_data_file, index_col=0) + +# 2. Link the clinical and genetic data with the 'geo_link_clinical_genetic_data' function from the library. +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# Compute availability flags for final validation +is_gene_available_flag = (normalized_gene_data.shape[0] > 0) +is_trait_available_flag = (trait in linked_data.columns) + +# 3. Handle missing values in the linked data +linked_data = handle_missing_values(linked_data, trait) + +# 4. Determine whether the trait and some demographic features are severely biased, and remove biased features. +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Conduct quality check and save the cohort information. +note = "INFO: Affymetrix probe IDs mapped to gene symbols via platform annotation; symbols normalized using NCBI synonyms." +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_flag, + is_trait_available=is_trait_available_flag, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6. If the linked data is usable, save it as a CSV file to 'out_data_file'. +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE157494.py b/output/preprocess/Pancreatic_Cancer/code/GSE157494.py new file mode 100644 index 0000000000000000000000000000000000000000..7218cb999b1e9d89f98babd1b5fd57c137c02816 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE157494.py @@ -0,0 +1,120 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE157494" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE157494" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE157494.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE157494.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE157494.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability based on background information +is_gene_available = True # Affymetrix HG-U133 Plus 2.0 gene expression profiling is present + +# Variable availability from the Sample Characteristics Dictionary +# Only 'sample type' is available with values 'xenografted tumor' and 'Cell line', and all samples are pancreatic cancer. +trait_row = None # Pancreatic_Cancer status is constant (all cases), thus not usable +age_row = None # No age information available +gender_row = None # No gender information available + +# Conversion functions +def _extract_value(x): + if x is None: + return None + if isinstance(x, str): + parts = x.split(":", 1) + return parts[1].strip() if len(parts) == 2 else x.strip() + return x + +def convert_trait(x): + v = _extract_value(x) + if v is None: + return None + # Normalize + s = str(v).strip().lower() + # Direct numeric inputs + if s in {"1", "case", "tumor", "cancer", "pdac"}: + return 1 + if s in {"0", "control", "normal", "healthy", "adjacent normal"}: + return 0 + # Heuristic mapping + if any(k in s for k in ["pancrea", "pdac", "adenocarcinoma", "tumor", "cancer", "xenograft", "pdx", "cdx"]): + return 1 + if any(k in s for k in ["normal", "healthy", "control"]): + return 0 + return None + +def convert_age(x): + v = _extract_value(x) + if v is None: + return None + import re + s = str(v).lower() + m = re.search(r"(-?\d+(\.\d+)?)", s) + if not m: + return None + try: + age = float(m.group(1)) + # Keep plausible human ages + if 0 <= age <= 120: + return age + except Exception: + pass + return None + +def convert_gender(x): + v = _extract_value(x) + if v is None: + return None + s = str(v).strip().lower() + if s in {"f", "female", "woman", "women"}: + return 0 + if s in {"m", "male", "man", "men"}: + return 1 + # Heuristic: terms like "boy"/"girl" rarely appear, but map if present + if "female" in s or "girl" in s: + return 0 + if "male" in s or "boy" in s: + return 1 + return None + +# Initial filtering and save metadata +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction is skipped because trait_row is None +# If trait_row becomes available in future steps, use geo_select_clinical_features accordingly. \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE183795.py b/output/preprocess/Pancreatic_Cancer/code/GSE183795.py new file mode 100644 index 0000000000000000000000000000000000000000..aa7ea0e9ed46552a3d1ffcf93f251c2a04223771 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE183795.py @@ -0,0 +1,188 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE183795" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE183795" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE183795.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE183795.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE183795.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import pandas as pd + +# 1) Gene expression availability (Affymetrix microarray gene-expression -> True) +is_gene_available = True + +# 2) Variable availability and conversion functions + +# Trait: Use tissue information (row 0): Tumor = 1, adjacent non-tumor/Normal = 0 +trait_row = 0 +age_row = None +gender_row = None + +def _after_colon(x): + if x is None: + return None + s = str(x) + parts = s.split(":", 1) + return parts[1].strip() if len(parts) > 1 else s.strip() + +def convert_trait(x): + v = _after_colon(x) + if v is None: + return None + v_low = v.lower() + # Map controls first to avoid "non-tumor" being matched by "tumor" + if ("adjacent" in v_low) or ("non-tumor" in v_low) or ("normal" in v_low): + return 0 + if "tumor" in v_low or "tumour" in v_low: + return 1 + return None + +# Placeholders (not used since rows are None) +def convert_age(x): + v = _after_colon(x) + if v is None: + return None + try: + val = float(v) + except Exception: + return None + return val + +def convert_gender(x): + v = _after_colon(x) + if v is None: + return None + v_low = v.lower() + if v_low in ["male", "m", "1"]: + return 1 + if v_low in ["female", "f", "0"]: + return 0 + return None + +# 3) Save metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (only if trait data is available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age if age_row is not None else None, + gender_row=gender_row, + convert_gender=convert_gender if gender_row is not None else None + ) + preview = preview_df(selected_clinical_df) + print(preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Determine appropriate columns for probe IDs and gene symbols from the annotation dataframe +id_col = 'ID' +# Prefer 'gene_assignment' as it contains rich annotation strings with symbols +candidate_gene_cols = ['gene_assignment', 'Gene Symbol', 'GENE_SYMBOL', 'gene_symbol', 'Symbol'] +gene_col = next((c for c in candidate_gene_cols if c in gene_annotation.columns), None) + +if gene_col is None: + raise ValueError("No suitable gene symbol column found in gene annotation dataframe.") + +# 2) Build mapping dataframe (probe ID -> gene symbol text) +mapping_df = get_gene_mapping(gene_annotation, prob_col=id_col, gene_col=gene_col) + +# 3) Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Assess bias and drop biased demographic features if needed +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final validation and save cohort info +note = "INFO: Trait mapping used: tissue Tumor=1, adjacent non-tumor/Normal=0. Age/Gender not available in clinical annotations." +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6. Save linked dataset if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE222788.py b/output/preprocess/Pancreatic_Cancer/code/GSE222788.py new file mode 100644 index 0000000000000000000000000000000000000000..dd05ccf13fde641a58ad9e1e9c0a6f4a17cadf94 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE222788.py @@ -0,0 +1,140 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE222788" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE222788" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE222788.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE222788.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE222788.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import re +import os + +# 1. Gene Expression Data Availability +# Based on the background info (NanoString PanCancer Immune Profiling Panel on RNA), gene expression data is available. +is_gene_available = True + +# 2. Variable Availability and Data Type Conversion + +# From the sample characteristics, only "treatment group" is provided. +# There are no explicit or inferable fields for disease status (trait), age, or gender with variability. +trait_row = None # Pancreatic cancer status is constant (all PDAC); not usable for association. +age_row = None # Not available +gender_row = None # Not available + +def _get_value_after_colon(x): + if x is None: + return None + if isinstance(x, str): + parts = x.split(":", 1) + return parts[1].strip() if len(parts) > 1 else x.strip() + return x + +def convert_trait(x): + # Binary: 1 = pancreatic cancer, 0 = non-cancer/normal. Unknown -> None + val = _get_value_after_colon(x) + if val is None: + return None + s = str(val).strip().lower() + positives = { + "pdac", "pancreatic ductal adenocarcinoma", "pancreatic cancer", "cancer", + "tumor", "malignant", "case", "patient", "lesion", "lapc" + } + negatives = { + "normal", "healthy", "control", "adjacent normal", "benign", "non-tumor", + "non tumor", "noncancerous", "non-cancer" + } + if s in positives: + return 1 + if s in negatives: + return 0 + # Heuristics + if "pancrea" in s or "pdac" in s or "adenocarcinoma" in s or "tumor" in s or "cancer" in s: + return 1 + if "normal" in s or "control" in s or "benign" in s: + return 0 + return None + +def convert_age(x): + # Continuous age in years. Unknown -> None + val = _get_value_after_colon(x) + if val is None: + return None + s = str(val).lower() + m = re.search(r'(\d+(?:\.\d+)?)', s) + if not m: + return None + try: + age = float(m.group(1)) + if 0 < age < 120: + return age + except Exception: + pass + return None + +def convert_gender(x): + # Binary: female -> 0, male -> 1. Unknown -> None + val = _get_value_after_colon(x) + if val is None: + return None + s = str(val).strip().lower() + if s in {"male", "m"}: + return 1 + if s in {"female", "f"}: + return 0 + return None + +# 3. Save Metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4. Clinical Feature Extraction (skip because trait_row is None) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + _ = preview_df(selected_clinical_df) + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file, index=True) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE223409.py b/output/preprocess/Pancreatic_Cancer/code/GSE223409.py new file mode 100644 index 0000000000000000000000000000000000000000..bc48d9d809eb7cc10eece7bb7e029e2268e64032 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE223409.py @@ -0,0 +1,128 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE223409" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE223409" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE223409.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE223409.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE223409.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import re +import pandas as pd + +# 1) Assess gene expression availability based on background info and characteristics +# SuperSeries with EVs and treatment-focused, likely small RNA/EV content rather than mRNA expression suitable for our analysis. +is_gene_available = False + +# 2) Variable availability from Sample Characteristics Dictionary +# No human disease status, age, or gender information present. +trait_row = None +age_row = None +gender_row = None + +# 2.2) Conversion functions +def _extract_value(cell): + if cell is None: + return None + # Split by colon and take the part after colon if present + parts = str(cell).split(":", 1) + val = parts[1].strip() if len(parts) > 1 else parts[0].strip() + # Normalize empty/unknown + if val == "" or val.lower() in {"na", "n/a", "nan", "none", "unknown", "not available"}: + return None + return val + +def convert_trait(x): + val = _extract_value(x) + if val is None: + return None + s = val.lower() + # Heuristic mapping for pancreatic cancer status + cancer_pos = {"pancreatic cancer", "pdac", "pancreatic ductal adenocarcinoma", "cancer", "tumor", "tumour", "carcinoma", "case", "malignant"} + cancer_neg = {"normal", "healthy", "control", "adjacent normal", "benign", "non-cancer", "noncancer"} + if any(k in s for k in cancer_pos): + return 1 + if any(k in s for k in cancer_neg): + return 0 + return None + +def convert_age(x): + val = _extract_value(x) + if val is None: + return None + # Extract the first integer or float number as age in years + m = re.search(r"(\d+(\.\d+)?)", val) + if not m: + return None + try: + age = float(m.group(1)) + return age + except Exception: + return None + +def convert_gender(x): + val = _extract_value(x) + if val is None: + return None + s = val.strip().lower() + # Map female->0, male->1 + if s in {"female", "f", "woman", "women", "girl"}: + return 0 + if s in {"male", "m", "man", "men", "boy"}: + return 1 + return None + +# 3) Initial filtering metadata save +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (skip because trait_row is None) +# If clinical data were available, we would run: +# selected = geo_select_clinical_features( +# clinical_df=clinical_data, +# trait=trait, +# trait_row=trait_row, +# convert_trait=convert_trait, +# age_row=age_row, +# convert_age=convert_age, +# gender_row=gender_row, +# convert_gender=convert_gender +# ) +# preview = preview_df(selected) +# print(preview) +# selected.to_csv(out_clinical_data_file, index=True) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/GSE236951.py b/output/preprocess/Pancreatic_Cancer/code/GSE236951.py new file mode 100644 index 0000000000000000000000000000000000000000..3ce2f724bd94211a17d281b701f205fa418d81ee --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/GSE236951.py @@ -0,0 +1,174 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" +cohort = "GSE236951" + +# Input paths +in_trait_dir = "../DATA/GEO/Pancreatic_Cancer" +in_cohort_dir = "../DATA/GEO/Pancreatic_Cancer/GSE236951" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/GSE236951.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/GSE236951.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/GSE236951.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import re + +# 1) Gene expression data availability (Nanostring immune gene expression panel) +is_gene_available = True + +# 2) Variable availability (rows inferred from the provided dictionary) +trait_row = 0 # disease: Pancreatic ductal adenocarcinoma / Colon adenocarcinoma / Benign colon disease +age_row = 3 # age: NN years +gender_row = 2 # Sex: Male / Female + +# Helper to get the value after colon and normalize +def _after_colon(x): + if x is None: + return None + parts = str(x).split(":", 1) + val = parts[1] if len(parts) > 1 else parts[0] + return val.strip() + +# 2.2) Converters +def convert_trait(x): + v = _after_colon(x) + if v is None: + return None + vl = v.lower() + # Map pancreatic cancer cases to 1, others (colon cancer/benign colon disease) to 0 + if "pancrea" in vl: # captures 'pancreatic ductal adenocarcinoma' + return 1 + if ("colon" in vl) or ("benign" in vl): + return 0 + return None + +def convert_age(x): + v = _after_colon(x) + if v is None: + return None + # Extract the first number (e.g., "59 years") + m = re.search(r"(\d+(\.\d+)?)", v) + if not m: + return None + try: + return float(m.group(1)) + except Exception: + return None + +def convert_gender(x): + v = _after_colon(x) + if v is None: + return None + vl = v.lower() + if vl in {"male", "m"}: + return 1 + if vl in {"female", "f"}: + return 0 + return None + +# 3) Save metadata with initial filtering +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (only if clinical data is available) +if is_trait_available: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + + preview = preview_df(selected_clinical_df) + print(preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +# Observed identifiers (e.g., A2M, ABCB1, ABL1) are standard human gene symbols (HGNC). +requires_gene_mapping = False +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# Determine availability flags based on actual data (ensure native Python bool) +is_gene_available_final = bool((normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0)) +is_trait_available_final = bool((trait in linked_data.columns) and bool(linked_data[trait].notna().any())) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Assess bias and drop biased demographics +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final validation and save cohort info +note = ("INFO: Nanostring PanCancer Immune Panel (~700 immune genes). " + "Identifiers appear to be HGNC symbols; normalized with NCBI gene synonyms and aggregated.") +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_final, + is_trait_available=is_trait_available_final, + is_biased=bool(is_trait_biased), + df=unbiased_linked_data, + note=note +) + +# 6. Save linked data if usable +if bool(is_usable): + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/code/TCGA.py b/output/preprocess/Pancreatic_Cancer/code/TCGA.py new file mode 100644 index 0000000000000000000000000000000000000000..29805db5120ec0c2adc8ce26cf5167343d0c75c0 --- /dev/null +++ b/output/preprocess/Pancreatic_Cancer/code/TCGA.py @@ -0,0 +1,244 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Pancreatic_Cancer" + +# Input paths +tcga_root_dir = "../DATA/TCGA" + +# Output paths +out_data_file = "./output/z5/preprocess/Pancreatic_Cancer/TCGA.csv" +out_gene_data_file = "./output/z5/preprocess/Pancreatic_Cancer/gene_data/TCGA.csv" +out_clinical_data_file = "./output/z5/preprocess/Pancreatic_Cancer/clinical_data/TCGA.csv" +json_path = "./output/z5/preprocess/Pancreatic_Cancer/cohort_info.json" + + +# Step 1: Initial Data Loading +import os +import pandas as pd + +# Step 1: Select the most relevant TCGA cohort directory for Pancreatic Cancer +subdirs = [d for d in os.listdir(tcga_root_dir) if os.path.isdir(os.path.join(tcga_root_dir, d))] +search_terms = ['pancre', '(paad)'] +candidates = [d for d in subdirs if any(term in d.lower() for term in search_terms)] + +if not candidates: + # No suitable directory found: record and stop further processing for this trait + validate_and_save_cohort_info( + is_final=False, + cohort="TCGA", + info_path=json_path, + is_gene_available=False, + is_trait_available=False + ) +else: + # Choose the most specific match (prefer PAAD explicit mention) + candidates_sorted = sorted(candidates, key=lambda x: (('(PAAD)' in x.upper()) or ('PAAD' in x.upper()), len(x)), reverse=True) + selected_dir = candidates_sorted[0] + cohort_dir = os.path.join(tcga_root_dir, selected_dir) + + # Step 2: Identify file paths for clinical and genetic data + clinical_file_path, genetic_file_path = tcga_get_relevant_filepaths(cohort_dir) + + # Step 3: Load both files as DataFrames + clinical_df = pd.read_csv(clinical_file_path, sep='\t', index_col=0, low_memory=False) + genetic_df = pd.read_csv(genetic_file_path, sep='\t', index_col=0, low_memory=False) + + # Step 4: Print clinical column names + print(list(clinical_df.columns)) + +# Step 2: Find Candidate Demographic Features +import os +import pandas as pd + +# Try to get clinical_df from previous steps; if not available, attempt to load from TCGA PAAD cohort +clinical_df = globals().get('clinical_df', None) +if clinical_df is None: + # Find a PAAD cohort directory under tcga_root_dir + paad_dir = None + for root, dirs, files in os.walk(tcga_root_dir): + for d in dirs: + if 'PAAD' in d.upper(): + paad_dir = os.path.join(root, d) + break + if paad_dir: + break + + if paad_dir: + try: + clinical_file_path, _ = tcga_get_relevant_filepaths(paad_dir) + clinical_df = pd.read_csv(clinical_file_path, sep='\t', index_col=0, dtype=str) + except Exception: + clinical_df = None + +# Determine columns to scan +if clinical_df is not None: + columns = list(clinical_df.columns) +else: + # Fallback to previously defined list of columns if available + columns = globals().get('clinical_columns', []) + +# Identify candidate age and gender columns +candidate_age_cols = [] +candidate_gender_cols = [] + +for col in columns: + cl = col.lower() + # Age-related: explicit known fields and common patterns without capturing 'stage' + if ( + cl == 'age' + or cl.startswith('age_') + or cl.endswith('_age') + or 'age_at' in cl + or cl in {'days_to_birth', 'age_at_initial_pathologic_diagnosis'} + ): + candidate_age_cols.append(col) + # Gender-related + if cl in {'gender', 'sex'} or cl.startswith('gender') or cl.endswith('gender'): + candidate_gender_cols.append(col) + +# Keep only existing columns (safety) +if clinical_df is not None: + candidate_age_cols = [c for c in candidate_age_cols if c in clinical_df.columns] + candidate_gender_cols = [c for c in candidate_gender_cols if c in clinical_df.columns] + +# Required output format +print(f"candidate_age_cols = {candidate_age_cols}") +print(f"candidate_gender_cols = {candidate_gender_cols}") + +# Preview extracted data as dictionaries (first 5 values) +if clinical_df is not None and candidate_age_cols: + age_preview_dict = preview_df(clinical_df[candidate_age_cols], n=5) + print(age_preview_dict) +if clinical_df is not None and candidate_gender_cols: + gender_preview_dict = preview_df(clinical_df[candidate_gender_cols], n=5) + print(gender_preview_dict) + +# Step 3: Select Demographic Features +# Select demographic feature columns based on candidate lists and typical TCGA conventions. + +# Safely retrieve candidate lists if they exist; otherwise default to empty lists +try: + _candidate_age_cols = list(candidate_age_cols) +except NameError: + _candidate_age_cols = [] + +try: + _candidate_gender_cols = list(candidate_gender_cols) +except NameError: + _candidate_gender_cols = [] + +age_col = None +gender_col = None + +# Prefer explicit age column over days-based representations +preferred_age_cols = [ + 'age_at_initial_pathologic_diagnosis', + 'age_at_diagnosis', + 'age' +] +for col in preferred_age_cols: + if col in _candidate_age_cols: + age_col = col + break +# If none of the preferred are present, fall back to any candidate that likely represents age +if age_col is None and _candidate_age_cols: + # Avoid days_to_birth if there's any other option, because it needs conversion + alt = [c for c in _candidate_age_cols if 'days_to_birth' not in c.lower()] + age_col = (alt[0] if alt else _candidate_age_cols[0]) + +# Prefer 'gender' or 'sex' +preferred_gender_cols = ['gender', 'sex'] +for col in preferred_gender_cols: + if col in _candidate_gender_cols: + gender_col = col + break +# Fallback to first candidate if any +if gender_col is None and _candidate_gender_cols: + gender_col = _candidate_gender_cols[0] + +# Explicitly print the chosen columns +print(f"Selected age_col: {age_col}") +print(f"Selected gender_col: {gender_col}") + +# Additionally, if clinical_df is available, show first 5 non-null values for verification +try: + if age_col is not None and 'clinical_df' in globals() and age_col in clinical_df.columns: + print("age_col preview (first 5 non-null):", clinical_df[age_col].dropna().head(5).tolist()) + if gender_col is not None and 'clinical_df' in globals() and gender_col in clinical_df.columns: + print("gender_col preview (first 5 non-null):", clinical_df[gender_col].dropna().head(5).tolist()) +except Exception as e: + # Avoid breaking the pipeline due to preview printing + print(f"Warning: Could not preview selected columns due to: {e}") + +# Step 4: Feature Engineering and Validation +import os +import pandas as pd + +# Ensure clinical_df and genetic_df are available (fallback loading if needed) +if 'clinical_df' not in globals() or clinical_df is None or 'genetic_df' not in globals() or genetic_df is None: + paad_dir = None + for root, dirs, files in os.walk(tcga_root_dir): + for d in dirs: + if 'PAAD' in d.upper(): + paad_dir = os.path.join(root, d) + break + if paad_dir: + break + if paad_dir: + clinical_file_path, genetic_file_path = tcga_get_relevant_filepaths(paad_dir) + clinical_df = pd.read_csv(clinical_file_path, sep='\t', index_col=0, low_memory=False) + genetic_df = pd.read_csv(genetic_file_path, sep='\t', index_col=0, low_memory=False) + else: + raise RuntimeError("PAAD cohort directory not found; cannot proceed.") + +# 1) Extract and standardize clinical features +selected_clinical_df = tcga_select_clinical_features( + clinical_df=clinical_df, + trait=trait, + age_col=age_col if 'age_col' in globals() else None, + gender_col=gender_col if 'gender_col' in globals() else None +) + +# 2) Normalize gene symbols in expression data and save +gene_df_norm = normalize_gene_symbols_in_index(genetic_df.copy()) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +gene_df_norm.to_csv(out_gene_data_file) + +# 3) Link clinical and genetic data on sample IDs +linked_data = selected_clinical_df.join(gene_df_norm.T, how='inner') + +# 4) Handle missing values +processed_df = handle_missing_values(linked_data, trait_col=trait) + +# 5) Determine bias and remove biased demographic features +trait_biased, processed_df = judge_and_remove_biased_features(processed_df, trait=trait) + +# 6) Final validation and metadata saving +# Cast to native Python bool to avoid numpy.bool_ in JSON +is_gene_available = bool((gene_df_norm.shape[0] > 0) and (gene_df_norm.shape[1] > 0)) +is_trait_available = bool(selected_clinical_df[trait].notna().any()) + +note = ( + "INFO: Trait derived from TCGA sample type code (01-09 tumor=1, 10-19 normal=0). " + f"Age source: {age_col if 'age_col' in globals() else None}; " + f"Gender source: {gender_col if 'gender_col' in globals() else None}. " + "Gene symbols normalized using NCBI synonyms; unmapped symbols removed and duplicates aggregated." +) + +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort="TCGA", + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available, + is_biased=trait_biased, + df=processed_df, + note=note +) + +# 7) Save linked dataset only if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + processed_df.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Pancreatic_Cancer/cohort_info.json b/output/preprocess/Pancreatic_Cancer/cohort_info.json index 724649863fe3030ebd10a0cb6fad0c38259a7d8f..b1621d4e60b848f9792cfd1473fede2d003540c2 100644 --- a/output/preprocess/Pancreatic_Cancer/cohort_info.json +++ b/output/preprocess/Pancreatic_Cancer/cohort_info.json @@ -1,112 +1 @@ -{ - "GSE236951": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": true, - "has_gender": true, - "sample_size": 34 - }, - "GSE223409": { - "is_usable": false, - "is_gene_available": true, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE222788": { - "is_usable": false, - "is_gene_available": false, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE183795": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 244 - }, - "GSE157494": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 41 - }, - "GSE131027": { - "is_usable": false, - "is_gene_available": false, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE130563": { - "is_usable": false, - "is_gene_available": false, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE125158": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 30 - }, - "GSE124069": { - "is_usable": false, - "is_gene_available": true, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE120127": { - "is_usable": false, - "is_gene_available": true, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "TCGA": { - "is_usable": false, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": true, - "has_age": true, - "has_gender": true, - "sample_size": 183 - } -} \ No newline at end of file +{"GSE236951": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": true, "has_gender": true, "sample_size": 34, "note": "INFO: Nanostring PanCancer Immune Panel (~700 immune genes). Identifiers appear to be HGNC symbols; normalized with NCBI gene synonyms and aggregated."}, "GSE223409": {"is_usable": false, "is_gene_available": false, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE222788": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE183795": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 244, "note": "INFO: Trait mapping used: tissue Tumor=1, adjacent non-tumor/Normal=0. Age/Gender not available in clinical annotations."}, "GSE157494": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE131027": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 92, "note": "INFO: Affymetrix probe IDs mapped to gene symbols via platform annotation; symbols normalized using NCBI synonyms."}, "GSE130563": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": true, "has_gender": true, "sample_size": 46, "note": "WARNING: Gene symbol normalization produced empty matrix; retained probe-level expression (Affymetrix probes). INFO: Gene matrix used has 23786 features and 46 samples before linking."}, "GSE125158": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": true, "has_gender": true, "sample_size": 30, "note": "INFO: Genes(before_norm)=18488, Genes(after_norm)=18247, Samples(after_QC)=30, GeneFeatures(after_QC)=18247"}, "GSE124069": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": "INFO: No clinical trait; cell line study. Gene-only data saved; linked data not generated."}, "GSE120127": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "TCGA": {"is_usable": false, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": true, "has_age": true, "has_gender": true, "sample_size": 183, "note": "INFO: Trait derived from TCGA sample type code (01-09 tumor=1, 10-19 normal=0). Age source: age_at_initial_pathologic_diagnosis; Gender source: gender. Gene symbols normalized using NCBI synonyms; unmapped symbols removed and duplicates aggregated."}} \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/GSE49126.csv b/output/preprocess/Parkinsons_Disease/GSE49126.csv index 9a5033889cb7f7580fde7f134f535cbf51dc04c2..dc65a7686610ab7cc972f7699a39e56805e64634 100644 --- a/output/preprocess/Parkinsons_Disease/GSE49126.csv +++ b/output/preprocess/Parkinsons_Disease/GSE49126.csv @@ -1,51 +1,51 @@ 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1AR,AP1B1,AP1G1,AP1G2,AP1M1,AP1M2,AP1S1,AP1S2,AP1S3,AP2A1,AP2A2,AP2B1,AP2M1,AP2S1,AP3B1,AP3B2,AP3D1,AP3M1,AP3M2,AP3S1,AP3S2,AP4B1,AP4E1,AP4M1,AP4S1,AP5M1,AP5S1,AP5Z1,APAF1,APBA1,APBA2,APBA3,APBB1,APBB1IP,APBB2,APBB3,APC,APC2,APCDD1,APCDD1L,APCS,APEH,APEX1,APEX2,APH1A,APH1B,API5,APIP,APLF,APLN,APLNR,APLP1,APLP2,APMAP,APOA1,APOA2,APOA4,APOA5,APOB,APOBEC1,APOBEC2,APOBEC3A,APOBEC3B,APOBEC3C,APOBEC3D,APOBEC3F,APOBEC3G,APOBEC3H,APOBR,APOC1,APOC2,APOC3,APOC4,APOD,APOE,APOF,APOH,APOL1,APOL2,APOL3,APOL4,APOL5,APOL6,APOLD1,APOM,APOO,APOOL,APP,APPBP2,APPL1,APPL2,APRG1,APRT,APTX,AQP1,AQP10,AQP11,AQP12A,AQP2,AQP3,AQP4,AQP4-AS1,AQP5,AQP6,AQP7,AQP7P2,AQP8,AQP9,AQR,AR,ARAF,ARAP1,ARAP2,ARAP3,ARB2A,ARC,ARCN1,AREG,AREL1,ARF1,ARF3,ARF4,ARF5,ARF6,ARFGAP1,ARFGAP2,ARFGAP3,ARFGEF1,ARFGEF2,ARFGEF3,ARFIP1,ARFIP2,ARFRP1,ARG1,ARG2,ARGLU1,ARHGAP1,ARHGAP10,ARHGAP11A,ARHGAP12,ARHGAP15,ARHGAP17,ARHGAP18,ARHGAP19,ARHGAP20,ARHGAP21,ARHGAP22,ARHGAP23,ARHGAP24,ARHGAP25,ARHGAP26,ARHGAP27,ARHGAP28,ARHGAP29,ARHGAP30,ARHGAP31,ARHGAP32,ARHGAP33,ARHGAP35,ARHGAP4,ARHGAP42,ARHGAP44,ARHGAP5,ARHGAP5-AS1,ARHGAP6,ARHGAP8,ARHGAP9,ARHGDIA,ARHGDIB,ARHGDIG,ARHGEF1,ARHGEF10,ARHGEF10L,ARHGEF11,ARHGEF12,ARHGEF15,ARHGEF16,ARHGEF17,ARHGEF18,ARHGEF19,ARHGEF2,ARHGEF25,ARHGEF26,ARHGEF28,ARHGEF3,ARHGEF39,ARHGEF4,ARHGEF5,ARHGEF6,ARHGEF7,ARHGEF9,ARID1A,ARID1B,ARID2,ARID3A,ARID3B,ARID4A,ARID4B,ARID5A,ARID5B,ARIH1,ARIH2,ARIH2OS,ARK2N,ARL1,ARL10,ARL11,ARL13B,ARL14,ARL14EP,ARL15,ARL16,ARL17A,ARL17B,ARL2,ARL2BP,ARL3,ARL4A,ARL4C,ARL4D,ARL5A,ARL5B,ARL6,ARL6IP1,ARL6IP4,ARL6IP5,ARL6IP6,ARL8A,ARL8B,ARLN,ARMC1,ARMC10,ARMC12,ARMC2,ARMC3,ARMC5,ARMC6,ARMC7,ARMC8,ARMC9,ARMCX1,ARMCX2,ARMCX3,ARMCX4,ARMCX5,ARMCX5-GPRASP2,ARMCX6,ARMH3,ARMH4,ARMT1,ARNT,ARNT2,ARPC1A,ARPC1B,ARPC2,ARPC3,ARPC4,ARPC5,ARPC5L,ARPIN-AP3S2,ARPP19,ARPP21,ARR3,ARRB1,ARRB2,ARRDC1,ARRDC1-AS1,ARRDC2,ARRDC3,ARRDC4,ARRDC5,ARSA,ARSB,ARSD,ARSF,ARSG,ARSI,ARSJ,ARSK,ARSL,ART1,ART3,ART4,ART5,ARTN,ARV1,ARVCF,ARX,AS3MT,ASAH1,ASAH2,ASAP1,ASAP1-IT1,ASAP2,ASAP3,ASB1,ASB10,ASB11,ASB12,ASB13,ASB14,ASB16,ASB16-AS1,ASB17,ASB2,ASB3,ASB4,ASB5,ASB6,ASB7,ASB8,ASB9,ASCC1,ASCC2,ASCC3,ASCL1,ASCL2,ASCL3,ASCL5,ASF1A,ASF1B,ASGR1,ASGR2,ASH1L,ASH2L,ASIC1,ASIC2,ASIC3,ASIC4,ASIC5,ASIP,ASL,ASMT,ASMTL,ASMTL-AS1,ASNS,ASNSD1,ASPA,ASPG,ASPH,ASPHD1,ASPHD2,ASPM,ASPN,ASPRV1,ASPSCR1,ASRGL1,ASS1,ASTE1,ASTL,ASTN1,ASTN2,ASXL1,ASXL2,ASXL3,ASZ1,ATAD1,ATAD2,ATAD2B,ATAD3A,ATAD3B,ATAD3C,ATAD5,ATAT1,ATCAY,ATE1,ATF1,ATF2,ATF3,ATF4,ATF4P3,ATF5,ATF6,ATF6B,ATF7,ATF7IP,ATF7IP2,ATG10,ATG101,ATG12,ATG13,ATG14,ATG16L1,ATG16L2,ATG2A,ATG2B,ATG3,ATG4A,ATG4B,ATG4C,ATG4D,ATG5,ATG7,ATG9A,ATG9B,ATIC,ATL1,ATL2,ATL3,ATM,ATMIN,ATN1,ATOH1,ATOH7,ATOH8,ATOSA,ATOSB,ATOX1,ATP10A,ATP10B,ATP10D,ATP11A,ATP11B,ATP11C,ATP12A,ATP13A1,ATP13A2,ATP13A3,ATP13A4,ATP13A5,ATP1A1,ATP1A1-AS1,ATP1A2,ATP1A3,ATP1A4,ATP1B1,ATP1B2,ATP1B3,ATP1B4,ATP23,ATP2A1,ATP2A2,ATP2A3,ATP2B1,ATP2B2,ATP2B3,ATP2B4,ATP2C1,ATP2C2,ATP4A,ATP4B,ATP5F1A,ATP5F1B,ATP5F1C,ATP5F1D,ATP5F1E,ATP5IF1,ATP5MC1,ATP5MC2,ATP5MC3,ATP5ME,ATP5MF,ATP5MG,ATP5MJ,ATP5MK,ATP5PB,ATP5PD,ATP5PF,ATP5PO,ATP6AP1,ATP6AP2,ATP6V0A1,ATP6V0A2,ATP6V0A4,ATP6V0B,ATP6V0C,ATP6V0D1,ATP6V0D2,ATP6V0E1,ATP6V0E2,ATP6V1A,ATP6V1B1,ATP6V1B2,ATP6V1C1,ATP6V1C2,ATP6V1D,ATP6V1E1,ATP6V1E2,ATP6V1F,ATP6V1G1,ATP6V1G2,ATP6V1G3,ATP6V1H,ATP7A,ATP7B,ATP8A1,ATP8A2,ATP8B1,ATP8B2,ATP8B3,ATP8B4,ATP9A,ATP9B,ATPAF1,ATPAF2,ATPSCKMT,ATR,ATRAID,ATRIP,ATRN,ATRNL1,ATRX,ATXN1,ATXN10,ATXN1L,ATXN2,ATXN2L,ATXN3,ATXN3L,ATXN7,ATXN7L1,ATXN7L2,ATXN7L3,AUH,AUNIP,AUP1,AURKA,AURKAIP1,AURKB,AURKC,AUTS2,AVEN,AVIL,AVL9,AVP,AVPI1,AVPR1A,AVPR1B,AVPR2,AWAT1,AXDND1,AXIN1,AXIN2,AXL,AZGP1,AZGP1P1,AZI2,AZIN1,AZU1,B2M,B3GALNT1,B3GALNT2,B3GALT1,B3GALT2,B3GALT4,B3GALT5,B3GALT5-AS1,B3GALT6,B3GAT1,B3GAT2,B3GAT3,B3GLCT,B3GNT2,B3GNT3,B3GNT4,B3GNT5,B3GNT6,B3GNT7,B3GNT8,B3GNT9,B3GNTL1,B4GALNT1,B4GALNT2,B4GALNT3,B4GALNT4,B4GALT1,B4GALT2,B4GALT3,B4GALT4,B4GALT5,B4GALT6,B4GALT7,B4GAT1,B9D1,B9D2,BAALC,BAALC-AS2,BAAT,BABAM1,BABAM2,BACE1,BACE2,BACH1,BACH2,BAD,BAG1,BAG2,BAG3,BAG4,BAG5,BAG6,BAGE,BAGE4,BAHCC1,BAHD1,BAIAP2,BAIAP2L1,BAIAP2L2,BAIAP3,BAK1,BAMBI,BANF1,BANF2,BANK1,BANP,BAP1,BARD1,BARHL1,BARHL2,BARX1,BARX2,BASP1,BATF,BATF2,BATF3,BAX,BAZ1A,BAZ1B,BAZ2A,BAZ2B,BBC3,BBIP1,BBLN,BBOF1,BBOX1,BBS1,BBS10,BBS12,BBS2,BBS4,BBS5,BBS7,BBS9,BBX,BCAM,BCAN,BCAP29,BCAP31,BCAR1,BCAR3,BCAR4,BCAS1,BCAS2,BCAS3,BCAS4,BCAT1,BCAT2,BCCIP,BCDIN3D,BCHE,BCKDHA,BCKDHB,BCKDK,BCL10,BCL11A,BCL11B,BCL2,BCL2A1,BCL2L1,BCL2L10,BCL2L11,BCL2L12,BCL2L13,BCL2L14,BCL2L15,BCL2L2,BCL3,BCL6,BCL6B,BCL7A,BCL7B,BCL7C,BCL9,BCL9L,BCLAF1,BCO1,BCO2,BCOR,BCORL1,BCORP1,BCR,BCS1L,BDH1,BDH2,BDKRB1,BDKRB2,BDNF,BDP1,BEAN1,BECN1,BEGAIN,BEND2,BEND3,BEND4,BEND5,BEND6,BEND7,BEST1,BEST2,BEST3,BEST4,BET1,BET1L,BEX1,BEX2,BEX3,BEX4,BEX5,BFAR,BFSP1,BFSP2,BGLAP,BGN,BHLHA15,BHLHE22,BHLHE23,BHLHE40,BHLHE41,BHMT,BHMT2,BICC1,BICD1,BICD2,BICDL2,BICRA,BICRAL,BID,BIK,BIN1,BIN2,BIN3,BIRC2,BIRC3,BIRC5,BIRC6,BIRC7,BIRC8,BIVM,BLCAP,BLID,BLK,BLM,BLMH,BLNK,BLOC1S1,BLOC1S2,BLOC1S4,BLOC1S5,BLOC1S6,BLTP1,BLTP2,BLTP3A,BLTP3B,BLVRA,BLVRB,BLZF1,BMAL1,BMAL2,BMERB1,BMF,BMI1,BMP1,BMP10,BMP15,BMP2,BMP2K,BMP3,BMP4,BMP5,BMP6,BMP7,BMP8A,BMP8B,BMPER,BMPR1A,BMPR1B,BMPR2,BMS1,BMS1P1,BMX,BNC1,BNC2,BNIP1,BNIP2,BNIP3,BNIP3L,BNIPL,BOC,BOD1,BOD1L1,BOD1L2,BOK,BOLA1,BOLA2B,BOLA3,BOLL,BOP1,BORA,BORCS5,BORCS6,BORCS7,BPESC1,BPGM,BPHL,BPI,BPIFA1,BPIFA3,BPIFB1,BPIFB2,BPIFB3,BPIFB4,BPIFB6,BPIFC,BPNT1,BPNT2,BPTF,BPY2B,BRAF,BRAP,BRAT1,BRCA1,BRCA2,BRCC3,BRD1,BRD10,BRD2,BRD3,BRD3OS,BRD4,BRD7,BRD7P2,BRD7P3,BRD8,BRD9,BRDT,BRF1,BRF2,BRI3,BRI3BP,BRICD5,BRINP2,BRINP3,BRIP1,BRIX1,BRK1,BRME1,BRMS1,BRMS1L,BROX,BRPF1,BRPF3,BRS3,BRSK1,BRSK2,BRWD1,BRWD1-AS2,BRWD3,BSCL2,BSDC1,BSG,BSN,BSND,BSPRY,BST1,BST2,BTAF1,BTBD1,BTBD10,BTBD16,BTBD2,BTBD3,BTBD6,BTBD7,BTBD8,BTBD9,BTC,BTD,BTF3,BTG1,BTG2,BTG3,BTG4,BTK,BTLA,BTN1A1,BTN2A1,BTN2A2,BTN2A3P,BTN3A1,BTN3A2,BTN3A3,BTNL2,BTNL3,BTNL8,BTNL9,BTRC,BUB1,BUB1B,BUB3,BUD13,BUD23,BUD31,BYSL,BZW1,BZW1P1,BZW2,C10orf126,C10orf53,C10orf62,C10orf67,C10orf88,C10orf90,C10orf95,C11orf16,C11orf21,C11orf24,C11orf40,C11orf42,C11orf54,C11orf58,C11orf65,C11orf68,C11orf71,C11orf86,C11orf87,C11orf98,C12orf42,C12orf43,C12orf50,C12orf54,C12orf56,C12orf57,C12orf60,C12orf75,C14orf119,C14orf132,C14orf39,C14orf93,C15orf32,C15orf39,C15orf40,C15orf48,C15orf61,C15orf62,C16orf46,C16orf54,C16orf74,C16orf78,C16orf82,C16orf86,C16orf87,C16orf89,C17orf100,C17orf50,C17orf58,C17orf67,C17orf75,C17orf78,C17orf99,C18orf15,C18orf21,C18orf32,C18orf54,C19orf12,C19orf18,C19orf25,C19orf33,C19orf38,C19orf44,C19orf47,C19orf48P,C19orf53,C19orf67,C1D,C1GALT1,C1GALT1C1,C1QA,C1QB,C1QBP,C1QC,C1QL1,C1QL2,C1QL3,C1QTNF1,C1QTNF12,C1QTNF2,C1QTNF3,C1QTNF4,C1QTNF5,C1QTNF6,C1QTNF7,C1QTNF9,C1R,C1RL,C1S,C1orf105,C1orf115,C1orf116,C1orf122,C1orf159,C1orf162,C1orf167,C1orf174,C1orf198,C1orf21,C1orf210,C1orf216,C1orf226,C1orf35,C1orf43,C1orf50,C1orf52,C1orf53,C1orf54,C1orf56,C1orf74,C1orf87,C1orf94,C2,C20orf141,C20orf144,C20orf181,C20orf204,C20orf96,C21orf58,C21orf91,C22orf15,C22orf23,C22orf31,C22orf39,C2CD2,C2CD2L,C2CD3,C2CD4A,C2CD4B,C2CD4C,C2CD5,C2CD6,C2orf15,C2orf42,C2orf49,C2orf66,C2orf68,C2orf69,C2orf72,C2orf74,C2orf76,C2orf78,C2orf80,C3,C3AR1,C3orf18,C3orf20,C3orf22,C3orf33,C3orf36,C3orf38,C3orf49,C3orf52,C3orf62,C3orf70,C4B,C4BPA,C4BPB,C4orf17,C4orf33,C4orf36,C4orf46,C5,C5AR1,C5AR2,C5orf15,C5orf22,C5orf24,C5orf34,C5orf46,C5orf47,C6,C6orf118,C6orf120,C6orf136,C6orf141,C6orf15,C6orf47,C6orf52,C6orf58,C6orf62,C6orf89,C7,C7orf25,C7orf33,C7orf57,C8A,C8B,C8G,C8orf17,C8orf33,C8orf34,C8orf44,C8orf48,C8orf58,C8orf76,C9,C9orf153,C9orf163,C9orf40,C9orf43,C9orf50,C9orf57,C9orf72,C9orf78,C9orf85,CA1,CA10,CA11,CA12,CA13,CA14,CA2,CA3,CA4,CA5A,CA5B,CA5BP1,CA6,CA7,CA8,CA9,CAAP1,CAB39,CAB39L,CABCOCO1,CABIN1,CABLES1,CABLES2,CABP1,CABP2,CABP4,CABP5,CABP7,CABS1,CABYR,CACFD1,CACHD1,CACNA1A,CACNA1B,CACNA1C,CACNA1D,CACNA1E,CACNA1F,CACNA1G,CACNA1H,CACNA1I,CACNA1S,CACNA2D1,CACNA2D2,CACNA2D3,CACNA2D4,CACNB1,CACNB2,CACNB3,CACNB4,CACNG1,CACNG2,CACNG3,CACNG4,CACNG5,CACNG6,CACNG7,CACNG8,CACTIN,CACUL1,CACYBP,CAD,CADM1,CADM2,CADM3,CADM4,CADPS,CADPS2,CALB1,CALB2,CALCA,CALCOCO1,CALCOCO2,CALCR,CALCRL,CALD1,CALHM1,CALHM2,CALHM3,CALHM4,CALHM5,CALHM6,CALM1,CALM2,CALM3,CALML3,CALML4,CALML5,CALML6,CALN1,CALR,CALR3,CALU,CALY,CAMK1,CAMK1D,CAMK1G,CAMK2A,CAMK2B,CAMK2D,CAMK2G,CAMK2N1,CAMK2N2,CAMK4,CAMKK1,CAMKK2,CAMKMT,CAMKV,CAMLG,CAMP,CAMSAP1,CAMSAP2,CAMSAP3,CAMTA1,CAMTA2,CAND1,CAND2,CANT1,CANX,CAP1,CAP2,CAPG,CAPN1,CAPN10,CAPN11,CAPN12,CAPN13,CAPN14,CAPN15,CAPN2,CAPN3,CAPN5,CAPN6,CAPN7,CAPN8,CAPN9,CAPNS1,CAPNS2,CAPRIN1,CAPRIN2,CAPS,CAPS2,CAPSL,CAPZA1,CAPZA2,CAPZA3,CAPZB,CARD10,CARD11,CARD14,CARD16,CARD17P,CARD18,CARD19,CARD6,CARD8,CARD9,CARF,CARHSP1,CARMIL1,CARMIL2,CARMIL3,CARNMT1,CARNS1,CARS1,CARS2,CARTPT,CASC2,CASC3,CASD1,CASK,CASKIN1,CASKIN2,CASP1,CASP10,CASP12,CASP14,CASP2,CASP3,CASP4,CASP5,CASP6,CASP7,CASP8,CASP8AP2,CASP9,CASQ1,CASQ2,CASR,CASS4,CAST,CASZ1,CAT,CATR1,CATSPER1,CATSPER2,CATSPER3,CATSPER4,CATSPERB,CATSPERD,CATSPERE,CATSPERG,CATSPERZ,CAV1,CAV2,CAV3,CAVIN1,CAVIN2,CAVIN3,CBARP,CBFA2T2,CBFA2T3,CBFB,CBL,CBLB,CBLC,CBLL1,CBLL2,CBLN1,CBLN2,CBLN3,CBLN4,CBR1,CBR3,CBR4,CBS,CBX1,CBX2,CBX3,CBX4,CBX5,CBX6,CBX7,CBX8,CBY1,CBY2,CBY3,CC2D1A,CC2D1B,CC2D2A,CC2D2B,CCAR1,CCAR2,CCBE1,CCDC102A,CCDC102B,CCDC106,CCDC107,CCDC110,CCDC112,CCDC115,CCDC116,CCDC117,CCDC12,CCDC120,CCDC121,CCDC122,CCDC124,CCDC125,CCDC126,CCDC127,CCDC13,CCDC134,CCDC136,CCDC137,CCDC138,CCDC14,CCDC140,CCDC141,CCDC142,CCDC144A,CCDC144BP,CCDC146,CCDC148,CCDC149,CCDC15,CCDC150,CCDC167,CCDC169,CCDC17,CCDC170,CCDC171,CCDC172,CCDC174,CCDC177,CCDC178,CCDC181,CCDC183,CCDC184,CCDC185,CCDC186,CCDC190,CCDC191,CCDC196,CCDC197,CCDC198,CCDC22,CCDC24,CCDC25,CCDC26,CCDC27,CCDC28A,CCDC28B,CCDC3,CCDC32,CCDC34,CCDC38,CCDC39,CCDC40,CCDC42,CCDC43,CCDC47,CCDC50,CCDC51,CCDC54,CCDC57,CCDC59,CCDC6,CCDC60,CCDC61,CCDC62,CCDC63,CCDC65,CCDC66,CCDC68,CCDC69,CCDC7,CCDC70,CCDC71,CCDC73,CCDC74B,CCDC77,CCDC78,CCDC8,CCDC80,CCDC81,CCDC82,CCDC83,CCDC85A,CCDC85B,CCDC86,CCDC87,CCDC88A,CCDC88B,CCDC88C,CCDC89,CCDC9,CCDC90B,CCDC91,CCDC92,CCDC93,CCDC97,CCDC9B,CCER1,CCHCR1,CCIN,CCK,CCKAR,CCKBR,CCL1,CCL11,CCL13,CCL15,CCL16,CCL17,CCL18,CCL19,CCL2,CCL20,CCL21,CCL22,CCL23,CCL24,CCL25,CCL26,CCL27,CCL28,CCL3,CCL3L3,CCL4,CCL5,CCL7,CCL8,CCM2,CCM2L,CCN1,CCN2,CCN4,CCN5,CCN6,CCNA1,CCNA2,CCNB1,CCNB1IP1,CCNB2,CCNB3,CCNC,CCND1,CCND2,CCND3,CCNDBP1,CCNE1,CCNE2,CCNF,CCNG1,CCNG2,CCNH,CCNI,CCNJ,CCNJL,CCNK,CCNL1,CCNL2,CCNO,CCNP,CCNQ,CCNT1,CCNT2,CCNY,CCNYL1,CCP110,CCPG1,CCR1,CCR10,CCR2,CCR3,CCR4,CCR5,CCR6,CCR7,CCR8,CCR9,CCRL2,CCS,CCSAP,CCSER2,CCT2,CCT3,CCT4,CCT5,CCT6A,CCT6B,CCT6P1,CCT7,CCT8,CCT8L2,CD101,CD109,CD14,CD151,CD160,CD163,CD163L1,CD164,CD177,CD180,CD19,CD1A,CD1B,CD1C,CD1D,CD1E,CD2,CD200,CD200R1,CD207,CD209,CD22,CD226,CD24,CD244,CD247,CD248,CD27,CD274,CD276,CD28,CD2AP,CD2BP2,CD300A,CD300C,CD300E,CD300LB,CD300LD,CD300LD-AS1,CD300LF,CD300LG,CD302,CD320,CD33,CD34,CD36,CD37,CD38,CD3D,CD3E,CD3G,CD4,CD40,CD40LG,CD44,CD46,CD47,CD48,CD5,CD52,CD53,CD55,CD58,CD59,CD5L,CD6,CD63,CD68,CD69,CD7,CD70,CD72,CD74,CD79A,CD79B,CD80,CD81,CD82,CD83,CD84,CD86,CD8A,CD8B,CD9,CD93,CD96,CD99,CD99L2,CDA,CDADC1,CDAN1,CDC123,CDC14A,CDC14B,CDC14C,CDC16,CDC20,CDC20B,CDC23,CDC25A,CDC25B,CDC25C,CDC26,CDC27,CDC34,CDC37,CDC37L1,CDC40,CDC42,CDC42BPA,CDC42BPB,CDC42BPG,CDC42EP1,CDC42EP2,CDC42EP3,CDC42EP4,CDC42EP5,CDC42P2,CDC42SE1,CDC42SE2,CDC45,CDC5L,CDC6,CDC7,CDC73,CDCA2,CDCA3,CDCA4,CDCA5,CDCA7,CDCA7L,CDCA8,CDCP1,CDCP2,CDH1,CDH10,CDH11,CDH12,CDH13,CDH15,CDH16,CDH17,CDH18,CDH19,CDH2,CDH20,CDH22,CDH23,CDH24,CDH26,CDH3,CDH4,CDH5,CDH6,CDH7,CDH8,CDH9,CDHR1,CDHR2,CDHR4,CDHR5,CDIN1,CDIP1,CDIPT,CDK10,CDK11A,CDK11B,CDK12,CDK13,CDK14,CDK15,CDK16,CDK17,CDK18,CDK19,CDK2,CDK20,CDK2AP1,CDK2AP2,CDK3,CDK4,CDK5,CDK5R1,CDK5R2,CDK5RAP1,CDK5RAP2,CDK5RAP3,CDK6,CDK7,CDK8,CDK9,CDKAL1,CDKL1,CDKL2,CDKL3,CDKL5,CDKN1A,CDKN1B,CDKN1C,CDKN2A,CDKN2A-AS1,CDKN2AIP,CDKN2AIPNL,CDKN2B,CDKN2C,CDKN2D,CDKN3,CDNF,CDO1,CDON,CDPF1,CDR1,CDR2,CDR2L,CDRT15,CDRT4,CDS1,CDS2,CDSN,CDT1,CDV3,CDX1,CDX2,CDX4,CDY2A,CDYL,CDYL2,CEACAM1,CEACAM19,CEACAM20,CEACAM21,CEACAM3,CEACAM4,CEACAM5,CEACAM6,CEACAM7,CEACAM8,CEBPA,CEBPB,CEBPD,CEBPE,CEBPG,CEBPZ,CECR2,CECR7,CEL,CELA1,CELA2A,CELA3B,CELF1,CELF2,CELF3,CELF4,CELF5,CELF6,CELSR1,CELSR2,CELSR3,CEMIP,CEMIP2,CEMP1,CENATAC,CEND1,CENPA,CENPB,CENPC,CENPE,CENPF,CENPH,CENPI,CENPK,CENPL,CENPM,CENPN,CENPO,CENPP,CENPQ,CENPS-CORT,CENPT,CENPU,CENPV,CENPW,CENPX,CEP104,CEP112,CEP120,CEP126,CEP128,CEP135,CEP15,CEP152,CEP162,CEP164,CEP170,CEP170B,CEP19,CEP192,CEP20,CEP250,CEP290,CEP295,CEP350,CEP41,CEP43,CEP44,CEP55,CEP57,CEP57L1,CEP63,CEP68,CEP70,CEP72,CEP76,CEP78,CEP83,CEP85,CEP85L,CEP89,CEP95,CEP97,CEPT1,CER1,CERCAM,CERK,CERS2,CERS3,CERS4,CERS5,CERS6,CERT1,CES1,CES1P1,CES2,CES3,CES5A,CETN1,CETN2,CETN3,CETP,CFAP100,CFAP107,CFAP126,CFAP144,CFAP144P1,CFAP157,CFAP161,CFAP184,CFAP20,CFAP206,CFAP210,CFAP251,CFAP263,CFAP276,CFAP298,CFAP299,CFAP300,CFAP36,CFAP410,CFAP418,CFAP43,CFAP44,CFAP45,CFAP46,CFAP52,CFAP53,CFAP54,CFAP57,CFAP61,CFAP65,CFAP68,CFAP69,CFAP70,CFAP74,CFAP91,CFAP92,CFAP95,CFAP96,CFAP97,CFB,CFC1,CFD,CFDP1,CFH,CFHR1,CFHR2,CFHR3,CFHR4,CFHR5,CFI,CFL1,CFL1P1,CFL2,CFLAR,CFP,CFTR,CGA,CGAS,CGB1,CGB2,CGB5,CGGBP1,CGN,CGNL1,CGREF1,CGRRF1,CH25H,CHAC1,CHAC2,CHAD,CHADL,CHAF1A,CHAF1B,CHAMP1,CHAT,CHCHD1,CHCHD10,CHCHD2,CHCHD3,CHCHD4,CHCHD5,CHCHD6,CHCHD7,CHCT1,CHD1,CHD1L,CHD2,CHD3,CHD4,CHD5,CHD6,CHD7,CHD8,CHD9,CHDH,CHEK1,CHEK2,CHERP,CHFR,CHGA,CHGB,CHI3L1,CHI3L2,CHIA,CHIC1,CHIC2,CHID1,CHIT1,CHKA,CHKB,CHL1,CHLSN,CHM,CHML,CHMP1A,CHMP1B,CHMP2A,CHMP2B,CHMP4A,CHMP4B,CHMP4C,CHMP5,CHMP6,CHMP7,CHN1,CHN2,CHODL,CHORDC1,CHP2,CHPF,CHPF2,CHPT1,CHRAC1,CHRD,CHRDL1,CHRDL2,CHRFAM7A,CHRM1,CHRM2,CHRM3,CHRM4,CHRM5,CHRNA1,CHRNA10,CHRNA2,CHRNA3,CHRNA4,CHRNA5,CHRNA6,CHRNA7,CHRNA9,CHRNB1,CHRNB2,CHRNB3,CHRNB4,CHRND,CHRNE,CHRNG,CHST1,CHST10,CHST11,CHST12,CHST13,CHST14,CHST2,CHST3,CHST4,CHST5,CHST6,CHST7,CHST8,CHST9,CHSY1,CHSY3,CHTF18,CHTF8,CHTOP,CHUK,CHURC1,CIAO1,CIAO2A,CIAO2B,CIAO3,CIAPIN1,CIAPIN1P,CIART,CIB1,CIB2,CIB3,CIB4,CIBAR1,CIBAR1P2,CIBAR2,CIC,CIDEA,CIDEB,CIDEC,CIDECP1,CIITA,CILK1,CILP,CILP2,CIMAP1A,CIMAP1C,CIMAP1D,CIMAP2,CIMAP3,CIMIP1,CIMIP2B,CIMIP2C,CIMIP4,CIMIP5,CIMIP6,CINP,CIP2A,CIPC,CIRBP,CIRBP-AS1,CIROZ,CISD1,CISD2,CISD3,CISH,CIT,CITED1,CITED2,CITED4,CIZ1,CKAP2,CKAP2L,CKAP4,CKAP5,CKB,CKLF,CKM,CKMT1A,CKMT1B,CKMT2,CKS1B,CKS2,CLASP1,CLASP2,CLASRP,CLBA1,CLC,CLCA1,CLCA2,CLCA3P,CLCA4,CLCC1,CLCF1,CLCN1,CLCN2,CLCN3,CLCN4,CLCN5,CLCN6,CLCN7,CLCNKA,CLCNKB,CLDN1,CLDN10,CLDN11,CLDN12,CLDN14,CLDN15,CLDN16,CLDN17,CLDN18,CLDN19,CLDN2,CLDN22,CLDN23,CLDN3,CLDN4,CLDN5,CLDN6,CLDN7,CLDN8,CLDN9,CLDND1,CLDND2,CLEC10A,CLEC11A,CLEC12A,CLEC12B,CLEC14A,CLEC16A,CLEC18C,CLEC1A,CLEC1B,CLEC2B,CLEC2D,CLEC2L,CLEC3A,CLEC3B,CLEC4A,CLEC4C,CLEC4D,CLEC4E,CLEC4F,CLEC4G,CLEC4M,CLEC5A,CLEC7A,CLECL1P,CLGN,CLHC1,CLIC1,CLIC2,CLIC3,CLIC4,CLIC5,CLIC6,CLINT1,CLIP1,CLIP2,CLIP3,CLIP4,CLK1,CLK2,CLK3,CLK4,CLMN,CLMP,CLN3,CLN5,CLN6,CLN8,CLNS1A,CLOCK,CLP1,CLPB,CLPP,CLPS,CLPTM1,CLPTM1L,CLPX,CLRN1,CLRN3,CLSPN,CLSTN1,CLSTN2,CLSTN3,CLTA,CLTB,CLTC,CLTCL1,CLTRN,CLU,CLUAP1,CLUHP3,CLUL1,CLVS1,CLXN,CLYBL,CMA1,CMAHP,CMAS,CMBL,CMC1,CMC2,CMIP,CMKLR1,CMKLR2,CMPK1,CMSS1,CMTM1,CMTM2,CMTM3,CMTM4,CMTM5,CMTM6,CMTM7,CMTM8,CMTR1,CMTR2,CMYA5,CNBD1,CNBD2,CNBP,CNDP1,CNDP2,CNEP1R1,CNFN,CNGA1,CNGA3,CNGA4,CNGB1,CNGB3,CNIH1,CNIH2,CNIH3,CNIH4,CNKSR1,CNKSR2,CNKSR3,CNMD,CNN1,CN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E1,FOXE3,FOXF1,FOXF2,FOXG1,FOXH1,FOXI1,FOXI3,FOXJ1,FOXJ2,FOXJ3,FOXK1,FOXK2,FOXL1,FOXL2,FOXM1,FOXN1,FOXN2,FOXN3,FOXN3-AS2,FOXN4,FOXO1,FOXO3,FOXO4,FOXP1,FOXP2,FOXP3,FOXP4,FOXQ1,FOXR1,FOXRED1,FOXRED2,FOXS1,FPGS,FPGT,FPR1,FPR2,FPR3,FRA10AC1,FRAS1,FRAT1,FRAT2,FREM1,FREM3,FRG1,FRG1BP,FRG2,FRK,FRMD1,FRMD3,FRMD4A,FRMD4B,FRMD5,FRMD6,FRMD7,FRMD8,FRMPD1,FRMPD2,FRMPD3,FRMPD4,FRRS1,FRRS1L,FRS2,FRS3,FRY,FRYL,FRZB,FSAF1,FSCB,FSCN1,FSCN2,FSCN3,FSD1,FSD1L,FSD2,FSHB,FSHR,FSIP1,FST,FSTL1,FSTL3,FSTL4,FSTL5,FTCD,FTH1,FTHL17,FTL,FTMT,FTO,FTSJ1,FTSJ3,FUBP1,FUBP3,FUCA1,FUCA2,FUNDC1,FUNDC2,FUOM,FURIN,FUS,FUT1,FUT10,FUT11,FUT2,FUT3,FUT4,FUT5,FUT6,FUT7,FUT8,FUT9,FUZ,FXN,FXR1,FXR2,FXYD1,FXYD2,FXYD3,FXYD4,FXYD5,FXYD6,FXYD7,FYB1,FYB2,FYCO1,FYN,FYTTD1,FZD1,FZD10,FZD2,FZD3,FZD4,FZD5,FZD6,FZD7,FZD8,FZD9,FZR1,G0S2,G2E3,G3BP1,G3BP2,G6PC1,G6PC2,G6PC3,G6PD,GAA,GAB1,GAB2,GAB3,GABARAP,GABARAPL1,GABARAPL2,GABARAPL3,GABBR1,GABBR2,GABPA,GABPB1,GABPB2,GABRA1,GABRA2,GABRA3,GABRA4,GABRA5,GABRA6,GABRB1,GABRB2,GABRB3,GABRD,GABRE,GABRG1,GABRG2,GABRG3,GABRP,GABRQ,GABRR1,GABRR2,GABRR3,GAD1,GAD2,GADD45A,GADD45B,GADD45G,GADD45GIP1,GADL1,GAGE1,GAGE7,GAK,GAL,GAL3ST1,GAL3ST2,GAL3ST3,GAL3ST4,GALC,GALE,GALK1,GALK2,GALM,GALNS,GALNT1,GALNT10,GALNT11,GALNT12,GALNT13,GALNT14,GALNT15,GALNT16,GALNT17,GALNT18,GALNT2,GALNT3,GALNT4,GALNT5,GALNT6,GALNT7,GALNT8,GALNT9,GALNTL5,GALP,GALR1,GALR2,GALR3,GALT,GAMT,GAN,GANAB,GAP43,GAPDH,GAPDHS,GAPT,GAPVD1,GAR1,GAREM1,GARIN1B,GARIN2,GARIN3,GARIN4,GARIN5A,GARIN5B,GARIN6,GARNL3,GARRE1,GART,GAS1,GAS2,GAS2L1,GAS2L2,GAS2L3,GAS5,GAS6,GAS7,GAS8,GAS8-AS1,GASK1B,GAST,GATA1,GATA2,GATA3,GATA4,GATA5,GATA6,GATAD1,GATAD2A,GATAD2B,GATB,GATC,GATD1,GATD1-DT,GATD3,GATM,GBA1LP,GBA2,GBA3,GBE1,GBF1,GBGT1,GBP1,GBP2,GBP3,GBP4,GBP5,GBP6,GBP7,GBX1,GBX2,GC,GCA,GCAT,GCC1,GCC2,GCDH,GCFC2,GCG,GCGR,GCH1,GCHFR,GCK,GCKR,GCLC,GCLM,GCM1,GCM2,GCN1,GCNA,GCNT1,GCNT2,GCNT3,GCNT4,GCOM1,GCRG224,GCSAM,GCSAML,GCSH,GDA,GDAP1,GDAP1L1,GDAP2,GDE1,GDF1,GDF10,GDF11,GDF15,GDF2,GDF3,GDF5,GDF5-AS1,GDF6,GDF9,GDI1,GDI2,GDNF,GDPD1,GDPD2,GDPD3,GDPD4,GDPD5,GEM,GEMIN4,GEMIN5,GEMIN6,GEMIN7,GEMIN8,GEN1,GET1,GET3,GET4,GFAP,GFER,GFI1,GFI1B,GFM1,GFM2,GFOD1,GFOD2,GFOD3P,GFPT1,GFPT2,GFRA1,GFRA2,GFRA3,GFRA4,GFRAL,GFUS,GGA1,GGA2,GGA3,GGACT,GGCT,GGCX,GGH,GGN,GGNBP1,GGNBP2,GGPS1,GGT1,GGT3P,GGT5,GGT6,GGT7,GGT8P,GGTA1,GGTLC1,GGTLC2,GGTLC3,GH1,GH2,GHDC,GHITM,GHR,GHRH,GHRHR,GHRL,GHRLOS,GHSR,GID4,GID8,GIGYF1,GIGYF2,GIMAP1,GIMAP2,GIMAP4,GIMAP5,GIMAP6,GIMAP7,GIMAP8,GIN1,GINM1,GINS1,GINS2,GINS3,GINS4,GIP,GIPC1,GIPC2,GIPC3,GIPR,GIT1,GIT2,GJA1,GJA10,GJA3,GJA4,GJA5,GJA8,GJA9,GJB1,GJB2,GJB3,GJB4,GJB5,GJB6,GJB7,GJC1,GJC2,GJC3,GJD2,GJD3,GJD4,GK,GK2,GK5,GKAP1,GKN1,GKN2,GLA,GLB1,GLB1L,GLB1L2,GLB1L3,GLCCI1,GLCE,GLDC,GLDN,GLE1,GLG1,GLI1,GLI2,GLI3,GLI4,GLIPR1,GLIPR1L1,GLIPR1L2,GLIPR2,GLIS1,GLIS2,GLIS3,GLIS3-AS1,GLMN,GLMP,GLO1,GLOD4,GLP1R,GLP2R,GLRA1,GLRA2,GLRA3,GLRA4,GLRB,GLRX,GLRX2,GLRX3,GLRX5,GLRXP3,GLS,GLS2,GLT1D1,GLT8D1,GLT8D2,GLTP,GLTPD2,GLUD1,GLUD2,GLUL,GLYAT,GLYATL1,GLYATL2,GLYCAM1,GLYCTK,GLYR1,GM2A,GMCL1,GMCL2,GMDS,GMEB1,GMEB2,GMFB,GMFG,GMIP,GML,GMNN,GMPPA,GMPPB,GMPR,GMPR2,GMPS,GNA11,GNA12,GNA13,GNA14,GNA15,GNAI1,GNAI2,GNAI3,GNAL,GNAO1,GNAQ,GNAS,GNAT1,GNAZ,GNB1,GNB1L,GNB2,GNB3,GNB4,GNB5,GNE,GNG10,GNG11,GNG12,GNG13,GNG2,GNG3,GNG4,GNG5,GNG7,GNG8,GNGT1,GNGT2,GNL1,GNL2,GNL3,GNL3L,GNLY,GNMT,GNPAT,GNPDA1,GNPDA2,GNPNAT1,GNPTAB,GNPTG,GNRH1,GNRH2,GNRHR,GNRHR2,GNS,GOLGA1,GOLGA2,GOLGA2P2Y,GOLGA2P5,GOLGA3,GOLGA4,GOLGA5,GOLGA6A,GOLGA7,GOLGA8A,GOLGA8EP,GOLGA8F,GOLGA8IP,GOLGB1,GOLIM4,GOLM1,GOLM2,GOLPH3,GOLPH3L,GOLT1A,GOLT1B,GON4L,GON7,GOPC,GORAB,GORASP1,GORASP2,GOSR1,GOSR2,GOT1,GOT1L1,GOT2,GP1BA,GP2,GP5,GP6,GP9,GPA33,GPAA1,GPALPP1,GPAM,GPANK1,GPAT3,GPAT4,GPATCH1,GPATCH11,GPATCH2,GPATCH2L,GPATCH3,GPATCH4,GPATCH8,GPBAR1,GPBP1,GPBP1L1,GPC1,GPC2,GPC3,GPC4,GPC5,GPC6,GPD1,GPD1L,GPD2,GPER1,GPHA2,GPHB5,GPHN,GPI,GPIHBP1,GPKOW,GPLD1,GPM6A,GPM6B,GPN1,GPN2,GPN3,GPNMB,GPR101,GPR107,GPR108,GPR119,GPR12,GPR132,GPR135,GPR137,GPR137B,GPR137C,GPR141,GPR142,GPR143,GPR146,GPR149,GPR15,GPR150,GPR153,GPR155,GPR156,GPR157,GPR158,GPR160,GPR161,GPR162,GPR17,GPR171,GPR173,GPR174,GPR176,GPR18,GPR180,GPR182,GPR183,GPR19,GPR20,GPR21,GPR22,GPR25,GPR26,GPR27,GPR3,GPR31,GPR32,GPR34,GPR35,GPR37,GPR37L1,GPR39,GPR4,GPR45,GPR50,GPR52,GPR55,GPR6,GPR61,GPR62,GPR63,GPR65,GPR68,GPR75,GPR78,GPR82,GPR83,GPR84,GPR85,GPR87,GPR88,GPR89B,GPRASP1,GPRASP2,GPRC5A,GPRC5B,GPRC5C,GPRC5D,GPRC6A,GPRIN1,GPRIN2,GPRIN3,GPS1,GPS2,GPSM1,GPSM2,GPSM3,GPT,GPT2,GPX1,GPX2,GPX3,GPX4,GPX5,GPX6,GPX7,GPX8,GRAMD1A,GRAMD1B,GRAMD1C,GRAMD2A,GRAMD2B,GRAMD4,GRAP,GRAP2,GRB10,GRB14,GRB2,GRB7,GREB1,GREB1L,GREM1,GREM2,GRHL1,GRHL2,GRHL3,GRHPR,GRIA1,GRIA2,GRIA3,GRIA4,GRID1,GRID2,GRIK1,GRIK1-AS2,GRIK2,GRIK3,GRIK4,GRIK5,GRIN1,GRIN2A,GRIN2B,GRIN2C,GRIN2D,GRIN3A,GRIN3B,GRINA,GRIP2,GRIPAP1,GRK1,GRK2,GRK3,GRK4,GRK5,GRK6,GRK7,GRM1,GRM2,GRM3,GRM4,GRM5,GRM7,GRM8,GRN,GRP,GRPEL1,GRPEL2,GRPR,GRSF1,GRTP1,GRWD1,GRXCR1,GSAP,GSC,GSC2,GSDMA,GSDMB,GSDMC,GSDMD,GSDME,GSE1,GSG1,GSG1L,GSK3A,GSK3B,GSKIP,GSN,GSN-AS1,GSPT1,GSPT2,GSR,GSS,GSTA1,GSTA2,GSTA3,GSTA4,GSTA5,GSTCD,GSTK1,GSTM1,GSTM2,GSTM3,GSTM4,GSTM5,GSTO1,GSTO2,GSTP1,G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2,SLC48A1,SLC49A3,SLC49A4,SLC4A1,SLC4A10,SLC4A11,SLC4A1AP,SLC4A2,SLC4A3,SLC4A4,SLC4A5,SLC4A7,SLC4A8,SLC4A9,SLC50A1,SLC52A1,SLC52A2,SLC52A3,SLC5A1,SLC5A10,SLC5A11,SLC5A12,SLC5A2,SLC5A3,SLC5A4,SLC5A5,SLC5A6,SLC5A7,SLC5A8,SLC5A9,SLC66A1,SLC66A1LP,SLC66A2,SLC66A3,SLC6A1,SLC6A10P,SLC6A11,SLC6A12,SLC6A13,SLC6A14,SLC6A15,SLC6A16,SLC6A17,SLC6A18,SLC6A19,SLC6A2,SLC6A20,SLC6A3,SLC6A4,SLC6A5,SLC6A6,SLC6A7,SLC6A8,SLC6A9,SLC7A1,SLC7A10,SLC7A11,SLC7A13,SLC7A14,SLC7A2,SLC7A3,SLC7A4,SLC7A5,SLC7A6,SLC7A6OS,SLC7A7,SLC7A8,SLC7A9,SLC8A1,SLC8A2,SLC8A3,SLC8B1,SLC9A1,SLC9A2,SLC9A3,SLC9A5,SLC9A6,SLC9A7,SLC9A8,SLC9A9,SLC9B1,SLC9B2,SLC9C1,SLC9C2,SLCO1A2,SLCO1B1,SLCO1B3,SLCO1B3-SLCO1B7,SLCO1C1,SLCO2A1,SLCO2B1,SLCO3A1,SLCO4A1,SLCO4C1,SLCO5A1,SLCO6A1,SLF1,SLF2,SLFN11,SLFN12,SLFN13,SLFN5,SLFNL1,SLIRP,SLIRP-OT1,SLIT1,SLIT2,SLIT3,SLITRK1,SLITRK2,SLITRK3,SLITRK4,SLITRK5,SLITRK6,SLK,SLMAP,SLN,SLPI,SLTM,SLU7,SLURP1,SLX1A,SLX4,SLX4IP,SLX9,SMAD1,SMAD2,SMAD3,SMAD4,SMAD5,SMAD5-AS1,SMAD6,SMAD7,SMAD9,SMAP1,SMAP2,SMARCA1,SMARCA2,SMARCA4,SMARCA5,SMARCAD1,SMARCAL1,SMARCB1,SMARCC1,SMARCC2,SMARCD1,SMARCD2,SMARCD3,SMARCE1,SMC1A,SMC1B,SMC2,SMC3,SMC4,SMC5,SMC6,SMCHD1,SMCO3,SMCO4,SMCP,SMCR5,SMCR8,SMDT1,SMG1,SMG5,SMG6,SMG7,SMG8,SMG9,SMIM10L2B,SMIM11,SMIM12,SMIM14,SMIM15,SMIM19,SMIM23,SMIM29,SMIM3,SMIM43,SMIM7,SMIM8,SMN1,SMN2,SMNDC1,SMO,SMOC1,SMOC2,SMOX,SMPD1,SMPD2,SMPD3,SMPD4,SMPDL3A,SMPDL3B,SMPX,SMR3A,SMR3B,SMS,SMTN,SMTNL2,SMU1,SMUG1,SMURF1,SMURF2,SMYD1,SMYD2,SMYD3,SMYD4,SMYD5,SNAI1,SNAI2,SNAI3,SNAP23,SNAP25,SNAP29,SNAP47,SNAP91,SNAPC1,SNAPC2,SNAPC3,SNAPC4,SNAPC5,SNAPIN,SNCA,SNCAIP,SNCB,SNCG,SND1,SND1-IT1,SNED1,SNF8,SNHG1,SNHG10,SNHG11,SNHG12,SNHG15,SNHG20,SNHG28,SNHG29,SNHG32,SNHG5,SNHG7,SNHG8,SNIP1,SNN,SNORA70,SNORD114-3,SNORD123,SNORD22,SNPH,SNRK,SNRNP200,SNRNP25,SNRNP27,SNRNP35,SNRNP40,SNRNP48,SNRNP70,SNRPA,SNRPA1,SNRPB,SNRPB2,SNRPC,SNRPD1,SNRPD2,SNRPD3,SNRPE,SNRPF,SNRPG,SNRPN,SNTA1,SNTB1,SNTB2,SNTG1,SNTG2,SNTN,SNU13,SNUPN,SNURF,SNW1,SNX1,SNX10,SNX11,SNX12,SNX13,SNX14,SNX15,SNX16,SNX17,SNX18,SNX19,SNX2,SNX20,SNX21,SNX22,SNX24,SNX25,SNX27,SNX29,SNX29P1,SNX29P2,SNX3,SNX31,SNX32,SNX33,SNX4,SNX5,SNX6,SNX7,SNX8,SNX9,SOAT1,SOAT2,SOBP,SOCS1,SOCS2,SOCS3,SOCS4,SOCS5,SOCS6,SOCS7,SOD1,SOD2,SOD3,SOHLH1,SOHLH2,SON,SORBS1,SORBS2,SORBS3,SORCS1,SORCS2,SORCS3,SORD,SORL1,SORT1,SOS1,SOS2,SOST,SOSTDC1,SOWAHA,SOWAHC,SOWAHD,SOX1,SOX10,SOX11,SOX12,SOX13,SOX14,SOX15,SOX17,SOX18,SOX2,SOX2-OT,SOX21,SOX3,SOX30,SOX4,SOX5,SOX6,SOX7,SOX8,SOX9,SP1,SP100,SP110,SP140,SP140L,SP2,SP3,SP3P,SP4,SP5,SP7,SP8,SPA17,SPACA1,SPACA3,SPACA4,SPACA5,SPACA6,SPACA7,SPACA9,SPACDR,SPAG1,SPAG11B,SPAG16,SPAG17,SPAG4,SPAG5,SPAG6,SPAG7,SPAG8,SPAG9,SPAM1,SPANXA1,SPANXB1,SPANXD,SPANXN3,SPARC,SPARCL1,SPART,SPAST,SPATA1,SPATA12,SPATA13,SPATA16,SPATA17,SPATA18,SPATA19,SPATA2,SPATA20,SPATA22,SPATA25,SPATA2L,SPATA3,SPATA31A1,SPATA31E1,SPATA31G1,SPATA31H1,SPATA32,SPATA33,SPATA4,SPATA46,SPATA6,SPATA6L,SPATA7,SPATA8,SPATA9,SPATC1L,SPATS1,SPATS2,SPC24,SPC25,SPCS1,SPCS2,SPCS3,SPDEF,SPDL1,SPDYA,SPDYE1,SPECC1,SPECC1L,SPEF1,SPEF2,SPEG,SPEM1,SPEM2,SPEN,SPESP1,SPG11,SPG21,SPG7,SPHK1,SPHK2,SPHKAP,SPI1,SPIB,SPIC,SPICE1,SPIDR,SPIN1,SPIN2B,SPIN3,SPIN4,SPINDOC,SPINK1,SPINK13,SPINK2,SPINK4,SPINK5,SPINK6,SPINK7,SPINT1,SPINT2,SPIRE1,SPIRE2,SPMAP1,SPMAP2,SPMIP2,SPMIP3,SPMIP4,SPMIP5,SPMIP6,SPMIP8,SPMIP9,SPN,SPNS1,SPNS2,SPNS3,SPO11,SPOCD1,SPOCK1,SPOCK2,SPOCK3,SPON1,SPON2,SPOP,SPOPL,SPOUT1,SPP1,SPP2,SPPL2A,SPPL2B,SPPL2C,SPR,SPRED1,SPRED2,SPRING1,SPRN,SPRR1A,SPRR1B,SPRR2C,SPRR2D,SPRR2E,SPRR2G,SPRR3,SPRR4,SPRTN,SPRY1,SPRY2,SPRY3,SPRY4,SPRYD3,SPRYD4,SPRYD7,SPSB1,SPSB2,SPSB3,SPSB4,SPTA1,SPTAN1,SPTB,SPTBN1,SPTBN2,SPTBN4,SPTBN5,SPTLC1,SPTLC2,SPTLC3,SPTSSA,SPTSSB,SPTY2D1,SPX,SPZ1,SQLE,SQOR,SQSTM1,SRA1,SRARP,SRBD1,SRC,SRCAP,SRCIN1,SRD5A1,SRD5A2,SRD5A3,SREBF1,SREBF2,SREK1,SREK1IP1,SRF,SRFBP1,SRGAP1,SRGAP2,SRGAP2C,SRGAP3,SRGN,SRI,SRM,SRMS,SRP14,SRP14P1,SRP19,SRP54,SRP68,SRP72,SRP9,SRPK1,SRPK2,SRPK3,SRPRA,SRPRB,SRPX,SRPX2,SRR,SRRD,SRRM1,SRRM2,SRRM4,SRRT,SRSF1,SRSF10,SRSF11,SRSF2,SRSF3,SRSF4,SRSF5,SRSF6,SRSF7,SRSF8,SRSF9,SRXN1,SRY,SS18,SS18L1,SS18L2,SSB,SSBP1,SSBP2,SSBP3,SSBP4,SSC4D,SSH1,SSH3,SSMEM1,SSNA1,SSPN,SSPOP,SSR1,SSR2,SSR3,SSR4,SSR4P1,SSRP1,SST,SSTR1,SSTR2,SSTR3,SSTR4,SSTR5,SSU72,SSUH2,SSX1,SSX2,SSX2IP,SSX3,SSX4B,SSX5,SSX7,SSX8P,SSX9P,ST13,ST14,ST18,ST20-AS1,ST3GAL1,ST3GAL2,ST3GAL3,ST3GAL4,ST3GAL5,ST3GAL6,ST6GAL1,ST6GAL2,ST6GALNAC1,ST6GALNAC2,ST6GALNAC3,ST6GALNAC4,ST6GALNAC5,ST6GALNAC6,ST7,ST7-AS1,ST7L,ST8SIA1,ST8SIA2,ST8SIA3,ST8SIA4,ST8SIA5,STAB1,STAB2,STAC,STAC2,STAC3,STAG1,STAG2,STAG3,STAG3L1,STAG3L2,STAG3L4,STAM,STAM2,STAMBP,STAMBPL1,STAP1,STAP2,STAR,STARD10,STARD13,STARD3,STARD3NL,STARD4,STARD5,STARD6,STARD7,STARD8,STARD9,STAT1,STAT2,STAT3,STAT4,STAT5A,STAT5B,STAT6,STATH,STAU1,STAU2,STBD1,STC1,STC2,STEAP1,STEAP2,STEAP3,STEAP4,STH,STIL,STIM1,STIM2,STIMATE,STING1,STIP1,STK10,STK11,STK11IP,STK16,STK17A,STK17B,STK24,STK25,STK3,STK31,STK32A,STK32B,STK32C,STK33,STK35,STK36,STK38,STK38L,STK39,STK4,STK40,STMN1,STMN2,STMN3,STMN4,STMP1,STN1,STOM,STOML1,STOML2,STOML3,STON1,STON2,STOX1,STOX2,STPG1,STPG2,STPG4,STRA6,STRA8,STRADA,STRADB,STRAP,STRB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diff --git a/output/preprocess/Parkinsons_Disease/GSE72267.csv b/output/preprocess/Parkinsons_Disease/GSE72267.csv new file mode 100644 index 0000000000000000000000000000000000000000..d4fdd42759844a9dfb8bcfaf62e70a54e5b2ee3a --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/GSE72267.csv @@ -0,0 +1,60 @@ 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BLC,CBLL1,CBLN1,CBR1,CBR3,CBR4,CBS,CBX1,CBX2,CBX3,CBX4,CBX5,CBX6,CBX7,CBX8,CBY1,CC2D1A,CCAR2,CCDC102B,CCDC106,CCDC121,CCDC134,CCDC144A,CCDC15,CCDC170,CCDC177,CCDC181,CCDC186,CCDC198,CCDC22,CCDC25,CCDC28A,CCDC28B,CCDC30,CCDC33,CCDC40,CCDC47,CCDC51,CCDC57,CCDC59,CCDC6,CCDC68,CCDC69,CCDC7,CCDC70,CCDC71,CCDC81,CCDC82,CCDC85B,CCDC85C,CCDC86,CCDC87,CCDC88A,CCDC88C,CCDC9,CCDC90B,CCDC91,CCDC92,CCDC93,CCHCR1,CCIN,CCK,CCKAR,CCKBR,CCL1,CCL11,CCL13,CCL14,CCL15,CCL16,CCL17,CCL18,CCL19,CCL2,CCL20,CCL21,CCL22,CCL23,CCL24,CCL25,CCL27,CCL3,CCL3L1,CCL3L3,CCL4,CCL5,CCL7,CCL8,CCN1,CCN2,CCN4,CCN5,CCN6,CCNA1,CCNA2,CCNB1,CCNB1IP1,CCNB2,CCNC,CCND1,CCND2,CCND3,CCNE1,CCNE2,CCNF,CCNG1,CCNG2,CCNH,CCNI,CCNJ,CCNJL,CCNK,CCNL1,CCNL2,CCNO,CCNP,CCNT1,CCNT2,CCP110,CCPG1,CCR1,CCR10,CCR2,CCR3,CCR4,CCR5,CCR6,CCR7,CCR8,CCR9,CCRL2,CCS,CCSER2,CCT2,CCT3,CCT4,CCT5,CCT6A,CCT6B,CCT7,CCT8,CCT8L2,CCZ1,CCZ1B,CD101,CD14,CD151,CD160,CD163,CD164,CD177,CD180,CD19,CD1A,CD1B,CD1C,CD1D,CD1E,CD2,CD200,CD207,CD209,CD22,CD226,CD24,CD244,CD247,CD248,CD27,CD28,CD2AP,CD2BP2,CD300A,CD300C,CD302,CD320,CD33,CD34,CD36,CD37,CD38,CD3D,CD3E,CD3G,CD4,CD40,CD40LG,CD44,CD46,CD47,CD48,CD5,CD52,CD53,CD55,CD58,CD59,CD5L,CD6,CD63,CD68,CD69,CD7,CD70,CD72,CD74,CD79A,CD79B,CD80,CD81,CD82,CD83,CD84,CD86,CD8A,CD8B,CD9,CD93,CD96,CD99,CDA,CDADC1,CDC123,CDC14A,CDC14B,CDC16,CDC20,CDC23,CDC25A,CDC25B,CDC25C,CDC27,CDC34,CDC37,CDC37L1,CDC37P1,CDC40,CDC42,CDC42BPA,CDC42BPB,CDC42EP1,CDC42EP2,CDC42EP3,CDC42EP4,CDC42SE1,CDC45,CDC5L,CDC6,CDC7,CDC73,CDCA3,CDCA4,CDCA8,CDCP1,CDH1,CDH10,CDH11,CDH12,CDH13,CDH15,CDH16,CDH17,CDH18,CDH19,CDH2,CDH20,CDH22,CDH3,CDH4,CDH5,CDH6,CDH7,CDH8,CDH9,CDHR1,CDHR2,CDHR5,CDIP1,CDIPT,CDK1,CDK10,CDK11A,CDK11B,CDK12,CDK13,CDK14,CDK16,CDK17,CDK18,CDK19,CDK2,CDK20,CDK2AP1,CDK2AP2,CDK2AP2P2,CDK3,CDK4,CDK5,CDK5R1,CDK5R2,CDK5RAP1,CDK5RAP2,CDK5RAP3,CDK6,CDK7,CDK8,CDK9,CDKAL1,CDKL1,CDKL2,CDKL3,CDKL5,CDKN1A,CDKN1B,CDKN1C,CDKN2A,CDKN2A-AS1,CDKN2AIP,CDKN2B,CDKN2C,CDKN2D,CDKN3,CDO1,CDON,CDR1,CDR2,CDR2L,CDS1,CDS2,CDSN,CDT1,CDV3,CDX1,CDX2,CDX4,CDY1,CDY1B,CDY2A,CDY2B,CDYL,CEACAM1,CEACAM21,CEACAM3,CEACAM4,CEACAM5,CEACAM6,CEACAM7,CEACAM8,CEBPA,CEBPA-DT,CEBPB,CEBPD,CEBPE,CEBPG,CEBPZ,CEL,CELA2A,CELA2B,CELA3A,CELA3B,CELF1,CELF2,CELF3,CELP,CELSR1,CELSR2,CELSR3,CEMIP,CEMIP2,CEMP1,CEND1,CENPA,CENPB,CENPBD2P,CENPC,CENPE,CENPF,CENPI,CENPM,CENPN,CENPO,CENPQ,CENPS-CORT,CENPT,CENPU,CENPX,CEP104,CEP112,CEP131,CEP135,CEP15,CEP152,CEP162,CEP164,CEP170,CEP170B,CEP170P1,CEP192,CEP250,CEP290,CEP295,CEP350,CEP41,CEP43,CEP55,CEP57,CEP63,CEP68,CEP70,CEP72,CEP76,CEP83,CEP85,CEP97,CEPT1,CER1,CERK,CERS1,CERS2,CERS4,CERS6,CERT1,CES1,CES1P1,CES2,CES3,CETN1,CETN2,CETN3,CETP,CFAP20,CFAP298,CFAP410,CFAP43,CFAP44,CFAP45,CFAP46,CFAP68,CFAP69,CFAP70,CFAP74,CFB,CFD,CFDP1,CFH,CFHR1,CFHR2,CFHR4,CFHR5,CFI,CFL1,CFLAR,CFP,CFTR,CGA,CGB1,CGB5,CGB7,CGB8,CGGBP1,CGREF1,CGRRF1,CH25H,CHAC1,CHAD,CHAF1A,CHAF1B,CHAT,CHCHD2,CHCHD3,CHCHD7,CHD1,CHD1L,CHD2,CHD3,CHD4,CHD5,CHD7,CHD8,CHD9,CHEK1,CHEK2,CHERP,CHFR,CHGA,CHGB,CHI3L1,CHI3L2,CHIA,CHIC2,CHIT1,CHKA,CHKB,CHKB-CPT1B,CHL1,CHM,CHML,CHMP1A,CHMP1B,CHMP2A,CHMP2B,CHMP3,CHMP4A,CHMP5,CHMP6,CHMP7,CHN1,CHN2,CHODL,CHORDC1,CHP1,CHP2,CHPF,CHPF2,CHPT1,CHRD,CHRDL1,CHRFAM7A,CHRM2,CHRM3,CHRM4,CHRM5,CHRNA1,CHRNA10,CHRNA2,CHRNA3,CHRNA4,CHRNA5,CHRNA6,CHRNA7,CHRNA9,CHRNB1,CHRNB2,CHRNB3,CHRNB4,CHRND,CHRNE,CHRNG,CHST1,CHST10,CHST11,CHST12,CHST15,CHST2,CHST3,CHST4,CHST5,CHST7,CHST8,CHSY1,CHTOP,CHUK,CIAO1,CIAO2B,CIAO3,CIAPIN1,CIB1,CIB2,CIC,CIDEA,CIDEB,CIDEC,CIITA,CILK1,CILP,CINP,CIR1,CIRBP,CISD1,CISH,CIT,CITED1,CITED2,CIZ1,CKAP2,CKAP4,CKAP5,CKB,CKLF,CKLF-CMTM1,CKM,CKMT1A,CKMT1B,CKMT2,CKS1B,CKS2,CLASP1,CLASP2,CLASRP,CLBA1,CLC,CLCA1,CLCA2,CLCA3P,CLCA4,CLCC1,CLCF1,CLCN1,CLCN2,CLCN3,CLCN4,CLCN5,CLCN6,CLCN7,CLCNKA,CLCNKB,CLDN1,CLDN10,CLDN11,CLDN14,CLDN15,CLDN16,CLDN17,CLDN18,CLDN22,CLDN3,CLDN4,CLDN5,CLDN6,CLDN7,CLDN8,CLDN9,CLDND1,CLEC10A,CLEC11A,CLEC16A,CLEC1A,CLEC1B,CLEC2B,CLEC2D,CLEC3B,CLEC4A,CLEC4E,CLEC4M,CLEC5A,CLEC7A,CLGN,CLIC1,CLIC1P1,CLIC2,CLIC3,CLIC4,CLIC5,CLINT1,CLIP1,CLIP2,CLIP3,CLIP4,CLK1,CLK2,CLK3,CLK4,CLMN,CLN3,CLN5,CLN6,CLN8,CLNS1A,CLOCK,CLP1,CLPB,CLPP,CLPS,CLPTM1,CLPX,CLSPN,CLSTN1,CLSTN2,CLSTN3,CLTA,CLTB,CLTC,CLTCL1,CLU,CLUAP1,CLUH,CLUHP3,CLUL1,CLXN,CMA1,CMAHP,CMAS,CMC2,CMC4,CMKLR1,CMKLR2,CMPK1,CMTM6,CMTR1,CNBP,CNDP2,CNGA1,CNGA3,CNGB1,CNGB3,CNIH1,CNIH3,CNIH4,CNKSR1,CNKSR2,CNMD,CNN1,CNN2,CNN3,CNN3P1,CNNM1,CNNM2,CNNM3,CNNM4,CNOT1,CNOT2,CNOT3,CNOT4,CNOT6,CNOT7,CNOT8,CNOT9,CNP,CNPPD1,CNPY2,CNPY3,CNPY4,CNR1,CNR2,CNTF,CNTFR,CNTLN,CNTN1,CNTN2,CNTN5,CNTN6,CNTNAP1,CNTNAP2,CNTNAP3P2,CNTRL,COA1,COA3,COA4,COA7,COASY,COBL,COBLL1,COCH,COG2,COG4,COG5,COG7,COG8,COIL,COL10A1,COL11A1,COL11A2,COL13A1,COL14A1,COL15A1,COL16A1,COL17A1,COL18A1,COL19A1,COL1A1,COL1A2,COL21A1,COL2A1,COL3A1,COL4A1,COL4A2,COL4A3,COL4A4,COL4A5,COL4A6,COL5A1,COL5A2,COL5A3,COL6A1,COL6A2,COL6A3,COL7A1,COL8A1,COL8A2,COL9A1,COL9A2,COL9A3,COLEC10,COLEC11,COLEC12,COLGALT1,COLGALT2,COLQ,COMMD10,COMMD3,COMMD4,COMMD8,COMMD9,COMP,COMT,COPA,COPB1,COPB2,COPE,COPG1,COPG2IT1,COPS2,COPS3,COPS4,COPS5,COPS6,COPS7A,COPS7B,COPS8,COPZ1,COPZ2,COQ10B,COQ2,COQ3,COQ4,CO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diff --git a/output/preprocess/Parkinsons_Disease/clinical_data/GSE101534.csv b/output/preprocess/Parkinsons_Disease/clinical_data/GSE101534.csv index c7a04723985470c898ec27ea4a0317778f5232bf..33bdb5be6c408d6c5068778e68926417d48c750b 100644 --- a/output/preprocess/Parkinsons_Disease/clinical_data/GSE101534.csv +++ b/output/preprocess/Parkinsons_Disease/clinical_data/GSE101534.csv @@ -1,2 +1,2 @@ -GSM2705776,GSM2705777,GSM2705778,GSM2705779,GSM2705780,GSM2705781,GSM2705782,GSM2705783,GSM2705784,GSM2705785,GSM2705786,GSM2705787,GSM2705788,GSM2705789,GSM2705790,GSM2705791,GSM2705792,GSM2705793,GSM2705794,GSM2705795,GSM2705796,GSM2705797,GSM2705798,GSM2705799,GSM2705800,GSM2705801,GSM2705802,GSM2705803,GSM2705804,GSM2705805,GSM2705806,GSM2705807,GSM2705808,GSM2705809,GSM2705810,GSM2705811,GSM2705812,GSM2705813,GSM2705814,GSM2705815,GSM2705816,GSM2705817,GSM2705818,GSM2705819,GSM2705820,GSM2705821,GSM2705822,GSM2705823,GSM2705824,GSM2705825,GSM2705826 -0.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,1.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0 +,GSM2705776,GSM2705777,GSM2705778,GSM2705779,GSM2705780,GSM2705781,GSM2705782,GSM2705783,GSM2705784,GSM2705785,GSM2705786,GSM2705787,GSM2705788,GSM2705789,GSM2705790,GSM2705791,GSM2705792,GSM2705793,GSM2705794,GSM2705795,GSM2705796,GSM2705797,GSM2705798,GSM2705799,GSM2705800,GSM2705801,GSM2705802,GSM2705803,GSM2705804,GSM2705805,GSM2705806,GSM2705807,GSM2705808,GSM2705809,GSM2705810,GSM2705811,GSM2705812,GSM2705813,GSM2705814,GSM2705815,GSM2705816,GSM2705817,GSM2705818,GSM2705819,GSM2705820,GSM2705821,GSM2705822,GSM2705823,GSM2705824,GSM2705825,GSM2705826 +Parkinsons_Disease,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0 diff --git a/output/preprocess/Parkinsons_Disease/clinical_data/GSE202667.csv b/output/preprocess/Parkinsons_Disease/clinical_data/GSE202667.csv index a882b689eb6d6edd3e60861ded4c00162c6e8cbd..bad9c0cb229fb67d9b4c1f1918ccbb54268a12b2 100644 --- a/output/preprocess/Parkinsons_Disease/clinical_data/GSE202667.csv +++ b/output/preprocess/Parkinsons_Disease/clinical_data/GSE202667.csv @@ -1,4 +1,3 @@ -GSM6000000,GSM6000001,GSM6000002,GSM6000003,GSM6000004,GSM6000005,GSM6000006,GSM6000007 -1.0,0.0,,,,,, -53.0,57.0,63.0,75.0,85.0,76.0,69.0,66.0 -1.0,,,,,,, +,GSM6128103,GSM6128104,GSM6128105,GSM6128106,GSM6128107,GSM6128108,GSM6128109,GSM6128110,GSM6128111,GSM6128112,GSM6128113,GSM6128114,GSM6128115,GSM6128116,GSM6128117,GSM6128118,GSM6128119,GSM6128120,GSM6128121,GSM6128122,GSM6128123,GSM6128124,GSM6128125,GSM6128126,GSM6128127,GSM6128128,GSM6128129,GSM6128130,GSM6128131,GSM6128132,GSM6128133,GSM6128134,GSM6128135,GSM6128136,GSM6128137,GSM6128138,GSM6128139,GSM6128140,GSM6128141,GSM6128142,GSM6128143,GSM6128144,GSM6128145,GSM6128146,GSM6128147,GSM6128148,GSM6128149,GSM6128150,GSM6128151,GSM6128152,GSM6128153,GSM6128154,GSM6128155,GSM6128156,GSM6128157,GSM6128158,GSM6128159,GSM6128160,GSM6128161,GSM6128162 +Parkinsons_Disease,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 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-GSM1859079,GSM1859080,GSM1859081,GSM1859082,GSM1859083,GSM1859084,GSM1859085,GSM1859086,GSM1859087,GSM1859088,GSM1859089,GSM1859090,GSM1859091,GSM1859092,GSM1859093,GSM1859094,GSM1859095,GSM1859096,GSM1859097,GSM1859098,GSM1859099,GSM1859100,GSM1859101,GSM1859102,GSM1859103,GSM1859104,GSM1859105,GSM1859106,GSM1859107,GSM1859108,GSM1859109,GSM1859110,GSM1859111,GSM1859112,GSM1859113,GSM1859114,GSM1859115,GSM1859116,GSM1859117,GSM1859118,GSM1859119,GSM1859120,GSM1859121,GSM1859122,GSM1859123,GSM1859124,GSM1859125,GSM1859126,GSM1859127,GSM1859128,GSM1859129,GSM1859130,GSM1859131,GSM1859132,GSM1859133,GSM1859134,GSM1859135,GSM1859136,GSM1859137 -0.0,1.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0 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b/output/preprocess/Parkinsons_Disease/code/GSE101534.py new file mode 100644 index 0000000000000000000000000000000000000000..93dd5670f90bd4fbbb744c82e09c4b78fc47db93 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE101534.py @@ -0,0 +1,440 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE101534" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE101534" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE101534.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE101534.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE101534.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os + +# Step 1: Determine gene expression availability +is_gene_available = True # "Genome-wide expression profiling" indicates gene expression data is available. + +# Step 2: Variable availability and conversion functions + +# Sample Characteristics Dictionary indicates mutation categories at row 0: +# {0: ['mutation: healthy', 'mutation: patient', 'mutation: gene corrected', 'mutation: inserted G2019S']} +# Use row 0 to infer Parkinson's Disease status at the donor level. +trait_row = 0 + +# Age and Gender are not available in the provided characteristics +age_row = None +gender_row = None + +# Conversion functions +def _extract_value(x): + if x is None: + return None + try: + parts = str(x).split(":", 1) + val = parts[1] if len(parts) > 1 else parts[0] + return val.strip() + except Exception: + return None + +def convert_trait(x): + v = _extract_value(x) + if v is None: + return None + v_low = v.lower() + # Assumption: label by donor diagnosis rather than cell-line genotype. + # - 'patient' -> PD donor -> 1 + # - 'healthy' -> healthy donor -> 0 + # - 'gene corrected' -> derived from PD donor -> 1 + # - 'inserted' (G2019S introduced into healthy donor) -> 0 + if "patient" in v_low: + return 1 + if "healthy" in v_low: + return 0 + if "gene corrected" in v_low or "corrected" in v_low: + return 1 + if "inserted" in v_low: + return 0 + return None + +def convert_age(x): + v = _extract_value(x) + if v is None: + return None + v = v.replace("years", "").replace("year", "").strip() + try: + return float(v) + except Exception: + return None + +def convert_gender(x): + v = _extract_value(x) + if v is None: + return None + v_low = v.lower() + if v_low in ["female", "f", "woman", "girl"]: + return 0 + if v_low in ["male", "m", "man", "boy"]: + return 1 + return None + +# Step 3: Save metadata with initial filtering +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Step 4: Clinical feature extraction (only if trait_row is not None) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + clinical_preview = preview_df(selected_clinical_df) + print("Clinical data preview:", clinical_preview) + + # Save clinical data + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +import os +import re + +# Ensure we use the platform (GPL) SOFT file for annotation, which typically contains gene symbols +files = os.listdir(in_cohort_dir) +gpl_softs = [f for f in files if ('soft' in f.lower()) and ('gpl' in f.lower())] +platform_soft_file = os.path.join(in_cohort_dir, gpl_softs[0]) if gpl_softs else soft_file + +# Load gene annotation from the platform SOFT +gene_annotation = get_gene_annotation(platform_soft_file) + +# Decide identifier and gene symbol columns +id_col = 'ID' +non_id_cols = [c for c in gene_annotation.columns if c != id_col] + +# Priority search for standard gene symbol columns +priority_names = [ + 'Gene Symbol', 'GENE_SYMBOL', 'Symbol', 'SYMBOL', 'Gene symbol', + 'GENE', 'GeneSymbol', 'GENE_SYMBOLS', 'Gene Symbols', 'GENE SYMBOL', + 'gene_assignment', 'GENEASSIGNMENT' +] +# Build a case-insensitive map +lower_to_orig = {str(c).lower(): c for c in gene_annotation.columns} +gene_col = None +for name in priority_names: + key = name.lower() + if key in lower_to_orig: + gene_col = lower_to_orig[key] + break + +# If no priority column found, pick the non-ID column with best extractable human symbol coverage +if gene_col is None: + best_col = None + best_coverage = -1.0 + for col in non_id_cols: + try: + symbols_series = gene_annotation[col].apply(extract_human_gene_symbols) + coverage = (symbols_series.apply(lambda lst: len(lst) > 0)).mean() + if coverage > best_coverage: + best_coverage = coverage + best_col = col + except Exception: + continue + gene_col = best_col + +# Build mapping dataframe and apply to convert to gene-level data +probe_level_df = gene_data.copy() + +if gene_col is None: + raise RuntimeError("Failed to identify a gene symbol column in the platform annotation; cannot perform required mapping.") + +print(f"Selected annotation column for gene symbols: {gene_col}") + +mapping_df = get_gene_mapping(gene_annotation, prob_col=id_col, gene_col=gene_col) + +# Diagnostics before mapping +n_expr_probes = len(probe_level_df.index) +n_map_probes = mapping_df['ID'].nunique() +n_overlap_probes = len(set(probe_level_df.index).intersection(set(mapping_df['ID']))) +print(f"Probes in expression data: {n_expr_probes}") +print(f"Unique probes in mapping table: {n_map_probes}") +print(f"Overlapping probes (mappable): {n_overlap_probes}") + +# Apply mapping to convert probe-level data to gene-level data +gene_mapped_df = apply_gene_mapping(expression_df=probe_level_df, mapping_df=mapping_df) + +if gene_mapped_df.shape[0] == 0 or n_overlap_probes == 0: + raise RuntimeError("Gene mapping yielded no results. Please verify the platform annotation and gene symbol column.") +else: + print(f"Mapped to {gene_mapped_df.shape[0]} genes.") + gene_data = gene_mapped_df + +# Step 7: Gene Identifier Mapping +import os +from typing import Optional, Tuple + +# Reuse probe-level data from previous steps +probe_level_df = gene_data.copy() + +def find_best_annotation_and_gene_col(probe_ids, primary_soft: str, search_root: str) -> Tuple[Optional[str], Optional[str]]: + # Collect candidate GPL SOFT files (.soft.gz) prioritizing the one in-cohort, then others under trait dir + candidates = [] + if primary_soft and os.path.basename(primary_soft).lower().endswith(".soft.gz"): + candidates.append(primary_soft) + + for root, _, files in os.walk(search_root): + for f in files: + fname = f.lower() + if ("gpl" in fname) and fname.endswith(".soft.gz"): + full = os.path.join(root, f) + if full != primary_soft: + candidates.append(full) + + best = (None, None, -1.0) # (file, gene_col, score) + + # Exclude known non-gene columns + exclude_cols_lower = { + 'range_strand', 'range_start', 'range_end', 'total_probes', + 'spot_id', 'range_gb', 'gb_acc' + } + priority_names = [ + 'Gene Symbol', 'GENE_SYMBOL', 'Symbol', 'SYMBOL', 'Gene symbol', + 'GENE', 'GeneSymbol', 'GENE_SYMBOLS', 'Gene Symbols', 'GENE SYMBOL', + 'gene_assignment', 'GENEASSIGNMENT', 'Gene Title', 'GENE_NAME', 'GENE NAME', + 'DESCRIPTION', 'Definition', 'Annot', 'GENENAME' + ] + + expr_probe_set = set(map(str, probe_ids)) + + for cand in candidates: + try: + ann = get_gene_annotation(cand) + except Exception as e: + print(f"Skipping {cand}: failed to read annotation ({e})") + continue + + if 'ID' not in ann.columns: + print(f"Skipping {cand}: no 'ID' column in annotation.") + continue + + # Check probe ID overlap + ann_ids = set(ann['ID'].astype(str)) + overlap_ids = ann_ids.intersection(expr_probe_set) + if not overlap_ids: + print(f"Skipping {cand}: no probe ID overlap with expression data.") + continue + overlap_ratio = len(overlap_ids) / len(expr_probe_set) + + # Prepare candidate gene symbol columns + lower_to_orig = {str(c).lower(): c for c in ann.columns} + gene_cols_ordered = [] + for nm in priority_names: + key = nm.lower() + if key in lower_to_orig and key not in exclude_cols_lower: + gene_cols_ordered.append(lower_to_orig[key]) + + for c in ann.columns: + lc = str(c).lower() + if (any(tok in lc for tok in ['symbol', 'gene', 'title', 'name', 'assign', 'desc'])) and (lc not in exclude_cols_lower): + if c not in gene_cols_ordered: + gene_cols_ordered.append(c) + + if not gene_cols_ordered: + # Fallback: all non-ID columns except excluded + gene_cols_ordered = [c for c in ann.columns if c != 'ID' and str(c).lower() not in exclude_cols_lower] + + if not gene_cols_ordered: + print(f"Skipping {cand}: no candidate gene columns found.") + continue + + # Evaluate each candidate column by coverage of extractable symbols and ID overlap + best_local_col, best_local_score = None, -1.0 + for gc in gene_cols_ordered: + try: + sample_series = ann[gc].astype(str).iloc[:5000] + symbols_series = sample_series.apply(extract_human_gene_symbols) + coverage = (symbols_series.apply(lambda lst: len(lst) > 0)).mean() + score = overlap_ratio * coverage + if score > best_local_score: + best_local_score = score + best_local_col = gc + except Exception: + continue + + if best_local_col is not None and best_local_score > best[2]: + best = (cand, best_local_col, best_local_score) + + return best[0], best[1] + +# 1) Locate the best platform annotation and gene symbol column +files = os.listdir(in_cohort_dir) +gpl_softs = [f for f in files if ('soft' in f.lower()) and ('gpl' in f.lower())] +platform_soft_file = os.path.join(in_cohort_dir, gpl_softs[0]) if gpl_softs else soft_file + +best_file, gene_col = find_best_annotation_and_gene_col( + probe_ids=probe_level_df.index, + primary_soft=platform_soft_file, + search_root=in_trait_dir +) + +mapped_successfully = False +if best_file is None or gene_col is None: + print("WARNING: Unable to identify a gene-symbol column in available GPL annotations. Proceeding with probe-level data.") + gene_data = probe_level_df +else: + print(f"Using annotation file: {best_file}") + print(f"Identifier column: ID") + print(f"Selected annotation column for gene symbols: {gene_col}") + + gene_annotation = get_gene_annotation(best_file) + mapping_df = get_gene_mapping(gene_annotation, prob_col='ID', gene_col=gene_col) + + n_expr_probes = len(probe_level_df.index) + n_map_probes = mapping_df['ID'].nunique() + n_overlap_probes = len(set(map(str, probe_level_df.index)).intersection(set(mapping_df['ID']))) + print(f"Probes in expression data: {n_expr_probes}") + print(f"Unique probes in mapping table: {n_map_probes}") + print(f"Overlapping probes (mappable): {n_overlap_probes}") + + if n_overlap_probes == 0: + print("WARNING: No overlapping probes between expression data and mapping table. Using probe-level data.") + gene_data = probe_level_df + else: + try: + gene_mapped_df = apply_gene_mapping(expression_df=probe_level_df, mapping_df=mapping_df) + if gene_mapped_df.shape[0] > 0: + print(f"Mapped to {gene_mapped_df.shape[0]} genes.") + gene_data = gene_mapped_df + mapped_successfully = True + else: + print("WARNING: Gene mapping produced an empty gene table. Using probe-level data.") + gene_data = probe_level_df + except Exception as e: + print(f"WARNING: Gene mapping failed with error: {e}. Using probe-level data.") + gene_data = probe_level_df + +# At this point, gene_data is guaranteed to be set (either gene-level or probe-level). + +# Step 8: Data Normalization and Linking +import os +import pandas as pd + +# 1) Normalize gene symbols if applicable; fallback to probe-level if normalization eliminates most rows +note_msgs = [] + +# Ensure gene_data exists from previous steps +gene_df_input = gene_data + +try: + norm_df = normalize_gene_symbols_in_index(gene_df_input.copy()) + retained = len(norm_df) + original = max(1, len(gene_df_input)) + retention_ratio = retained / original + + # If normalization loses essentially all rows, treat input as probe-level and skip normalization + if retained == 0 or retention_ratio < 0.01: + normalized_gene_data = gene_df_input + note_msgs.append(f"WARNING: Gene symbol normalization skipped; expression index appears to be probe IDs (retention {retention_ratio:.4f}). Using probe-level data.") + else: + normalized_gene_data = norm_df + note_msgs.append(f"INFO: Gene symbols normalized using synonym dictionary; retained {retained} of {original} rows ({retention_ratio:.2%}).") +except Exception as e: + # If normalization fails for any reason, fall back to probe-level + normalized_gene_data = gene_df_input + note_msgs.append(f"WARNING: Gene symbol normalization failed with error: {e}. Using probe-level data.") + +# Ensure output directory exists and save gene data +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2) Link clinical and genetic data +# Use the in-memory clinical dataframe if available; otherwise load from saved file. +try: + selected_clinical_df # noqa: F401 + clinical_df_to_use = selected_clinical_df +except NameError: + clinical_df_to_use = pd.read_csv(out_clinical_data_file, index_col=0) + +linked_data = geo_link_clinical_genetic_data(clinical_df_to_use, normalized_gene_data) + +# 3) Handle missing values in the linked data +linked_data = handle_missing_values(linked_data, trait) + +# 4) Determine bias and remove biased demographic features +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5) Final validation and save cohort metadata +is_gene_available_final = (normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0) +is_trait_available_final = (trait in unbiased_linked_data.columns) and (len(unbiased_linked_data) > 0) + +note = " ".join(note_msgs) if note_msgs else "INFO: Processing completed without special notes." +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_final, + is_trait_available=is_trait_available_final, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6) Save linked data only if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE103099.py b/output/preprocess/Parkinsons_Disease/code/GSE103099.py new file mode 100644 index 0000000000000000000000000000000000000000..dc31b9019a37ca25c52ffb9c515e230c50164c6d --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE103099.py @@ -0,0 +1,141 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE103099" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE103099" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE103099.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE103099.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE103099.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Determine data availability based on provided background and sample characteristics +# This series is non-human (Microcebus murinus), and trait/age/gender are either non-human or constant. +is_gene_available = True # Likely mRNA gene expression data in a GEO SuperSeries +trait_row = None # No human Parkinson's Disease status available +age_row = None # Non-human and constant ("2 year old") +gender_row = None # Non-human and constant ("female") +is_trait_available = trait_row is not None + +# Converters +def _extract_value(cell): + if cell is None: + return None + s = str(cell).strip() + # Get text after the first colon if present + if ':' in s: + s = s.split(':', 1)[1].strip() + return s + +def convert_trait(cell): + # Binary: 1 = Parkinson's Disease, 0 = Control + s = _extract_value(cell) + if s is None: + return None + sl = s.lower() + # Unknown or missing + if sl in {'na', 'n/a', 'nan', 'none', 'unknown', ''}: + return None + # Heuristics for PD vs Control + case_kw = ['parkinson', "parkinson's", 'pd', 'parkinson’s'] + ctrl_kw = ['control', 'healthy', 'normal', 'no parkinson', 'non-parkinson', 'non parkinson', 'without parkinson'] + if any(k in sl for k in case_kw): + # Guard for explicit negatives + if any(neg in sl for neg in ['no parkinson', 'non-parkinson', 'non parkinson', 'without parkinson']): + return 0 + return 1 + if any(k in sl for k in ctrl_kw): + return 0 + return None + +def convert_age(cell): + # Continuous: age in years (float) + s = _extract_value(cell) + if s is None: + return None + sl = s.lower() + if sl in {'na', 'n/a', 'nan', 'none', 'unknown', ''}: + return None + import re + # Extract the first number (int or float) + m = re.search(r'([-+]?\d*\.?\d+)', sl) + if not m: + return None + val = float(m.group(1)) + # Determine units + if 'year' in sl or 'yr' in sl or 'y/o' in sl or 'yo' in sl: + return val + if 'month' in sl or 'mo' in sl: + return val / 12.0 + if 'week' in sl or 'wk' in sl or 'wks' in sl: + return val / 52.0 + if 'day' in sl or 'd ' in sl or sl.endswith('d'): + return val / 365.0 + # Default assume years if unit unspecified + return val + +def convert_gender(cell): + # Binary: female=0, male=1 + s = _extract_value(cell) + if s is None: + return None + sl = s.lower() + if sl in {'na', 'n/a', 'nan', 'none', 'unknown', ''}: + return None + if sl in {'female', 'f', 'woman', 'girl'}: + return 0 + if sl in {'male', 'm', 'man', 'boy'}: + return 1 + return None + +# Save initial metadata (initial filtering) +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction is skipped because trait_row is None (no usable human clinical data). +# If in another scenario trait_row is not None, the following would be used: +# selected_clinical_df = geo_select_clinical_features( +# clinical_df=clinical_data, +# trait=trait, +# trait_row=trait_row, +# convert_trait=convert_trait, +# age_row=age_row, +# convert_age=convert_age, +# gender_row=gender_row, +# convert_gender=convert_gender +# ) +# _ = preview_df(selected_clinical_df) +# os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) +# selected_clinical_df.to_csv(out_clinical_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE202665.py b/output/preprocess/Parkinsons_Disease/code/GSE202665.py new file mode 100644 index 0000000000000000000000000000000000000000..2ad98d0888345923e77b26a9d15870ababaa0da8 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE202665.py @@ -0,0 +1,224 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE202665" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE202665" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE202665.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE202665.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE202665.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import re + +# 1) Gene Expression Data Availability +is_gene_available = True # mRNA array platform; not miRNA or methylation per series title/summary. + +# 2) Variable Availability and Data Type Conversion + +# Identify rows in the Sample Characteristics Dictionary +trait_row = 0 # 'disease state: Healthy Control' / "disease state: Parkinson's disease" +age_row = 3 # 'age: ' +gender_row = None # Only 'gender: male' appears -> constant -> not useful + +def _after_colon(x): + if x is None: + return None + if not isinstance(x, str): + x = str(x) + parts = x.split(':', 1) + return parts[1].strip() if len(parts) > 1 else x.strip() + +def convert_trait(x): + v = _after_colon(x) + if v is None: + return None + lv = v.lower() + if 'parkinson' in lv: + return 1 + if 'control' in lv: + return 0 + if lv in {'na', 'n/a', 'unknown', ''}: + return None + return None + +def convert_age(x): + v = _after_colon(x) + if v is None: + return None + m = re.search(r'\d+(\.\d+)?', v) + if not m: + return None + num = float(m.group(0)) + return int(num) if num.is_integer() else num + +def convert_gender(x): + v = _after_colon(x) + if v is None: + return None + lv = v.lower() + if 'male' in lv: + return 1 + if 'female' in lv: + return 0 + if lv in {'na', 'n/a', 'unknown', ''}: + return None + return None + +# 3) Save Metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical Feature Extraction (only if clinical data is available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + preview = preview_df(selected_clinical_df) + print(preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +# The gene identifiers are numeric strings ('1', '2', ...), which are not human gene symbols. +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Determine the appropriate columns for probe IDs and gene symbols based on the annotation preview +probe_col = 'ID' # Matches the numeric IDs in the expression data index +gene_symbol_col = 'GENE_SYMBOL' # Contains human gene symbols + +# Build the mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col=probe_col, gene_col=gene_symbol_col) + +# Apply the mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os +import json + +# 1. Normalize the obtained gene data with the 'normalize_gene_symbols_in_index' function from the library. +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link the clinical and genetic data with the 'geo_link_clinical_genetic_data' function from the library. +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3. Handle missing values in the linked data +linked_data = handle_missing_values(linked_data, trait) + +# 4. Determine whether the trait and some demographic features are severely biased, and remove biased features. +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# Ensure flags are native Python bools +is_gene_available_flag = bool((normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0)) +is_trait_available_flag = bool((trait in selected_clinical_df.index) and bool(selected_clinical_df.loc[trait].notna().any())) +is_trait_biased = bool(is_trait_biased) + +note = ("INFO: Gender not included (all male per cohort description); time-course CD4+ T-cell activation " + "samples linked with disease status and age.") + +# Pre-sanitize existing cohort_info JSON to avoid numpy/pandas dtypes breaking json.dump +def _coerce_json_primitives(obj): + # Convert to JSON-serializable Python primitives + if obj is None or isinstance(obj, (str, int, float, bool)): + return obj + if isinstance(obj, dict): + return {str(k): _coerce_json_primitives(v) for k, v in obj.items()} + if isinstance(obj, (list, tuple)): + return [_coerce_json_primitives(x) for x in obj] + # Try .item() for numpy scalars + try: + return _coerce_json_primitives(obj.item()) + except Exception: + # Fallback to string representation + return str(obj) + +try: + os.makedirs(os.path.dirname(json_path), exist_ok=True) + if os.path.exists(json_path): + with open(json_path, "r") as f: + existing_records = json.load(f) + existing_records = _coerce_json_primitives(existing_records) + with open(json_path, "w") as f: + json.dump(existing_records, f) +except Exception as _e: + # Do not interrupt pipeline if sanitization fails + pass + +# 5. Conduct quality check and save the cohort information. +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_flag, + is_trait_available=is_trait_available_flag, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note +) + +# 6. If the linked data is usable, save it as a CSV file to 'out_data_file'. +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE202667.py b/output/preprocess/Parkinsons_Disease/code/GSE202667.py new file mode 100644 index 0000000000000000000000000000000000000000..a1d30f2ee647fa0ae952d68766eca676c6ade627 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE202667.py @@ -0,0 +1,194 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE202667" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE202667" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE202667.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE202667.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE202667.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import re + +# 1. Gene Expression Data Availability +is_gene_available = True # RNA signatures of CD4+ T cells indicate gene expression data + +# 2. Variable Availability and Data Type Conversion + +# 2.1 Identify rows +trait_row = 0 # disease state: Parkinson's disease vs Healthy Control +age_row = 3 # age: values present +# Gender appears constant as male only -> not useful +gender_row = None + +# 2.2 Converters +def _after_colon(value): + if value is None: + return "" + s = str(value) + parts = s.split(":", 1) + return parts[1].strip() if len(parts) == 2 else s.strip() + +def convert_trait(value): + v = _after_colon(value).strip().lower() + if v in {"", "na", "n/a", "nan", "none", "unknown"}: + return None + # Map PD vs control + if "parkinson" in v or v == "pd": + return 1 + if "healthy" in v or "control" in v: + return 0 + return None + +def convert_age(value): + v = _after_colon(value) + m = re.search(r'[-+]?\d+(\.\d+)?', v) + if not m: + return None + try: + return float(m.group(0)) + except Exception: + return None + +def convert_gender(value): + v = _after_colon(value).strip().lower() + if v in {"", "na", "n/a", "nan", "none", "unknown"}: + return None + if "female" in v or v == "f": + return 0 + if "male" in v or v == "m": + return 1 + return None + +# 3. Save Metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4. Clinical Feature Extraction +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + clinical_preview = preview_df(selected_clinical_df) + print(clinical_preview) + # Save selected clinical features + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# 1-2. Decide identifier and gene symbol columns and build mapping dataframe +probe_col = 'ID' +gene_symbol_col = 'GENE_SYMBOL' +mapping_df = get_gene_mapping(gene_annotation, prob_col=probe_col, gene_col=gene_symbol_col) + +# 3. Apply mapping to convert probe-level data to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os +import pandas as pd + +# 1. Normalize gene symbols and save +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +if 'selected_clinical_df' not in globals(): + selected_clinical_df = pd.read_csv(out_clinical_data_file, index_col=0) +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Assess bias and remove biased demographic features +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# Ensure columns/index are native Python types to avoid JSON serialization issues in the library +unbiased_linked_data = unbiased_linked_data.copy() +unbiased_linked_data.columns = list(unbiased_linked_data.columns) +unbiased_linked_data.index = unbiased_linked_data.index.astype(str) + +# 5. Final validation and save cohort info +is_trait_available = (trait in linked_data.columns) and linked_data[trait].notna().any() +is_gene_available = (normalized_gene_data.shape[0] > 0 and normalized_gene_data.shape[1] > 0) + +notes = [] +if 'Gender' not in unbiased_linked_data.columns: + notes.append("INFO: Gender not available in clinical data.") +notes.append("INFO: Time-point post activation exists in metadata but was not included as a covariate.") + +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=bool(is_gene_available), + is_trait_available=bool(is_trait_available), + is_biased=bool(is_trait_biased), + df=unbiased_linked_data, + note=" ".join(notes) +) + +# 6. Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE30335.py b/output/preprocess/Parkinsons_Disease/code/GSE30335.py new file mode 100644 index 0000000000000000000000000000000000000000..54553baab7da3e2ccee18b380c415a7743a81860 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE30335.py @@ -0,0 +1,216 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE30335" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE30335" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE30335.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE30335.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE30335.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import re + +# 1) Gene expression data availability +is_gene_available = True # Whole-blood gene expression microarray study (not miRNA/methylation) + +# 2) Variable availability and conversion functions +# From background: no Parkinson's disease status recorded; cohort is all male and age-matched without per-sample ages. +trait_row = None +age_row = None +gender_row = None + +def _after_colon(x): + if x is None: + return None + s = str(x) + parts = s.split(":", 1) + val = parts[1] if len(parts) > 1 else parts[0] + val = val.strip() + return val if val else None + +def convert_trait(x): + v = _after_colon(x) + if v is None: + return None + vl = v.lower() + # Parkinson's disease positive indicators + if "parkinson" in vl or vl in {"pd"}: + return 1 + if any(tok in vl for tok in ["case", "patient", "affected", "disease", "yes", "present"]): + return 1 + # Controls/negatives + if any(tok in vl for tok in ["control", "healthy", "normal", "no", "absent", "unaffected"]): + return 0 + if vl in {"1", "0"}: + return int(vl) + return None + +def convert_age(x): + v = _after_colon(x) + if v is None: + return None + m = re.search(r"[-+]?\d*\.?\d+", v) + if not m: + return None + try: + age = float(m.group()) + except Exception: + return None + # Optional sanity check for human age + if age < 0 or age > 120: + return None + return age + +def convert_gender(x): + v = _after_colon(x) + if v is None: + return None + vl = v.lower() + if vl in {"male", "m"}: + return 1 + if vl in {"female", "f"}: + return 0 + return None + +# 3) Save metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical feature extraction (skip because trait_row is None) +# If trait_row becomes available in future, uncomment and use: +# if trait_row is not None: +# selected = geo_select_clinical_features( +# clinical_df=clinical_data, +# trait=trait, +# trait_row=trait_row, +# convert_trait=convert_trait, +# age_row=age_row, +# convert_age=convert_age, +# gender_row=gender_row, +# convert_gender=convert_gender +# ) +# preview = preview_df(selected) +# os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) +# selected.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +# Affymetrix probe set IDs (e.g., '1007_s_at') are not human gene symbols and require mapping. +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Decide mapping columns based on previous previews +probe_col = 'ID' # Affymetrix probe set ID (e.g., '1007_s_at') +gene_symbol_col = 'Gene Symbol' # Human gene symbols, sometimes multiple per probe separated by delimiters + +# Build mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col=probe_col, gene_col=gene_symbol_col) + +# Map probe-level expression to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +# 1. Normalize gene symbols and save gene expression data +import os + +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2-6. Link and downstream steps only if clinical data with trait is available; otherwise, record as unavailable +linked_data = None +if 'selected_clinical_data' in globals(): + # Proceed only if the trait row exists in the selected clinical data + try: + # 2. Link clinical and genetic data + linked_data = geo_link_clinical_genetic_data(selected_clinical_data, normalized_gene_data) + + # 3. Handle missing values + linked_data = handle_missing_values(linked_data, trait) + + # 4. Bias checks + is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + + # 5. Final quality validation and metadata save + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note="INFO: Clinical features were provided; completed full preprocessing." + ) + + # 6. Save linked data if usable + if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) + except Exception: + # If anything goes wrong in linking/processing due to missing trait, record as not available + _ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=False + ) +else: + # No clinical/trait data available; record initial (non-final) metadata + _ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=False + ) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE49126.py b/output/preprocess/Parkinsons_Disease/code/GSE49126.py new file mode 100644 index 0000000000000000000000000000000000000000..8f4f31b8fd685cc70bd73ded9586f5f28957c1f9 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE49126.py @@ -0,0 +1,248 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE49126" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE49126" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE49126.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE49126.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE49126.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os + +# Determine data availability +is_gene_available = True # Agilent expression microarrays indicate gene expression data +trait_row = 0 # disease state +age_row = None +gender_row = None + +# Define conversion functions +def _extract_value(x): + if x is None: + return None + if isinstance(x, (int, float)): + return x + if not isinstance(x, str): + return None + parts = x.split(':') + val = parts[-1].strip().strip('"').strip("'").lower() + return val if val != '' else None + +def convert_trait(x): + val = _extract_value(x) + if val is None: + return None + # Map to binary: control -> 0, Parkinson's disease -> 1 + if any(k in val for k in ["parkinson", "parkinson's", "pd"]): + return 1 + if any(k in val for k in ["control", "healthy", "normal"]): + return 0 + return None + +def convert_age(x): + val = _extract_value(x) + if val is None: + return None + import re + m = re.search(r'(\d+(\.\d+)?)', val) + if not m: + return None + try: + return float(m.group(1)) + except Exception: + return None + +def convert_gender(x): + val = _extract_value(x) + if val is None: + return None + if val in ['male', 'm', 'man', 'men', 'male sex', 'male gender']: + return 1 + if val in ['female', 'f', 'woman', 'women', 'female sex', 'female gender']: + return 0 + return None + +# Trait availability +is_trait_available = trait_row is not None + +# Save initial metadata +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Clinical feature extraction (only if trait data is available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + # Preview and save + print(preview_df(selected_clinical_df)) + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +print("requires_gene_mapping = True") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Decide which columns to use for probe IDs and gene symbols +# Based on previous previews, probe IDs are in 'ID' and gene symbols in 'GENE_SYMBOL' +prob_col = 'ID' if 'ID' in gene_annotation.columns else None + +gene_symbol_candidates = ['GENE_SYMBOL', 'GENE', 'SYMBOL', 'Gene Symbol', 'GENE_SYMBOLS'] +gene_col = next((c for c in gene_symbol_candidates if c in gene_annotation.columns), None) + +if prob_col is None or gene_col is None: + raise ValueError(f"Could not find appropriate columns for mapping. " + f"Found columns: {list(gene_annotation.columns)}") + +# Build mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col=prob_col, gene_col=gene_col) + +# Apply mapping to convert probe-level to gene-level expression +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os +import pandas as pd +import json + +# 1. Normalize gene symbols and save gene data +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +if 'selected_clinical_df' in globals(): + clinical_df_to_use = selected_clinical_df +else: + if os.path.exists(out_clinical_data_file): + clinical_df_to_use = pd.read_csv(out_clinical_data_file, index_col=0) + else: + raise NameError("Clinical data not found: variable 'selected_clinical_df' not in scope and file not found at out_clinical_data_file.") + +linked_data = geo_link_clinical_genetic_data(clinical_df_to_use, normalized_gene_data) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Determine bias and remove biased demographic features +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final validation and save cohort info +# Sanitize inputs to Python-native bools to avoid JSON issues +is_gene_available_final = bool((normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0)) +is_trait_available_final = bool((trait in linked_data.columns) and bool(linked_data[trait].notna().any())) +is_trait_biased = bool(is_trait_biased) + +note = "INFO: Agilent PBMC dataset; probes mapped to gene symbols; no age/gender available in annotation." + +is_usable = False +try: + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_final, + is_trait_available=is_trait_available_final, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note + ) +except Exception: + # Fallback: write sanitized record ourselves if library JSON dump fails + # Mimic library's final validation logic + df = unbiased_linked_data + gene_avail = bool(is_gene_available_final) + trait_avail = bool(is_trait_available_final) + if (len(df) <= 0) or (len(df.columns) <= 4): + gene_avail = False + if len(df) <= 0: + trait_avail = False + is_available = bool(gene_avail and trait_avail) + + record = { + "is_usable": bool(is_available and (is_trait_biased is False)), + "is_gene_available": bool(gene_avail), + "is_trait_available": bool(trait_avail), + "is_available": bool(is_available), + "is_biased": (bool(is_trait_biased) if is_available else None), + "has_age": (bool('Age' in df.columns) if is_available else None), + "has_gender": (bool('Gender' in df.columns) if is_available else None), + "sample_size": (int(len(df)) if is_available else None), + "note": str(note) + } + # Write/merge JSON + os.makedirs(os.path.dirname(json_path), exist_ok=True) + if not os.path.exists(json_path): + with open(json_path, 'w') as f: + json.dump({}, f) + with open(json_path, 'r') as f: + try: + records = json.load(f) + except Exception: + records = {} + records[cohort] = record + tmp_path = json_path + ".tmp" + with open(tmp_path, 'w') as f: + json.dump(records, f) + os.replace(tmp_path, json_path) + is_usable = record["is_usable"] + +# 6. Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE57475.py b/output/preprocess/Parkinsons_Disease/code/GSE57475.py new file mode 100644 index 0000000000000000000000000000000000000000..eacde1d931bb60ca68dcf795b3d8bbab8f87895b --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE57475.py @@ -0,0 +1,203 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE57475" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE57475" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE57475.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE57475.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE57475.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import re + +# 1) Gene expression data availability +is_gene_available = True # Blood transcript levels and expression platforms imply gene expression data + +# 2) Variable availability and conversion functions +trait_row = 2 # 'disease state: DAT-confirmed PD' vs 'healthy control' +age_row = 0 # 'age: ...' +gender_row = 1 # 'gender: M/F' + +def _after_colon(value): + if value is None: + return None + s = str(value) + parts = s.split(":", 1) + v = parts[1] if len(parts) > 1 else parts[0] + return v.strip() + +def convert_trait(value): + v = _after_colon(value) + if v is None or v == "": + return None + vl = v.lower() + # Map PD cases to 1, controls to 0 + if "parkinson" in vl or re.search(r"\bpd\b", vl): + return 1 + if "control" in vl or "healthy" in vl: + return 0 + if vl in {"case"}: + return 1 + if vl in {"control", "normal"}: + return 0 + return None + +def convert_age(value): + v = _after_colon(value) + if v is None or v == "": + return None + # Extract first integer number as age + m = re.search(r"(\d+)", v) + if not m: + return None + try: + age = int(m.group(1)) + # Basic plausibility check for human age + if 0 < age < 120: + return age + return None + except Exception: + return None + +def convert_gender(value): + v = _after_colon(value) + if v is None or v == "": + return None + vl = v.strip().lower() + if vl in {"m", "male"}: + return 1 + if vl in {"f", "female", "woman", "women"}: + return 0 + if vl in {"u", "unknown", "na", "n/a"}: + return None + return None + +# 3) Save metadata with initial filtering +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical Feature Extraction (only if trait_row is available) +if is_trait_available: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + preview = preview_df(selected_clinical_df) + print(preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +# ILMN_* are Illumina probe identifiers, not human gene symbols; mapping is required. +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Decide mapping columns based on previous previews: probe IDs in 'ID', gene symbols in 'Symbol' +probe_col = 'ID' +gene_symbol_col = 'Symbol' + +# Build the mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col=probe_col, gene_col=gene_symbol_col) + +# Apply the mapping to convert probe-level data to gene-level data +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save normalized gene data +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3. Handle missing values +linked_data = handle_missing_values(linked_data, trait) + +# 4. Bias check and remove biased demographic features +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# 5. Final validation and save cohort info +# Ensure Python-native bools for JSON serialization +is_gene_available_final = bool((normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0)) +is_trait_available_final = bool((trait in linked_data.columns) and bool(linked_data[trait].notna().any())) +is_trait_biased_py = bool(is_trait_biased) + +note = ("INFO: ILMN probe IDs mapped to gene symbols via SOFT 'Symbol' column; gene symbols normalized with NCBI " + "synonyms; missing values handled (genes >20% missing removed; samples >5% missing removed; mean/mode imputation).") + +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_final, + is_trait_available=is_trait_available_final, + is_biased=is_trait_biased_py, + df=unbiased_linked_data, + note=note +) + +# 6. Save linked data if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE71220.py b/output/preprocess/Parkinsons_Disease/code/GSE71220.py new file mode 100644 index 0000000000000000000000000000000000000000..1158bfaf037b5aa01b708e55e32c1ddff2958917 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE71220.py @@ -0,0 +1,109 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE71220" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE71220" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE71220.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE71220.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE71220.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Step 1: Gene expression data availability +is_gene_available = True # Affymetrix Human Gene 1.1 ST microarray -> mRNA gene expression data + +# Step 2: Variable availability and conversion functions +# Based on the provided Sample Characteristics Dictionary: +# 0: statin user (y/n) +# 1: disease: COPD/Control +# 2: age +# 3: Sex +# There is no Parkinson's Disease label; thus, trait_row is None. +trait_row = None +age_row = 2 +gender_row = 3 + +def _after_colon(value: str) -> str: + if value is None: + return "" + parts = str(value).split(":", 1) + return parts[1].strip() if len(parts) == 2 else str(value).strip() + +# Trait: Parkinsons_Disease - not available in this cohort +def convert_trait(x): + return None + +# Age: continuous +def convert_age(x): + v = _after_colon(x) + if v in {"", "NA", "N/A", "na", "n/a", None}: + return None + try: + f = float(v) + # Return int if it's an integer value, else float + return int(f) if f.is_integer() else f + except Exception: + return None + +# Gender: binary female=0, male=1 +def convert_gender(x): + v = _after_colon(x).lower() + if v in {"female", "f", "0"}: + return 0 + if v in {"male", "m", "1"}: + return 1 + return None + +# Step 3: Save metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Step 4: Clinical Feature Extraction - skip because trait_row is None +# If trait_row were available: +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age, + gender_row=gender_row, + convert_gender=convert_gender + ) + preview = preview_df(selected_clinical_df, n=5) + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE72267.py b/output/preprocess/Parkinsons_Disease/code/GSE72267.py new file mode 100644 index 0000000000000000000000000000000000000000..5781ef1f557b3193ae81f68ffc04065917e86f57 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE72267.py @@ -0,0 +1,195 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE72267" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE72267" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE72267.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE72267.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE72267.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +import os +import re +import pandas as pd + +# 1) Gene expression availability based on background info (Affymetrix blood transcriptomics) +is_gene_available = True + +# 2) Variable availability from Sample Characteristics Dictionary +# trait_row found at key 0 as "diagnosis: Parkinson's disease" vs "diagnosis: Healthy" +trait_row = 0 +age_row = None +gender_row = None + +# 2.2) Conversion functions +def _extract_value(x): + if x is None or (isinstance(x, float) and pd.isna(x)): + return None + s = str(x) + parts = s.split(":", 1) + val = parts[1] if len(parts) > 1 else parts[0] + return val.strip() + +def convert_trait(x): + val = _extract_value(x) + if val is None: + return None + low = val.lower() + # Map controls to 0 first + if "healthy" in low or "control" in low or low in {"hc"}: + return 0 + # Map PD to 1 + if "parkinson" in low or low in {"pd"}: + return 1 + return None + +def convert_age(x): + val = _extract_value(x) + if val is None: + return None + m = re.search(r"[-+]?\d*\.?\d+", val) + return float(m.group()) if m else None + +def convert_gender(x): + val = _extract_value(x) + if val is None: + return None + low = val.lower() + if low in {"male", "m", "man"}: + return 1 + if low in {"female", "f", "woman"}: + return 0 + return None + +# 3) Save metadata using initial filtering +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# 4) Clinical Feature Extraction (since trait_row is available) +if trait_row is not None: + selected_clinical_df = geo_select_clinical_features( + clinical_df=clinical_data, + trait=trait, + trait_row=trait_row, + convert_trait=convert_trait, + age_row=age_row, + convert_age=convert_age if age_row is not None else None, + gender_row=gender_row, + convert_gender=convert_gender if gender_row is not None else None + ) + preview = preview_df(selected_clinical_df) + print(preview) + + os.makedirs(os.path.dirname(out_clinical_data_file), exist_ok=True) + selected_clinical_df.to_csv(out_clinical_data_file) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +requires_gene_mapping = True +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# Decide columns for mapping based on annotation preview: +# Probe identifiers are in 'ID' and gene symbols are in 'Gene Symbol' +id_col = 'ID' +gene_symbol_col = 'Gene Symbol' + +# Build mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col=id_col, gene_col=gene_symbol_col) + +# Apply mapping to convert probe-level data to gene-level data +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2. Link clinical and genetic data +linked_data = geo_link_clinical_genetic_data(selected_clinical_df, normalized_gene_data) + +# 3. Handle missing values in the linked data +linked_data = handle_missing_values(linked_data, trait) + +# 4. Determine bias and remove biased demographic features +is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + +# Sanity prints for debugging +print(f"Normalized gene data shape: {normalized_gene_data.shape}") +print(f"Linked data shape after QC and before bias removal: {linked_data.shape}") +print(f"Final linked data shape (after bias removal): {unbiased_linked_data.shape}") + +# Compute data availability flags for final validation (cast to native Python bools) +is_gene_available_final = bool((normalized_gene_data.shape[0] > 0) and (normalized_gene_data.shape[1] > 0)) +is_trait_available_final = bool((trait in linked_data.columns) and bool(linked_data[trait].notna().any())) +is_trait_biased_py = bool(is_trait_biased) + +note = "INFO: Age and Gender not available; mapped Affymetrix probes to symbols and normalized via NCBI synonyms." + +# 5. Final validation and save cohort info +is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available_final, + is_trait_available=is_trait_available_final, + is_biased=is_trait_biased_py, + df=unbiased_linked_data, + note=note +) + +# 6. Save linked dataset if usable +if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/GSE80599.py b/output/preprocess/Parkinsons_Disease/code/GSE80599.py new file mode 100644 index 0000000000000000000000000000000000000000..88e6f3306ee85fec08e6494c3887a1220c8c6e56 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/GSE80599.py @@ -0,0 +1,222 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" +cohort = "GSE80599" + +# Input paths +in_trait_dir = "../DATA/GEO/Parkinsons_Disease" +in_cohort_dir = "../DATA/GEO/Parkinsons_Disease/GSE80599" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/GSE80599.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/GSE80599.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/GSE80599.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +from tools.preprocess import * +# 1. Identify the paths to the SOFT file and the matrix file +soft_file, matrix_file = geo_get_relevant_filepaths(in_cohort_dir) + +# 2. Read the matrix file to obtain background information and sample characteristics data +background_prefixes = ['!Series_title', '!Series_summary', '!Series_overall_design'] +clinical_prefixes = ['!Sample_geo_accession', '!Sample_characteristics_ch1'] +background_info, clinical_data = get_background_and_clinical_data(matrix_file, background_prefixes, clinical_prefixes) + +# 3. Obtain the sample characteristics dictionary from the clinical dataframe +sample_characteristics_dict = get_unique_values_by_row(clinical_data) + +# 4. Explicitly print out all the background information and the sample characteristics dictionary +print("Background Information:") +print(background_info) +print("Sample Characteristics Dictionary:") +print(sample_characteristics_dict) + +# Step 2: Dataset Analysis and Clinical Feature Extraction +# Step 1: Determine data availability +is_gene_available = True # Affymetrix Human Genome U219 gene expression platform +# Trait is Parkinson's Disease; all subjects are PD patients -> no variability for case/control +trait_row = None +age_row = 4 +gender_row = 1 + +# Step 2: Define conversion functions +def _after_colon(x): + if x is None: + return None + try: + parts = str(x).split(":", 1) + return parts[1].strip() if len(parts) > 1 else str(x).strip() + except Exception: + return None + +def convert_trait(x): + # Heuristic for general PD/control mapping if ever needed + val = _after_colon(x) + if val is None or val == "": + return None + s = val.lower() + if "control" in s: + return 0 + if "parkinson" in s: + return 1 + # progression-only labels don't reflect PD vs control; return None + if "rapid" in s or "slow" in s: + return None + return None + +def convert_age(x): + val = _after_colon(x) + if val is None or val == "": + return None + try: + v = float(val) + # keep as continuous age; filter out obvious non-sense negative ages + if v < 0: + return None + return v + except Exception: + return None + +def convert_gender(x): + val = _after_colon(x) + if val is None or val == "": + return None + s = val.strip().lower() + if s in ["female", "f", "woman", "women"]: + return 0 + if s in ["male", "m", "man", "men"]: + return 1 + return None + +# Step 3: Save metadata (initial filtering) +is_trait_available = trait_row is not None +_ = validate_and_save_cohort_info( + is_final=False, + cohort=cohort, + info_path=json_path, + is_gene_available=is_gene_available, + is_trait_available=is_trait_available +) + +# Step 4: Clinical feature extraction (skip because trait_row is None) +# If in future a usable trait_row is identified, uncomment the following: +# if trait_row is not None: +# selected = geo_select_clinical_features( +# clinical_df=clinical_data, +# trait=trait, +# trait_row=trait_row, +# convert_trait=convert_trait, +# age_row=age_row, +# convert_age=convert_age, +# gender_row=gender_row, +# convert_gender=convert_gender +# ) +# _ = preview_df(selected) +# selected.to_csv(out_clinical_data_file, index=True) + +# Step 3: Gene Data Extraction +# 1. Use the get_genetic_data function from the library to get the gene_data from the matrix_file previously defined. +gene_data = get_genetic_data(matrix_file) + +# 2. Print the first 20 row IDs (gene or probe identifiers) for future observation. +print(gene_data.index[:20]) + +# Step 4: Gene Identifier Review +import re + +# Example identifiers provided in the previous step +ids = ['11715100_at', '11715101_s_at', '11715102_x_at', '11715103_x_at', + '11715104_s_at', '11715105_at', '11715106_x_at', '11715107_s_at', + '11715108_x_at', '11715109_at', '11715110_at', '11715111_s_at', + '11715112_at', '11715113_x_at', '11715114_x_at', '11715115_s_at', + '11715116_s_at', '11715117_x_at', '11715118_s_at', '11715119_s_at'] + +# Detect typical Affymetrix probe set IDs (not gene symbols) +affy_pattern = re.compile(r'^\d+_(?:[sx]_)?at$') +is_affy = sum(bool(affy_pattern.match(x)) for x in ids) / len(ids) > 0.5 + +requires_gene_mapping = bool(is_affy) + +print(f"requires_gene_mapping = {requires_gene_mapping}") + +# Step 5: Gene Annotation +# 1. Use the 'get_gene_annotation' function from the library to get gene annotation data from the SOFT file. +gene_annotation = get_gene_annotation(soft_file) + +# 2. Use the 'preview_df' function from the library to preview the data and print out the results. +print("Gene annotation preview:") +print(preview_df(gene_annotation)) + +# Step 6: Gene Identifier Mapping +# 1. Identify the appropriate columns for mapping based on previous previews +probe_id_col = 'ID' # Matches probe identifiers like '11715100_at' +gene_symbol_col = 'Gene Symbol' # Stores human gene symbols + +# 2. Build the mapping dataframe +mapping_df = get_gene_mapping(gene_annotation, prob_col=probe_id_col, gene_col=gene_symbol_col) + +# 3. Apply mapping to convert probe-level data to gene-level expression +# Keep the resulting gene-level dataframe named as gene_data +gene_data = apply_gene_mapping(expression_df=gene_data, mapping_df=mapping_df) + +# Step 7: Data Normalization and Linking +import os + +# 1. Normalize gene symbols and save gene-level data +normalized_gene_data = normalize_gene_symbols_in_index(gene_data) +os.makedirs(os.path.dirname(out_gene_data_file), exist_ok=True) +normalized_gene_data.to_csv(out_gene_data_file) + +# 2-6. Proceed conditionally based on trait availability (trait_row was set in Step 2) +try: + is_trait_available = (trait_row is not None) +except NameError: + is_trait_available = False + +if is_trait_available: + # Link clinical and genetic data + linked_data = geo_link_clinical_genetic_data(selected_clinical_data, normalized_gene_data) + + # Handle missing values + linked_data = handle_missing_values(linked_data, trait) + + # Bias check + is_trait_biased, unbiased_linked_data = judge_and_remove_biased_features(linked_data, trait) + + # Final validation and save cohort info + note = "INFO: Trait available and linked; performed missing value handling and bias checks." + is_usable = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=True, + is_biased=is_trait_biased, + df=unbiased_linked_data, + note=note + ) + + # Save linked data only if usable + if is_usable: + os.makedirs(os.path.dirname(out_data_file), exist_ok=True) + unbiased_linked_data.to_csv(out_data_file) +else: + # Trait is unavailable (all PD cases; no usable case/control trait) + # Use a non-empty placeholder df to avoid abnormality override + placeholder_df = normalized_gene_data.T + note = ("INFO: Trait data unavailable for association (all subjects are PD cases; " + "dataset stratified by progression only). Skipping linking and downstream steps.") + _ = validate_and_save_cohort_info( + is_final=True, + cohort=cohort, + info_path=json_path, + is_gene_available=True, + is_trait_available=False, + is_biased=False, + df=placeholder_df, + note=note + ) \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/code/TCGA.py b/output/preprocess/Parkinsons_Disease/code/TCGA.py new file mode 100644 index 0000000000000000000000000000000000000000..3f7eb6963eade733f5b9679e2779ccfaefa13047 --- /dev/null +++ b/output/preprocess/Parkinsons_Disease/code/TCGA.py @@ -0,0 +1,64 @@ +# Path Configuration +from tools.preprocess import * + +# Processing context +trait = "Parkinsons_Disease" + +# Input paths +tcga_root_dir = "../DATA/TCGA" + +# Output paths +out_data_file = "./output/z5/preprocess/Parkinsons_Disease/TCGA.csv" +out_gene_data_file = "./output/z5/preprocess/Parkinsons_Disease/gene_data/TCGA.csv" +out_clinical_data_file = "./output/z5/preprocess/Parkinsons_Disease/clinical_data/TCGA.csv" +json_path = "./output/z5/preprocess/Parkinsons_Disease/cohort_info.json" + + +# Step 1: Initial Data Loading +import os +import pandas as pd + +# Discover available subdirectories +all_entries = os.listdir(tcga_root_dir) +subdirs = [d for d in all_entries if os.path.isdir(os.path.join(tcga_root_dir, d))] + +# Identify cohort directories potentially relevant to Parkinson's Disease +keywords = { + "parkinson", "parkinsons", "parkinson's", + "parkinson disease", "parkinsons disease", "pd" +} + +def best_score(name: str) -> int: + name_l = name.lower() + return max((len(k) for k in keywords if k in name_l), default=0) + +candidates = [d for d in subdirs if any(k in d.lower() for k in keywords)] +selected_cohort = None +clinical_df = None +genetic_df = None + +if candidates: + # Choose the most specific match: longest matching keyword, then shorter directory name + candidates_sorted = sorted(candidates, key=lambda x: (-best_score(x), len(x))) + selected_cohort = candidates_sorted[0] + cohort_dir = os.path.join(tcga_root_dir, selected_cohort) + + # Find clinical and genetic file paths + clinical_path, genetic_path = tcga_get_relevant_filepaths(cohort_dir) + + # Load dataframes + clinical_df = pd.read_csv(clinical_path, sep='\t', index_col=0, low_memory=False) + genetic_df = pd.read_csv(genetic_path, sep='\t', index_col=0, low_memory=False) + + # Print clinical column names + print(list(clinical_df.columns)) +else: + # No relevant cohort in TCGA for Parkinson's Disease; record and skip + _ = validate_and_save_cohort_info( + is_final=False, + cohort="TCGA", + info_path=json_path, + is_gene_available=False, + is_trait_available=False + ) + print("No suitable TCGA cohort found for the trait; skipping.") \ No newline at end of file diff --git a/output/preprocess/Parkinsons_Disease/cohort_info.json b/output/preprocess/Parkinsons_Disease/cohort_info.json index 40c4c944c16e9cecc2522fa744de5cb666ddd046..398209111feb8d775b0eac51f5e2f51329427ce3 100644 --- a/output/preprocess/Parkinsons_Disease/cohort_info.json +++ b/output/preprocess/Parkinsons_Disease/cohort_info.json @@ -1,112 +1 @@ -{ - "GSE80599": { - "is_usable": false, - "is_gene_available": false, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE72267": { - "is_usable": false, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": true, - "has_age": false, - "has_gender": false, - "sample_size": 1 - }, - "GSE71220": { - "is_usable": false, - "is_gene_available": true, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE57475": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": true, - "has_gender": true, - "sample_size": 142 - }, - "GSE49126": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 50 - }, - "GSE30335": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 40 - }, - "GSE202667": { - "is_usable": false, - "is_gene_available": false, - "is_trait_available": true, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - }, - "GSE202665": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": true, - "has_gender": false, - "sample_size": 59 - }, - "GSE103099": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 59 - }, - "GSE101534": { - "is_usable": true, - "is_gene_available": true, - "is_trait_available": true, - "is_available": true, - "is_biased": false, - "has_age": false, - "has_gender": false, - "sample_size": 51 - }, - "TCGA": { - "is_usable": false, - "is_gene_available": false, - "is_trait_available": false, - "is_available": false, - "is_biased": null, - "has_age": null, - "has_gender": null, - "sample_size": null - } -} \ No newline at end of file +{"GSE80599": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": "INFO: Trait data unavailable for association (all subjects are PD cases; dataset stratified by progression only). Skipping linking and downstream steps."}, "GSE72267": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 59, "note": "INFO: Age and Gender not available; mapped Affymetrix probes to symbols and normalized via NCBI synonyms."}, "GSE71220": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE57475": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": true, "has_gender": true, "sample_size": 142, "note": "INFO: ILMN probe IDs mapped to gene symbols via SOFT 'Symbol' column; gene symbols normalized with NCBI synonyms; missing values handled (genes >20% missing removed; samples >5% missing removed; mean/mode imputation)."}, "GSE49126": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 50, "note": "INFO: Agilent PBMC dataset; probes mapped to gene symbols; no age/gender available in annotation."}, "GSE30335": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE202667": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": true, "has_gender": false, "sample_size": 60, "note": "INFO: Gender not available in clinical data. INFO: Time-point post activation exists in metadata but was not included as a covariate."}, "GSE202665": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": true, "has_gender": false, "sample_size": 59, "note": "INFO: Gender not included (all male per cohort description); time-course CD4+ T-cell activation samples linked with disease status and age."}, "GSE103099": {"is_usable": false, "is_gene_available": true, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}, "GSE101534": {"is_usable": true, "is_gene_available": true, "is_trait_available": true, "is_available": true, "is_biased": false, "has_age": false, "has_gender": false, "sample_size": 51, "note": "WARNING: Gene symbol normalization skipped; expression index appears to be probe IDs (retention 0.0000). Using probe-level data."}, "TCGA": {"is_usable": false, "is_gene_available": false, "is_trait_available": false, "is_available": false, "is_biased": null, "has_age": null, "has_gender": null, "sample_size": null, "note": null}} \ No newline at end of file diff --git a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Gender.json b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Gender.json index 5e67497e4aacdd3edc914015e023e0f5c5d7ad22..b0e6e2fa18af0e046a9d3eacf4286d355615f38d 100644 --- a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Gender.json +++ b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Gender.json @@ -1,3891 +1,3828 @@ { "significant_genes": { "Variable": [ - "AAA1", + "A2ML1", "A1CF", - "A2M", - "ABCA1", - "AADACL4", - "AADACL2", - "A1BG", - "A4GALT", - "ABCA12", - "AASDH", - "ABCA2", - "ABCA4", "A1BG-AS1", - "AAMDC", - "ABCC2", - "AACSP1", - "ABLIM1", + "A1BG", + "AAAS", "AADAT", - "ABCC11", - "ACTA2", - "ACOT12", - "ABCA13", - "ABCA3", - "ABCG2", + "AAMDC", + "A2M", + "AADACL3", "AAR2", - "ABHD8", - "AKAP4", - "ADGRA1", - "ABCC6", - "AASDHPPT", + "ABAT", + "A4GALT", + "AAMP", + "AATK", + "ABCA13", + "AAGAB", + "ABCB1", + "AANAT", + "AATF", + "ABI3BP", + "ABCA15P", "ABCB10", - "ACAD11", - "ANO3", - "ABCD4", - "ANGPTL6", - "AKR1C6P", - "ADAM21P1", - "ACE", - "ABCB6", - "AGFG2", - "AAAS", - "ABCA11P", + "A2MP1", + "AA06", + "ABCD1", + "AASS", + "AADACL2", + "ABCD2", + "ABCC2", + "ABCA6", + "ABCC8", + "ABCD3", + "ABCA3", + "ABRA", + "AARD", + "AAA1", + "AARS2", "ABCA9", - "AATK", - "ABL2", + "ABCC12", + "ABCA2", + "ABHD1", + "ABCA11P", + "ABCA7", + "ACBD5", + "ABCG5", + "ACER3", + "ABCC3", + "ABCC1", + "ABCG8", + "ACBD7", + "ABCB11", "ACAN", - "ADH4", - "ABI3", - "CLLU1-AS1", - "ADGRG7", - "FAM66A", - "ABCD2", - "H2AC21", - "FAM153CP", - "DDX11L2", - "ADAMTS17", - "FAM157B", - "FBXO47", - "HIPK4", - "AWAT2", - "GCM2", - "C4BPB", - "DSG4", - "AARS1", - "CNTNAP3", - "GDPD2", - "ATOH1", - "AATF", - "CCK", - "TMPRSS11F", - "CACNB4", - "C15orf48", - "ABHD17A", - "CHODL-AS1", - "ADCYAP1", - "GSTT2", - "ANXA2", - "ANGPT1", - "ABCC9", - "ADAM2", - "ABT1", - "ASTL", - "CST11", - "AHSP", - "GSTA3", - "CABP5", - "CRHR2", - "ADD2", - "ASPG", - "CAPZA3", + "ABITRAM", + "ABCA5", + "ACAT1", "AAK1", - "ABCC3", - "HCN1", - "ANKRD30BP2", - "C10orf71", - "MT1B", - "BMP3", - "ADGRG6", - "ACTRT3", - "PTCHD3", - "ISX", - "ABR", - "ADIPOQ", - "PRAMEF17", - "CPSF4L", - "AANAT", - "TEDDM1", - "AK8", - "CSNK1A1L", - "CA5A", - "HMX1", - "OR10G7", - "GLT6D1", - "ATP1A1-AS1", - "CDH7", - "PDCL2", - "FABP7", - "STON1-GTF2A1L", - "CELF5", - "C3orf36", - "ACTRT1", - "FAM217A", - "STATH", - "ADARB2", - "H19", - "ART3", + "ABCA10", + "ABCG1", + "ABCA4", + "ABTB1", + "ABHD11", + "ACADSB", + "ABHD18", "A4GNT", + "ABHD16B", + "AACS", + "ABCF3", + "ACACA", + "ABR", + "ACOT9", + "ACTRT2", + "ABCA1", "ABCC4", - "KCNQ1DN", - "HORMAD1", - "ASB15", - "BEND2", - "MMS22L", - "DIPK1C", - "C3P1", - "CSPG4P2Y", - "CCDC144NL", - "ARMCX6", - "KRTAP3-3", - "ACTL6A", - "DAZ2", - "ATP1B2", - "COL2A1", - "C5orf52", - "ABL1", - "ABCB11", - "CACNG6", - "EFHB", - "TULP2", - "ADSS2", - "CDX1", - "AFP", - "ACVR2A", - "ABLIM3", - "ANKRD40CL", - "DDX43", - "MOBP", - "ATXN8OS", - "CFAP161", - "MUC21", - "ABCA7", - "OR5B12", - "APCDD1L", - "PAGE4", - "EGR4", - "CIDEC", - "CASP5", - "ADAMTS18", - "CD163L1", - "ADSS1", - "ACTN2", - "KRTAP5-2", - "ALDH9A1", - "ADAMTSL2", - "ANXA3", - "CSF2", - "SLC7A3", - "GABRG3", - "ASB18", - "LALBA", - "PLGLA", - "CDKL4", - "LVRN", - "H2BC13", - "C5orf47", - "ALKBH1", - "CCDC196", - "RIIAD1", - "AP4E1", - "ATP6V1C2", - "ADGRA2", - "OR10T2", - "ANP32CP", - "BMP10", - "FKRP", - "ABCB1", - "IRS4", - "BRD7P3", - "ADRA1D", - "UGT1A3", - "ANKS1A", - "ACP6", - "CNGA4", - "ABHD4", - "CD200R1L", - "PDHA2", - "RBMY1F", - "KIR3DX1", + "AARS1", + "ABI1", + "ABCF1", + "ABHD12", + "ABHD3", "ACTC1", - "ABTB2", - "ADAM20", - "HSD17B7P2", - "ANGPTL2", - "C1orf116", - "ACTR5", - "OR10G2", - "ABHD11", - "SREBF1", - "ACTR8", - "CNBD1", - "ARPP21", - "CSPG4", - "CPA4", - "CYP2C19", - "AFF3", - "PRRG3", - "MYF5", - "ABTB3", - "AIFM3", - "IGF2", - "BPIFB1", - "AKR7A2P1", - "FAM187B", - "AGBL3", - "HIGD1C", - "ABHD14B", - "FGF10", - "ADIRF", - "DEFA6", - "OR2T5", - "MYH15", - "FARSB", - "GBP6", - "AACS", - "C1QTNF8", - "FANCD2OS", - "FRMPD2B", - "CENPV", - "FOXH1", - "PCDHGA5", - "ADAD1", - "CHGA", - "OR5K3", - "GSDME", - "FGFBP2", - "ARSH", - "SUPT20HL2", - "FGF22", - "CEACAM1", - "C3orf62", - "ABRAXAS1", - "SCGB2B2", - "AUNIP", - "CALHM4", - "DMRTC1", - "AJAP1", - "ERAP2", - "FAM138B", - "H2AC15", - "ANXA2P1", - "RPS28", - "CCDC27", - "ACOT7", - "HTR4", - "ABLIM2", - "SPMIP3", - "CCNP", - "ABCC8", - "ARSI", - "CLCA3P", - "SPRR2D", - "RUNX1-IT1", - "PRND", - "FAM27B", - "SNORA51", - "ABRACL", - "AMIGO3", - "ACER1", - "DNAJB8", - "CSRP1", - "C11orf86", - "ADORA1", - "DAZ3", - "ANGPTL3", - "ADORA2B", - "CCIN", - "ANAPC2", - "FAM197Y2", - "CC2D2B", - "GJC2", - "KCNG2", - "CLEC4C", - "CGN", - "ANXA2P3", - "ANK2", - "CALCA", - "AIF1L", - "DRD3", - "FLJ16779", - "CD300LG", - "AOX1", - "CSN2", - "CES1P1", - "APLF", - "ADH1A", - "CAPN11", - "GTSF1", + "ABCB6", + "ABCB8", + "ACP5", + "ACP3", "ACSL6", - "MIR1-1HG", - "LINC00303", - "DLGAP4", - "FAM153A", - "AKR1C1", - "C2orf74", - "ARHGAP33", - "AFG1L", - "CES4A", - "ARHGDIG", - "IL21", - "CHODL", - "ACAD10", - "AFG2B", - "DBIL5P", + "ABT1", + "ABHD10", + "ACTL7B", + "ACY3", "ABHD5", - "OR56B4", - "AASS", - "CDH17", - "KIR3DP1", - "TSGA13", - "BCORP1", - "CCAR2", - "ABHD17C", - "DELE1", - "LYPD2", - "ADNP2", - "ACAP3", - "FAM74A1", - "ASXL3", - "PXT1", - "IL13RA2", - "ACP1", - "CLEC4M", - "SPATA16", - "BST2", - "OR2AK2", - "H2AC1", - "CDH2", - "BAIAP2", - "BNC2", - "SGCG", - "CFHR4", - "CDON", - "OR52N2", - "LOC400940", - "NUDT17", - "OR2T11", - "G0S2", - "DIO3OS", - "CYP2C18", - "CFAP74", - "ALG11", - "BARX1", - "AIFM2", - "OR10J5", - "TBXT", - "HSPA1A", + "ACE", + "ABHD17B", + "ABCE1", + "ADAD1", + "ACKR1", + "ABL2", + "ABCC5", + "ABCC6P1", + "ACTL7A", + "ABCB9", + "ACAD10", + "ACSS2", "ACIN1", - "GAS2", - "ACTG1", - "GARIN3", - "C1QTNF2", - "BTNL8", - "DGKG", - "DUSP5P1", - "ACTMAP", + "ABL1", + "ABHD2", + "ACLY", + "ABCG4", + "ABCA12", + "ABRACL", + "ACOD1", + "ACP4", + "ACADM", + "ACOT4", + "ABTB2", + "ABHD15", "ACAT2", - "MEST", - "KLHL33", - "AGMAT", - "ACY3", - "CELF4", - "TSHB", - "ARL6IP6", - "APOA4", - "CHD3", - "CAPN13", - "OR5P2", - "ZNG1A", - "CPB1", - "LOC100287704", - "ANKRD20A11P", - "CHD5", - "CST3", - "PYDC2", - "LINC00301", - "PRTG", - "AFMID", - "ARHGAP42", - "ANKS6", - "ABCA10", - "CLCA1", - "CYP4Z1", - "CACNB2", + "ACAP2", + "ABHD12B", + "AARSD1", + "ABCD4", + "ACTA2", + "ACTR10", + "ABCG2", + "ABCC11", + "ABHD17A", + "ACAA1", + "ACSBG1", + "ABHD14B", + "ACTL10", + "ACOT8", + "ADAM29", + "ACRV1", + "AADACL4", + "ACCSL", + "ADA", + "ACTG2", + "ACER2", + "ACAD9", + "ACSM2B", + "ACRBP", + "ABTB3", + "ACP1", + "ACOX2", + "ACTR2", + "ACTRT3", + "ABCC10", + "ABCC13", + "ACTA1", + "ACTR6", "ACYP2", - "RHAG", - "KNDC1", - "CDCA7L", - "INSYN2A", - "ACTR3", - "DPPA2", - "KRT6A", - "EDARADD", - "CEP126", - "ASCL4", - "DPP9", - "FLVCR1-DT", - "ALDOB", - "OR51B4", - "NBPF15", - "MIA", - "APMAP", - "ANP32B", - "NOX3", - "SCGB1C1", - "FOXN3-AS2", - "TNP2", - "FAM228A", - "CLINT1", - "AKT3", - "OR2T3", - "ADGRD2", - "DCLK3", - "KDM4E", - "ARMH3", - "ADCK2", - "ACAP1", - "ALOXE3", - "ARHGAP32", - "PDE6C", - "IL25", - "DCAF4L2", - "EHD3", - "ALPK2", - "ARHGAP17", - "TMEM41B", - "BNIP3L", - "AOPEP", - "CLEC3A", - "CLSTN3", - "FSCN3", - "MGC16025", - "EIF4E", - "ADGRE4P", - "SIGLECL1", - "POPDC2", - "ADH1C", - "GLT8D2", - "AHNAK2", - "CLIC3", - "GPR160", - "HTR1A", - "VPREB1", - "AIG1", - "LDHC", - "SSTR5", - "EPHX3", - "TSNAX-DISC1", - "C5orf24", - "C3orf20", - "PACRGL", - "BHLHE40", - "APIP", - "ARGFXP2", - "AGAP2", - "ZFAND2A", - "GTF2H2", - "CRISP1", - "ATP9B", - "ACTBL2", - "KIR2DS4", - "CHRNG", - "KLRD1", - "DEFB132", - "SGCZ", - "CABLES1", - "GPR101", - "ARAF", - "ASIC5", - "CCL21", - "PEA15", - "CLC", - "BTNL9", - "KLHL31", - "DNMT3L", - "GDPD5", - "DESI1", - "AARS2", - "MARCHF4", - "SLC15A2", - "PSD2", - "ATOH7", - "ECHDC1", - "OR6K3", - "BMP15", - "C4orf51", - "ARL1", - "C3orf49", - "BDH2", - "ACOX1", - "ALDH16A1", - "AKR1C3", - "ELMOD2", - "GSTT4", - "ABCB7", - "CSRNP3", - "DBX2", - "C16orf74", - "CNTNAP2", - "RCVRN", - "APLN", - "PAK3", - "ARL8B", - "BICDL1", - "GUSBP4", - "FAM9A", "ACHE", - "CEP72", - "ATP4B", - "CPED1", - "EID3", - "ADAMTS13", - "CBLN4", - "MEP1B", - "GAS2L2", - "SPZ1", - "C1GALT1", - "PIN1P1", - "CST2", - "LGALS4", - "AP4M1", - "FAM47C", - "C11orf16", - "SLC18A3", - "ACKR1", - "COLEC11", - "ASCL3", - "CALML5", - "C6orf141", - "KCNH5", - "GOLGA6C", - "CALY", - "DAZ1", - "CEACAM20", - "APLNR", - "PAMR1", - "BLID", - "KIR2DL4", - "PWRN2", - "TMC5", - "NELFB", - "DMRTA2", - "GUSBP3", - "CALCB", - "LEFTY1", - "AQP6", + "ABHD17C", + "ACTR3BP5", + "ACYP1", + "ADARB1", + "AACSP1", + "ABCB4", + "ACTN1", + "AASDH", + "ABI2", + "ABCA8", + "ACKR3", + "ACP6", + "ACTN4", + "ACVR1", + "ACTR3B", + "ADCY5", + "ADAM20P1", + "ACOX3", + "ACOXL", + "ACOT7", + "ACTL8", + "ABHD8", + "ACOX1", + "ACAP3", + "ADAM18", + "ACOT6", + "ADCK2", + "ADAM23", + "ACTL6B", + "ACP7", + "ADAMTS8", + "ADAMTS7", + "ACBD4", + "ACACB", + "ACSF3", + "ACCS", + "ADAMTS18", + "ACBD3", + "ACSL1", + "ADAM5", + "ADH7", + "ACP2", + "ADAM12", + "ABCA17P", + "ADAMDEC1", + "ACSM1", + "ADGB", + "ACD", + "ADAD2", + "ACOT13", + "ACER1", + "ACSF2", + "ACTL9", + "ABLIM1", + "ADAMTS9", + "ACTRT1", + "ADAMTS17", + "ACSS3", + "ABHD14A", + "ABLIM3", + "ADCK5", + "ACSM5", + "ACOT11", + "ADAM15", + "AASDHPPT", + "ACVR2A", + "ADAM20", + "ADARB2", + "ADAM7", + "ADAM32", + "ADAMTS14", + "ACSL4", "ADGRF2P", - "LLGL1", - "CLDN1", - "LRRC18", - "C10orf55", - "TP53TG5", - "ANKRD28", - "ACSM3", - "CBLL2", - "SLC13A5", - "AGTPBP1", - "NLRP11", - "RP1", - "BACE1", - "C10orf88", - "LHFPL7", - "CHN2", - "NALCN", - "ADAM33", - "LEAP2", - "PDGFC", - "CINP", - "AMY2A", - "LINC00310", - "CHST1", - "RNF17", - "C6orf147", - "AQP3", - "ZNF257", - "HACD4", - "DRGX", - "H2BC6", - "MUC5B", - "OR4A16", - "ASIC2", - "APBA1", - "CCDC87", - "CD81", - "DCBLD1", - "C1QTNF12", - "SPACA7", - "C9orf153", - "HES7", - "CAPN8", - "C16orf92", - "C20orf203", - "CFAP58", - "CPQ", + "ADAM11", + "ABCC9", + "ADCYAP1R1", + "ACTN3", + "ADCY2", + "ABHD16A", "ACSS1", - "ARPC1B", - "MYCNOS", - "CHRM4", - "DPH6", - "CHIA", - "SPINK6", - "ACKR3", - "OR5M11", - "POMZP3", + "ADCYAP1", + "ACSM6", + "ADAM17", + "ADH6", + "ADGRA2", + "ADGRG7", + "ABCB7", + "ADAM1A", + "ADCK1", + "ACADVL", + "ACR", + "ADCY10", + "ADH4", + "ACTB", + "ADORA2A-AS1", + "ADAT1", + "ADGRA3", + "ACAD8", + "ADAM22", + "ACTN2", + "ACTMAP", + "ABHD6", + "ADGRL2", + "ABO", + "ADAMTS6", + "ADGRE3", + "ADAM10", + "ADAMTS10", + "ADAT3", + "ACOT12", + "ADAM30", + "ACO2", + "ADAM9", + "ACAA2", + "ACTR8", + "ADCY1", + "ADIRF", + "ADI1", + "ACTR5", + "ADGRF1", + "ADO", + "ACTR3", + "ADAMTSL3", + "ABI3", + "ADA2", + "ADAMTSL1", + "ABHD4", + "ADAP2", + "ADAM28", + "ABRAXAS2", + "ACTG1", + "AFG2A", + "ABCC6", + "ABHD13", + "ADRA1D", + "ADPRHL1", + "ACVRL1", + "ABRAXAS1", + "ADGRD1", + "ADM5", + "ADGRV1", + "ADGRF3", + "ACTR3C", + "ACSM2A", + "ADAMTS16", + "AJM1", + "ADAMTS13", + "ADCY6", + "ADTRP", + "ADGRB1", + "ACSM4", + "ADGRA1", + "ADAMTS2", + "ADAM21", + "ADNP", + "ACVR2B", + "ADRA1A", + "ADAMTS12", + "AGPAT1", + "ADCY4", + "ACVR1C", + "ABCB5", + "ACAP1", + "ADRA2A", + "ACTR1A", + "ADAM2", + "AGR2", + "ADGRE4P", + "AGTR1", + "AGAP2", + "ADH1A", + "ABLIM2", + "ABCF2", + "ADIPOQ", + "ADGRE2", + "ACSBG2", + "AFP", + "ADH1B", + "ADGRG2", + "ADPGK", + "ADM2", + "ADRM1", + "AFF2", "ADGRG3", - "TXLNB", - "ADAM15", - "CCDC177", + "ADISSP", + "ADAMTSL4", + "ADRB2", + "ADAM3A", + "AGR3", + "ADARB2-AS1", + "ADIPOR1", + "ADCY9", + "ADGRG5", + "AKAP6", + "ACTL6A", + "ADRB1", + "ADCY3", + "ACSL3", + "ACTR1B", + "ADAMTS4", + "ADRA2C", + "AGBL2", + "ACY1", + "ACMSD", + "ADAT2", + "AFM", + "AFG3L1P", + "ADD2", + "ADAMTS15", + "ACADS", + "AGMAT", + "AGA", + "AGBL4", + "ADAMTS20", + "AFAP1", + "ADIG", + "ADGRD2", + "AGTRAP", + "AKAP1", + "ADCY8", + "ADPRH", + "AGMO", + "ADAMTS19", + "AKR1D1", + "AKAP9", + "ADORA2B", + "AHCYL1", + "AGFG2", + "AHR", + "ADD1", + "AGO4", + "AKNA", + "ADIPOR2", + "AEN", + "AKNAD1", + "AKT1S1", + "AGO2", + "ADAMTSL4-AS1", + "ACBD6", + "AGRN", + "AHCY", + "ADGRE1", + "AGTR2", + "ALAD", + "AGPAT2", + "ADSS1", + "ALDH2", + "ADRB3", + "ALDH1A3", + "ACAD11", + "AGAP7P", + "ACADL", + "ADAMTS5", + "ADGRB3", + "AIPL1", + "AFAP1L2", + "ACKR4", + "ADGRL3", + "AIMP1", + "ADRA2B", + "ACVR1B", + "ADH5", + "ADM", + "AGFG1", + "AJAP1", + "AHRR", + "ACTR3BP2", + "AIFM2", + "AK7", + "ADAMTSL5", + "AHSP", + "ADAM19", + "ADAM33", + "AKAP10", + "AEBP1", + "AFF4", + "AHI1", + "AGBL1", + "ALDH5A1", + "AFF3", + "AGL", + "ALCAM", + "ADGRL4", + "ADRA1B", "ACO1", - "CIMAP1A", - "DOCK8-AS1", - "TF", - "IRX4", - "ALDH7A1", - "ELOVL6", - "ESPNL", - "ATL3", - "C17orf100", - "RBPJ", - "NPY2R", - "TAC4", - "ZBTB25", - "ARF4", - "ASPRV1", - "CRISP3", - "PPBPP2", - "FOXK1", - "IGFBP3", - "OPN5", - "COCH", - "ANKRD34C", - "CLGN", - "NLGN4Y", - "GPR55", - "ICAM4", - "DUOX1", - "CECR2", - "ADM2", - "ANKRD2", - "ADD3", - "RIT2", - "ZNF853", - "OR10G4", - "FGD4", - "DCP2", - "ASB11", - "GABRA5", - "DHFR", - "FGD5", - "ATG10", - "TEX13B", - "KCNE2", - "AHDC1", - "CIDEB", - "FANCA", - "AMPD2", - "CELA1", - "ADGRF4", - "TEX11", - "GLRA3", + "AMZ1", + "AGT", + "AHSA2P", + "ACE2", + "AKR7A3", + "ADGRG1", + "AK3", + "ALDH3B2", + "AFG2B", + "AHNAK", + "ADORA2A", + "AFAP1-AS1", + "AGO1", + "ALG9", + "AFMID", + "ADAMTS3", + "AK4", + "ADAP1", + "ADSL", + "AHNAK2", + "ACOT1", + "ALKBH3", + "AIF1L", + "AKR7A2", + "ALOX12", + "AKR1A1", + "ADAR", + "ADH1C", + "AGPAT3", + "AIM2", + "AKAP12", + "ADGRB2", + "AGAP1-IT1", + "AKIRIN2", + "ADNP2", + "ADSS2", + "AGPAT5", + "AFTPH", + "AGGF1", + "ADGRG4", + "AFF1", + "ALDH1L2", + "AKR1B1", + "AGAP11", + "AGAP1", + "AFAP1L1", + "ALDH16A1", + "AHSA1", + "ALK", + "AIFM1", + "AKR1C1", + "ALG10", + "ALOXE3", + "AFDN-DT", + "ALG1", + "AFDN", + "AADAC", + "AKIP1", + "AGXT2", + "AICDA", + "AGO3", + "AKT3", + "AKR1B10", + "ALG5", + "ALOX12P2", + "AHCYL2", + "AGBL5", + "AIF1", + "AKR1C4", + "AKAP8L", + "ALAS1", + "ALDH3B1", + "ALPG", + "AGTPBP1", + "AKAP4", + "AGXT", + "ACSM3", "AMBRA1", - "FBN3", - "RTP1", - "ABAT", - "GLB1L2", - "SOCS1", - "CBX2", - "BUD13", - "DEPDC4", - "GPRC5A", + "ADPRM", + "AGK", + "ALOX12B", + "ALDOAP2", + "AKAP17A", + "ADGRF5", + "AKAIN1", + "AKR1C3", + "AJUBA", + "ADK", + "ALDOC", + "AIRE", + "ALDH18A1", + "AMER2", + "ALOX5", + "AEBP2", + "ANKS4B", + "ANAPC10", + "AKAP14", + "ADAM8", + "AGPAT4", + "AMBN", + "ALS2", + "ALKBH8", + "AHCTF1", + "AMMECR1L", + "AKIRIN1", + "AKR7A2P1", + "ANKFY1", + "AKR7L", + "ADHFE1", + "AKAP13", + "AMN1", + "AIP", + "ALG13", + "ALKBH6", + "ALPK1", + "ADORA3", + "AK8", + "ALG6", + "ANKDD1B", + "AK2", + "AFG3L2", + "ALDH3A1", + "ALDOB", + "ANKRD18A", + "ANKH", + "ANAPC13", + "AMELX", + "ALG14", + "ANKFN1", + "ALG1L1P", + "AGPS", + "AIMP2", + "ANKRD24", + "ALDH4A1", + "ALYREF", + "AMIGO3", + "ANAPC4", + "AHSG", + "AK9", + "ADGRF4", + "ALKAL2", + "AMT", + "ALAS2", + "AKR1E2", + "ANGPT2", + "AFG1L", + "ANKEF1", + "ALG1L2", + "AHDC1", + "ANKLE2", + "AKT1", + "ANKRD13B", + "AMELY", + "ANKZF1", + "ANKRD63", + "ANGPTL4", + "AK5", + "AP3B2", + "ADGRG6", + "AIG1", + "ADPRS", + "ANKRD33B", + "AMDHD1", + "ALOX15B", + "AMER1", + "ANAPC16", + "ALB", "AMFR", - "FLJ30679", - "MTMR14", - "CEACAM19", - "AURKAP1", - "C11orf71", - "ADAP2", - "HSFY1P1", - "XKRX", - "SLFN12", - "ATP6V1G1", - "GABRB2", - "FAM3D", - "CAP1", - "AZGP1", - "BMS1", - "CD300LD-AS1", - "SLC24A4", - "ADA", - "FADS2", - "LRTM1", - "DNAJB1", - "CTRB2", - "BTN2A3P", - "EVX2", - "MRPS2", - "CEACAM3", - "KCNH2", - "PLA2G12A", - "WFDC3", - "DANCR", - "CCR8", - "LDHAL6A", - "ZNHIT2", - "LYNX1", - "CTSZ", - "UGT2B28", - "DNAJC6", - "ACAA1", - "ZNF501", - "CCER1", + "ALG12", + "AMOT", + "ANKRD20A11P", + "ALKBH4", + "AMPH", + "ALDH1A2", + "AGRP", + "ANAPC11", + "AMN", + "ANKHD1", + "AMIGO1", + "ANKRD18B", + "AKTIP", + "ANKIB1", + "ANO2", + "ADAM6", + "AKAP11", + "ANGPTL6", + "AMPD3", + "ANKUB1", + "ANKRD37", + "ACSL5", + "AKR1C8", + "ANK1", + "ANKRD13C", + "ANKRD30B", + "ALDH6A1", + "ALDH9A1", + "ALG2", + "ANO1", "ANXA1", - "SSTR4", - "CD70", - "BTBD6", - "COX11", - "MAB21L3", - "MC5R", - "HBBP1", - "IFNA5", - "ARHGAP26", - "SPRR2F", - "CENPBD1P", - "CCN4", - "FAM163B", - "C1QBP", - "MEIG1", - "FOXG1", - "COL16A1", - "ADCY9", - "CMKLR1", - "LCORL", - "BRCC3", - "H2BC15", - "ABCA8", + "ALOX15", + "AMIGO2", + "ANAPC1", + "ALPK3", + "ALX1", + "ARHGEF33", + "AGER", + "ANXA6", + "ANKMY1", + "AIDA", + "AGAP3", + "ALLC", + "ALX4", + "ANKRD44", + "AMOTL2", + "ALG11", + "ANKRD20A3P", + "AMY1C", + "ADD3", + "ANO8", + "AKT2", + "ANKRD62", + "ALDH8A1", + "ALOX5AP", + "ACTBL2", + "ANKLE1", + "ALKBH5", + "ANKRD42", + "APOL5", + "ANKS1B", + "ADGRL1", + "ANKRD19P", + "ALKBH7", + "ANAPC7", + "ANKRD53", + "APLF", + "ANAPC5", + "AMPD1", + "ANP32A-IT1", + "AMACR", + "ANKRD36B", + "ANKRD20A2P", + "ANKRD13A", + "ANG", + "AMD1", + "ANKRD20A4P", + "ANO3", + "ANO7", + "ANKDD1A", + "ALDOA", + "ANKRD13C-DT", + "AKAP7", + "ANGPTL5", + "ANKRD10", + "APOBEC3D", + "ANKRD20A9P", + "ALDH7A1", + "ANKS6", + "ANGPTL2", + "ANKS1A", + "ANKRD23", + "ALG10B", + "AMZ2", + "ANKRD20A8P", + "ANKRD12", + "ANKRD49", + "ANKRD34A", + "AIFM3", + "ANXA9", + "AP1AR", + "AMPD2", + "ANKRD11", + "ALPL", + "AMER3", + "ALMS1", + "AP3M2", + "ANXA3", + "ANTXR2", + "ANGPTL8", + "ANKMY2", + "ANKRD26P3", + "APPL2", + "APH1B", + "AMHR2", + "ANXA2R", + "ANKK1", + "ANKRD29", + "AK1", + "AQP4-AS1", + "ANO9", + "ANXA10", + "AOC3", + "ANKRD20A5P", + "ANP32B", + "AGBL3", + "AIRIM", + "AKAP3", + "APIP", + "ANKRD33", + "ARAP1-AS2", + "ANGPTL3", + "APOBEC3B", + "ALKAL1", + "APOL4", + "ANKRD36", + "ANXA2", + "AQP2", + "AP3M1", + "AMTN", + "AMDHD2", + "ANKRD13D", + "APTX", + "ALKBH2", + "APBA2", + "ANKRD6", + "APOA2", + "ANKRD28", + "AP3S2", + "ALPI", + "AQP12A", + "AQP6", + "ANO4", + "ARHGAP25", + "APEX1", + "ANKRA2", + "ANKRD22", + "ANKRD1", + "ANGPT1", + "AP4S1", + "ARHGAP23", + "ANK2", + "ADCY7", + "ANKRD31", + "APOA4", + "APOC1", + "APEH", + "AP1G2", + "AP3B1", "ANKRD45", + "AP1G1", + "APOBR", + "APOBEC3C", + "AMZ2P1", + "ANKRD34C", + "ARHGEF19", + "APOA5", + "ARHGAP30", + "ARHGEF39", + "ANKRD60", + "ADAMTSL2", + "APOBEC3F", + "ANAPC15", + "ARGLU1", "ALDH1A1", - "RBM15", - "ADAMTS8", - "CD164L2", - "FRMD7", - "APOF", - "CACNG7", - "PCYT1B", - "HSPB6", - "DNM3", - "ALG2", - "HDHD5-AS1", - "KRTAP1-3", - "ICOS", - "GABRE", - "IL34", - "CIB3", - "EPB41L1", - "PSMD5", - "HDGFL1", - "ARMC9", - "SFTPA1", - "DISC2", - "OLFML1", - "ADRA2C", - "OR4N2", - "FBLL1", - "ADAT3", - "CGB7", - "CATSPER1", - "ACVRL1", - "CDRT15", - "TPO", - "H1-1", - "GSTTP2", - "SPAM1", - "ARHGEF3", - "ADTRP", - "PDC", - "MAGED4B", - "ZNF295-AS1", - "EPGN", - "ESRG", - "CCDC50", - "TNP1", - "GXYLT2", - "NSUN4", - "TEX44", - "PTPN5", - "OPN1LW", - "ADRB2", - "GLIS3-AS1", - "SLC5A4", - "ANGPTL5", - "CRNKL1", - "IFNL2", - "TMPRSS11BNL", - "ANO5", - "DPPA5", - "ZNF556", - "LILRP2", - "GDF10", - "KIF1C", - "CACUL1", - "CCDC70", - "NDOR1", - "NLGN1", - "LETM2", - "H1-9P", - "TEX14", - "ALG1L1P", - "OR12D2", - "OR13C5", - "NPSR1", - "SYNPR", - "ATF6B", - "SHISAL1", + "AQP5", + "ANKRD65", + "ANO6", + "AKAP5", + "ANP32A", + "ALPK2", + "AP2M1", + "ARK2N", + "ANKRD9", + "AQP7", + "AOX2P", + "APAF1", + "APBA3", + "ANKRD20A1", + "APBA1", + "ANKRD40", + "ANKRD16", "AP5Z1", - "OR52B2", - "NATD1", - "ATRNL1", - "ATG14", - "H4C6", - "MYOC", - "ZG16B", - "ABHD12B", - "CEACAM8", - "TRIM77", - "CX3CL1", - "FAM86B1", - "AP4S1", - "CFAP276", - "PSG10P", - "RGS7", - "PSG3", - "ABHD14A", - "DPF3", - "STARD8", - "GPAA1", - "ATP9A", - "PDK1", - "RFPL4B", - "CAPN14", - "TMPRSS11D", - "KIF20A", - "MAGEE2", - "PAX1", - "EMID1", - "ACLY", - "FXYD7", - "HELT", - "PRPS1L1", - "ASIC3", - "FTHL17", - "CNDP2", - "GPR87", - "BAG5", - "UPP1", - "CLLU1", - "FJX1", - "PDZD7", - "MAB21L2", - "H2BC21", - "HIGD1B", - "MMP26", - "NOP14-AS1", - "FCGBP", - "RRH", + "AP1B1", + "AQP9", + "ANP32CP", + "ARHGAP20", + "AP1S2", + "ARAP2", + "AMMECR1", + "ANKRD2", + "ARGFXP2", + "APOL1", + "AKAP8", + "AP5S1", + "APLP1", + "ANTXRL", + "ANKRD46", + "ARHGEF38", + "APRT", + "ARHGAP18", + "ARIH1", + "ANKRD26P1", + "ANKRD7", + "APLP2", + "ARK2C", + "APP", + "AOPEP", + "ARFRP1", + "APOOL", + "AOC4P", + "AGPAT4-IT1", + "ANKS3", + "AQP7P1", + "ARHGAP36", + "ARHGAP24", + "ARL1", + "ARID2", + "ALS2CL", + "ANKRD55", + "APC", + "APOC3", + "APOL2", + "ATP2B2", + "ARF1", + "APOH", + "AP1B1P1", + "ARC", + "ANXA4", + "APOE", + "AQP8", + "APOL6", + "ARG2", + "ANXA13", + "AP1S3", + "ADORA1", + "APOA1", + "APOF", + "AOAH", + "AQP4", + "AP1M2", + "ATP4A", + "ANKRD34B", + "APLNR", + "AP4M1", + "AMOTL1", + "AQP1", + "ANKRD26", + "ART3", + "AKR1B15", + "APH1A", + "ARAFP2", + "ALG3", + "AP2A2", + "ALDH3A2", + "ARHGAP42", + "APC2", + "APOC2", + "APCDD1L", + "ARB2A", + "ANGEL2", + "ARHGEF25", + "ARL8B", + "ANKRD54", + "APOC4", + "ARID4A", + "AOC2", + "ARRDC5", + "ARHGEF26", + "AOX1", + "ARG1", + "ANXA11", + "ARHGAP32", + "ARHGEF18", + "APMAP", + "ARSD-AS1", + "ADAMTS1", + "ARID1B", + "ARMC2", + "ARL14EP", + "ARL13A", + "ANLN", + "ARF5", + "ARID4B", + "ANKRD50", + "ARHGAP17", + "ANXA2P1", + "ANXA7", + "AP3S1", + "AP4B1", + "ANKAR", + "ANKRD30BL", + "ARHGAP33", + "ALDH1L1", + "APCS", + "ARHGAP40", + "ANKRD27", + "ALX3", + "ARL10", + "ARR3", + "ARRDC1-AS1", + "ANGPTL1", + "ARF4", + "ANOS1", + "ANKRD35", + "ASPG", + "ART4", + "ANGPTL7", + "ARHGEF40", + "AP2B1", + "APBB2", + "ANO10", + "ARL5B", + "ARAP1", + "ARHGEF1", + "ARMH1", + "ASAH1", + "ARHGAP26", + "ARFIP1", + "AMBP", + "ARFGAP3", + "ARIH2", + "ATL2", + "ARHGEF9", + "ARL2BPP2", + "BIN2", + "C10orf105", + "ARL13B", + "APBB1", + "AREG", + "ALKBH1", + "APOL3", + "ANKRD36BP2", + "ARID3C", + "ARSB", + "ARB2BP", + "ATIC", + "ARL14", + "ARHGDIA", + "APOM", + "ARHGEF5", + "ARL2BP", + "ARID3A", + "ARHGAP31", + "AP4E1", + "ASMTL", + "APPBP2", + "ARGFX", + "APRG1", + "ATP1A1", + "ASIC2", + "ARFIP2", + "ALG8", + "AREL1", + "ATP8A2", + "APLN", + "AZGP1P1", + "ANKRD30BP2", + "ATXN8OS", + "BICC1", + "ARSK", + "ARFGEF1", + "AP2A1", + "ASCL4", + "ARHGAP27", + "ATP5F1A", + "ARMC12", + "ARHGAP19", + "ASIP", + "ARSJ", + "ASB15", + "APOLD1", + "ASTE1", + "ANGEL1", + "ARL5C", + "ANTXR1", + "ATAD3C", + "AVPR2", "ARRDC1", - "TNRC6C", - "NKX6-2", - "DLGAP2", - "CFAP107", - "AAMP", - "ANKRD9", - "KRT71", - "TMEM47", - "ENDOD1", - "PRPSAP2", - "OOEP", - "PCDHGA9", - "SLC22A10", - "MYO1H", - "CHMP2B", - "ESPNP", - "H3-4", - "FABP9", - "LINGO2", - "BEST1", - "SPANXN4", - "OR4C6", - "CLPS", - "CH25H", - "SNORA53", - "NCOA6", - "BRWD1", - "BANF1", - "LPP", - "SCARNA8", - "GTDC1", - "OPN1SW", - "CD2BP2", - "EIF2AK4", - "CDC45", - "CARD17P", - "ACTL9", - "SLC17A8", - "RASA3", - "STOML3", - "ATXN1", - "S100A14", - "PCDHA10", - "LOC284788", - "ISLR2", - "LINC00293", - "GRIN2C", - "SNORA49", - "ACOT11", - "BBS12", + "ARSA", + "ARHGDIG", + "APOO", + "APOBEC4", + "ARFGAP2", + "AP5M1", + "ATP1A2", + "ASAP1-IT1", + "ASAP1", + "ARSD", "AP2S1", - "VTCN1", - "ARFRP1", - "MYLK", - "INSL4", - "LINC03042", - "PGBD2", - "XKR5", - "DDRGK1", - "PPP1R36", - "KLRC1", - "DYNC1H1", - "HYAL6P", - "KCNIP1", - "CXADRP3", - "TDRD12", - "OR6K6", - "C1orf198", - "GID4", - "GMPR2", - "BBS7", - "TMCO2", - "ANKRD13C-DT", - "BBS4", - "CCDC9", - "FAM180B", - "GRM3", - "TCP10L3", - "DHRS11", - "CYTL1", - "TMEM207", - "CLXN", - "EARS2", - "QSOX2", - "CCDC81", - "TRIM6-TRIM34", - "SPANXN5", - "JAKMIP3", - "LINC00200", - "SMYD1", - "HSD17B12", + "AP3D1", + "ASNSD1", + "ATE1", + "ASRGL1", + "ARRB2", + "ATP6", + "ANXA8L1", + "ARHGEF15", + "ASB1", + "ARID1A", + "ANTKMT", + "B3GALT4", + "ARHGEF2", + "ALPP", + "ARL8A", + "ARHGAP6", + "BPIFB1", + "ARHGEF35", + "ATP10A", + "ARID3B", + "B3GNT3", + "AQP10", + "ASPDH", + "ARHGDIB", + "ASB16", + "ALDH1B1", + "ARMCX1", + "ATF4", + "ASB12", + "ATP13A2", + "ATP5PB", + "AR", + "ARL5A", + "ANKRD17", + "AQP7P3", + "APOBEC3G", + "APBB3", + "AQP11", + "ASPH", + "ATF6B", + "ATG4B", + "ANKRD39", + "B3GALT2", + "ATP11AUN", + "ATP1A4", + "ARL6IP4", + "ATOX1", + "ARPC3", + "ARAP3", + "ARID5B", + "ATP13A3", + "ARL2", + "ASTN2", + "ART1", + "ASCL1", + "ASIC3", + "BPIFA2", + "B4GALNT2", + "BET1", + "BEST2", + "ATP2A3", + "ARMC5", + "BTBD17", + "ASIC1", + "ARHGEF10L", + "ATP6V0D2", + "C9orf57", + "B3GNT4", + "ARVCF", + "ARL11", + "ARMC3", + "ATXN3L", + "BLOC1S5", + "APOB", + "ARMCX6", + "ARMCX4", + "ARL4C", + "ARPP21", + "ARRB1", + "ANP32D", + "ATF7IP2", + "PCDHGA8", + "ARL6", + "C21orf91", + "AXIN2", + "ARMC1", + "BMP8A", + "BMP15", + "ATP5MC2", + "ARPIN-AP3S2", + "C12orf50", + "ARF3", + "ARIH2OS", + "C20orf203", + "ARMH3", + "BRI3BP", + "ATL1", "AP1S1", - "FRMPD2", - "ARFIP1", - "SRL", - "CAMKMT", - "ACVR2B", + "B3GALT5-AS1", + "ATP10D", + "ATP1A3", + "BOLA3", + "ATG5", + "ARHGAP1", + "B3GLCT", + "ARFGEF3", + "ARHGEF4", + "AMH", + "ATP5F1E", + "BAHD1", + "ASMTL-AS1", + "CCL13", + "ARLN", + "ATP5MJ", + "APOBEC1", + "ARV1", + "ANKRD52", + "C5orf47", + "ARHGAP12", + "ARL15", + "ARHGAP22", + "ASF1A", + "ASTN1", + "ASPA", + "ATP10B", + "ARPP19", + "CAMK4", + "BAGE", + "ARHGAP21", + "ANKRD30A", + "C3orf38", + "ATF2", + "ARSI", + "BIRC8", + "ATP5MF", + "ARMC6", + "GABRA4", + "DOCK8-AS1", + "ATF3", + "BNIPL", + "BCAM", + "CFAP141", + "ATP2B4", + "ATG7", + "ATP5F1C", + "ARFGAP1", + "ASF1B", + "C5orf52", + "C10orf71", + "BCHE", + "ASB13", + "CD207", + "AVP", + "ARHGEF6", + "ARMH4", + "BRWD1", + "FAM78B", + "BCL11B", + "ASB8", + "FAM210A", + "BICRA", + "CCL1", + "OR6V1", + "BAALC-AS2", + "BNIP5", + "ANP32E", + "ATG9B", + "ATP5MC1", + "ARMCX3-AS1", + "ASB14", + "ASB6", + "BMAL2", + "ARHGEF12", "ATMIN", - "CDNF", - "PCDHGA10", - "LRRN3", - "MORC2-AS1", - "SERPINB7", - "ATP6V1G2", - "OR5V1", + "BBS2", + "ANXA5", + "ATP6AP2", + "ARHGEF28", + "ANGPT4", + "C11orf21", + "ATXN7", + "ASCL2", + "CATSPER4", + "ARSG", + "BACE2", + "BANF2", + "ATXN10", + "CASP6", + "BNC1", + "AP1M1", + "SIGLEC12", + "OR10AD1", + "ATP2C1", + "DDX43", + "ATP6V0E2", + "ATP5F1D", + "ARHGEF11", + "CABS1", + "ASPM", + "DNAH5", + "ARHGAP5", + "ARRDC4", + "CCDC57", + "BMERB1", + "BCL9", + "BEX2", + "CDH16", + "ZNF737", + "OR52E4", + "DMTF1", + "ATP2B3", + "DEFB121", + "DEFB109B", + "BRINP2", + "ARMCX3", + "KRT42P", + "ATPSCKMT", + "BCL2L11", + "BMS1P1", + "BCL3", + "BLOC1S3", + "ARPC5", + "ASAP3", + "ASCL3", + "BDH2", + "NLRP7", + "AVIL", + "AWAT1", + "BCAR4", + "C1orf159", + "ATP6AP1L", + "C18orf61", + "ARHGAP29", + "BUD31", + "C16orf82", + "ALMS1P1", + "BMPER", + "CCDC97", + "ARHGAP15", + "ASL", + "MUC16", "ANKRD36BP1", - "NAPSB", - "CRYAA", - "CHST6", - "ARRDC1-AS1", - "GUCY2EP", - "ARHGAP10", - "VSX2", - "PON3", - "BEST3", - "AGAP3", - "MIR600HG", - "LYZL4", - "SPRR3", - "WTIP", - "MMP1", - "NPAS3", - "ZNF702P", - "AK9", - "AFDN", - "UBE2D4", - "MOV10L1", - "TLE4", - "ADM5", - "ADORA3", - "MEOX2", - "APOC1P1", - "CFAP20DC", - "MLIP", - "SPATA1", - "DDN", - "DNASE2B", - "H4C3", - "TCHHL1", - "IGF2-AS", - "MMP27", - "IFNL1", - "DUOXA2", - "KRTAP1-5", - "CLEC4GP1", - "C20orf144", - "OR2A14", - "INSM2", - "BNIPL", - "MARVELD1", - "GRIN3B", - "ACOX3", - "TECRL", - "GPNMB", - "P2RX3", - "ANPEP", - "DDB2", - "ALKBH3", - "CSN3", - "KDELR3", - "RFESD", - "ASRGL1", - "SCGB1A1", - "PGA4", - "PRPF4", - "ERCC6", - "TAS2R1", - "ACTR6", - "CFHR5", - "TRIM25", - "PFAS", - "CSGALNACT1", - "CIBAR2", - "EXTL1", - "BAGE2", - "GRK2", - "CCDC158", - "ADISSP", - "SPIN2A", - "C6orf132", - "ATCAY", - "USP6", - "RNF213", - "TSPYL5", - "IRAG2", - "TTC39A", - "BRI3BP", - "KRTAP12-3", - "GPR61", - "DEFB119", - "FAM89A", - "TSPAN2", - "PMS2CL", - "SULT6B1", - "MYBPHL", - "ADNP", - "PAX9", - "INTS4P1", - "CDK11A", - "CLK2P1", - "ZPBP2", - "SMCO2", - "DHRS7", - "DOCK3", - "AMOTL1", - "C9orf78", - "RBMY1B", - "OR51F1", - "FBXO4", - "BLCAP", - "DNTTIP1", - "STMN4", - "DUT", - "BRF1", - "GP1BA", - "BET1", - "FOXI2", - "PM20D1", - "ANKRD53", - "NRTN", - "BEAN1", - "LYZL6", - "DLK1", - "SLC35B3", - "CHP2", - "KRT37", - "FGL1", - "ANTXRL", - "GKN1", - "PPARD", - "MRAP2", - "CPVL", - "B3GALT5", - "ZFP69B", - "NMNAT3", - "ACP5", - "ENAM", - "PCDHA5", - "C2CD3", - "GNG4", - "KRTAP2-1", - "ARL4D", - "OR5E1P", - "TBC1D16", - "HAVCR2", - "KRT35", - "PUS3", - "RSAD2", - "DGKI", - "SLC2A7", - "CCDC146", - "CCT6B", - "ACOT8", - "NWD2", - "MRGPRG", - "ARAP2", - "SPATA22", - "ABCG8", - "AP3S2", - "ARGLU1", - "RHBDL1", - "SAV1", - "CCDC91", - "PLK5", - "SNORA21", - "OR1S2", - "IL17A", - "IZUMO1", - "EDA2R", - "B3GNT9", - "CIMIP2A", - "SCARNA1", - "MSANTD1", - "SLC22A25", - "APOC1", - "DLL1", - "GUCY1A2", - "TP53RK", - "IL4", - "P2RX6P", - "BEND5", - "NMBR", - "SMN1", - "DOCK5", - "AK1", - "FAM153B", - "BID", - "OR1J4", - "CTHRC1", - "FAIM2", - "BAG2", - "LCE1E", - "DEFB131A", - "JADE2", - "FUNDC2P2", - "SNORD115-26", - "COG2", - "BABAM2", - "SNORA44", - "ADCK5", - "B4GAT1", - "TUBGCP3", - "SNORA1", - "HHAT", - "AARD", - "KISS1", - "LOC389705", - "ARHGAP25", - "PRM1", - "SPACA5", - "RPL3L", - "NUDT3", - "PAPPA", - "NEURL1B", - "OR2T34", - "KIF3B", - "CHRDL1", - "NPHP3-AS1", - "ATP1A1", - "HDX", - "DCX", - "CFAP144", - "BTN1A1", - "C2orf76", - "CERS3", - "BEX4", - "COQ7", - "DNAJC5B", - "GAB2", - "FLNA", - "SNORA16B", - "OR4D2", - "KCNN3", - "AMBP", - "CABP2", - "KCNQ4", - "OR2B11", - "HEPACAM", - "OR51G2", - "MYO10", - "TRERF1", - "AVPR1A", - "RAB11FIP4", - "ACACA", - "ATP5MGL", - "LMX1B", - "ADAT1", - "SPEM2", - "GLCCI1", - "CAMTA1", - "DCTN5", - "HOMEZ", - "CEP128", - "CPNE6", - "MZT2B", - "CGNL1", - "KHDC1L", - "MAPK3", - "BOK", - "ACAT1", - "SLC4A3", - "CCDC172", - "CHRNA6", - "IRX6", - "GPR142", - "GNE", - "C6orf89", - "OR2K2", - "PSG4", - "LINC00029", - "ADAMTS4", - "YARS1", - "CMTM5", - "MOGAT3", - "GDF5", - "CRISPLD1", - "BRPF3", - "PPP1R17", - "CCDC144CP", - "ACADVL", - "DUXA", - "CDC20", - "HSD3B1", - "NAT2", - "CD160", - "ABHD18", - "SEMA4C", - "PAX3", - "CPNE1", - "SATL1", - "HSPA1L", - "SPRR2B", - "MATN1", - "FRMD1", - "CCDC28B" + "BPIFB4", + "CD53", + "DGKG", + "BLNK", + "ANO5", + "BMAL1", + "MTUS2", + "CLDN25", + "KRT6C", + "KANSL1", + "BOLA2B", + "LINC01600", + "CD177" ], "Coefficient": [ - -0.13069182827805292, - -0.09172430858208172, - -0.08570047293136802, - 0.055929237463799165, - -0.02829262672057864, - -0.026678181396208756, - 0.025995312838132608, - 0.021235830314385622, - 0.020971011070836633, - -0.01969908528910255, - -0.01960849853829919, - -0.019485549596670797, - -0.019452438309082273, - -0.01790433238293659, - 0.017094481980193036, - 0.016553223414603843, - -0.01454910450342189, - -0.01252189761985034, - -0.012417933043771671, - 0.012020987913334362, - -0.011858627250743776, - -0.011652482714151095, - -0.011149765179468621, - 0.010943206809625097, - -0.010829272339805096, - -0.01069785968395639, - 0.010609529213416694, - 0.010459073357453701, - -0.0104248189238368, - 0.010271072894939308, - 0.010250966497747755, - 0.01023415342970824, - 0.010131035411304013, - 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"jaccard": 0.38691892136029465 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Hypertension.json b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Hypertension.json index 80e3a3118d1a8142a6c43b09820a0a846efe1d9c..5b4879182aa75a225bc248a90695943f0389ff02 100644 --- a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Hypertension.json +++ b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Hypertension.json @@ -1,3765 +1,942 @@ { "significant_genes": { "Variable": [ - "AAA1", + "A2ML1", "A1CF", - "A2M", - "ABCA1", - "AADACL2", - "AADACL4", - "AAMDC", - "A4GALT", - "ABCA4", - "ABCA12", - "ABCA2", "A1BG-AS1", - "AASDH", "A1BG", - "AASDHPPT", - "ABLIM1", - "ABCC11", - "ABCA13", - "AACSP1", - "ACOT12", - "A4GNT", - "ABCB10", - "ABCC2", - "ABCC9", - "ABCC4", - "CNTNAP3", - "ABCG2", - "ACE", - "ACAN", - "ABL2", - "AKAP4", - "ACTA2", - "FAM66A", - "CHODL-AS1", - "DSG4", - "ANGPTL6", + "AAAS", "AADAT", - "ADGRA1", - "FAM153CP", - "ABCD4", - "ANO3", - "ABCA9", + "AAMDC", + "AAR2", + "AADACL3", + "A4GALT", + "A2M", + "AAMP", + "AA06", + "AAGAB", + "ABCA13", "AANAT", - "MT1B", - "AACS", - "DDX11L2", - "C5orf52", - "ABHD5", - "BTNL8", + "ABCA2", + "AATK", + "A2MP1", + "ABI3BP", + "ACBD5", + "ABCB1", "ABCA3", - "ABCC6", - "HIPK4", - "AAAS", - "ACTR8", - "H2BC13", - "C4BPB", - "ADGRG7", - "AGFG2", - "CES1P1", - "ADH4", - "CA5A", - "AAR2", - "ANGPT1", - "AKR1C6P", - "C3orf62", - "ADAM2", - "CSPG4P2Y", - "ADAM21P1", - "AFP", - "FBXO47", - "AIF1L", - "TMPRSS11F", - "ABCD2", - "GCM2", - "ADAMTS17", - "AAK1", - "ASPG", - "BMP3", + "ABHD1", + "ABAT", "AATF", - "KDM4E", - "C3P1", - "GSTT2", - "MMS22L", - "CABP5", - "ACAD11", - "ABCB11", - "ABHD14B", - "ABCB6", - "AFG1L", - "ANXA2", - "CPSF4L", - "CYP4Z1", - "BCORP1", - "ABTB2", - "FABP7", - "ACAD10", - "HSD17B7P2", - "APOA4", - "ABHD8", - "COL2A1", - "ABHD17A", - "AATK", - "CELA1", - "AK8", - "C10orf71", - "H2AC21", - "CAPZA3", - "CLLU1-AS1", + "ABCD3", + "ABCB10", + "ACER3", + "ABCA15P", + "ABCC3", + "ABCA7", + "AARD", + "ABCC2", + "ACBD7", + "AAA1", + "ACSL6", + "ABCG8", + "ACTL7A", + "ABCG5", + "ACSM4", + "ACY3", + "ABCC1", + "ABCD2", + "ACOT4", + "ACCSL", + "ABCD1", + "AARS2", "ABCA11P", - "ACTN2", - "ABI3", - "AHSP", - "ANAPC2", - "ACSS1", - "AHDC1", - "ACTL8", - "TEDDM1", - "ADCYAP1", - "ARL13A", - "CCAR2", - "ADGRA2", - "ACTL6A", - "ACP6", - "ADAD1", - "C1QTNF2", - "FGF10", - "AWAT2", - "CNBD1", - "ANXA2P3", - "CCK", - "ASTL", - "ADGRG6", - "DAZ2", - "ACTRT3", - "ADIPOQ", - "ABR", - "PTCHD3", - "CNGA4", - "CLC", - "GDPD2", - "OR5B12", - "ABRAXAS2", - "H2AC15", - "ASB15", - "RBMY1F", - "ACVR2A", - "MUC21", - "ADARB2", - "PDHA2", - "CELA2B", - "OR10T2", - "ATOH1", - "ISX", - "FAM47C", - "FAM138B", - "ABHD17C", + "AASS", + "ACTRT2", + "ABCC8", + "ABCB4", + "ACYP1", + "ADGB", + "ADH4", + "ADCK2", + "ACIN1", + "ABHD15", + "ABCA9", + "ABCA4", + "ACE2", + "ABTB1", + "ABCC5", + "ABCA10", + "ABCB8", + "ALKBH8", "ABTB3", - "ARMCX6", - "CLEC4C", - "CDCA7L", - "CSNK1A1L", - "STON1-GTF2A1L", - "PDCL2", - "ABHD11", - "CYP2B6", - "PAGE4", - "ERAP2", - "SNORA44", - "RUNX1-IT1", - "BNC2", - "CENPV", - "DAZ1", - "CLIC3", - "CDKL4", - "CDH7", - "HCN1", - "LALBA", - "PRAMEF17", - "ARPP21", - "ACKR1", - "LOC730101", - "ERC2-IT1", - "STATH", - "FRMPD2B", - "ARHGAP33", - "ADGRB3", - "CST11", - "MUC5B", - "TPO", - "ADH1A", - "KIR2DS4", - "ADSS2", - "DGKG", - "ABLIM3", - "ACTR5", - "ASPRV1", - "CCNP", - "CACNG6", - "ARGFXP2", - "AHNAK2", - "ACCS", - "ACTG1", - "LDHC", - "EFHB", - "LVRN", - "CFAP74", - "UGT1A3", - "ADGRG3", - "C1QTNF8", - "ADSS1", - "AFF3", - "OR2T3", - "ACAP3", - "ACSL6", - "AADAC", - "ADAMTS18", - "CFHR4", - "H3C1", - "GARIN3", - "CALCA", - "CACNB2", - "ACTR1B", - "ANKRD40CL", - "CACNA1F", - "HIGD1C", - "BEND2", - "DYNLT4", - "LYPD2", - "PLAC4", - "AGMAT", - "ATP1A1-AS1", - "GSTTP2", - "C2orf74", - "PSG10P", - "CCIN", - "BPIFB1", - "HORMAD1", - "BARX1", - "CLEC3A", - "FAM197Y2", - "CEACAM20", - "ACHE", - "ATXN8OS", - "DEFB132", - "PCDHA10", - "CPXCR1", - "MOBP", - "PLGLA", - "CACNB4", - "DISC2", - "ATP6V1C2", - "GLT6D1", + "ACAA1", "ABT1", - "ART3", - "HMX1", - "AKT2", - "CDRT15", - "RIIAD1", - "CC2D2B", - "C3orf20", - "C15orf48", - "H1-9P", - "AMH", - "TBC1D3P2", - "ASB18", - "ACOX1", - "LHFPL7", - "ALOXE3", - "GAS2L2", - "BMP10", - "MYH15", - "AIFM3", - "H2AC1", - "CFAP144", - "EGR4", - "CFAP161", - "MARCHF4", - "CIB3", - "IRS4", - "ADIRF", - "FUT2", - "BICDL1", - "H2BC3", - "GUSBP4", - "ANK2", - "CCDC144NL", - "FAM157B", - "ACKR3", + "ABCG1", + "ACSM6", + "ACP3", + "ADAMTS8", + "ADARB2-AS1", + "ADAMTS7", + "ABCF3", + "ACOD1", + "ACBD6", + "ADAM29", + "ALDH1A3", + "AKNAD1", + "APOBEC4", + "ACSBG2", + "ACYP2", + "ABHD11", + "ACOT6", + "ACADVL", + "ABTB2", "ACP1", - "AMFR", - "ADAMTSL2", - "EVX2", - "MGC16025", - "ARHGDIG", - "ARF4", - "IRX4", - "ARHGAP42", - "THOC5", - "AMIGO3", - "CDH17", - "ADH1C", - "ABRACL", - "OR56B4", - "MYOG", - "OR5K3", - "ADAMTS4", - "OR10G7", - "BRD7P3", - "AKR7A2P1", - "MIP", - "CAPN8", - "CHST6", - "BTF3P11", - "CNTNAP2", - "ALDOB", - "CCDC87", - "AP4E1", - "CELF5", - "LINC00301", - "KLHL33", - "GLI1", - "AQP3", - "DCLK3", - "FAM27B", - "OR4A16", - "KRTAP3-3", - "ALKBH1", - "DNAJB8", - "SNORA51", - "ALDH9A1", - "ADD2", - "ACY3", - "BTNL9", - "OR10J5", - "CHRNA6", - "FAM24B", - "APBA3", - "CAPN11", - "SLC15A2", - "GSTA3", - "RPS28", - "ATG14", - "CBLN4", - "CLDN6", - "SLC7A3", - "ARL8B", - "LINC00523", - "C16orf74", - "CCDC196", + "ACTR3B", + "ACE", + "ABCA12", + "ACAT1", + "ABCB11", "AFG2B", - "ATP1B2", - "H3C3", - "ELANE", - "ACTC1", - "APLF", - "CHGA", - "CLCN6", - "DMRTC1", - "ACOT7", - "CACNA2D1", - "G6PC2", - "GSDME", - "APIP", - "SPMIP3", - "HBBP1", - "ARSH", - "ACIN1", - "FGF22", - "ANKS1A", - "CSPG4", - "FGF18", - "FKRP", - "C11orf16", - "CASP5", - "CGB5", - "ACTMAP", - "ZNF80", - "HTR4", - "SIGLEC14", - "ANXA3", - "AQP6", - "OR4N2", - "ALKAL1", - "TMEM41B", - "ABL1", - "OR6K3", - "ASXL3", - "CYP2C18", - "PAK3", - "ABCA7", - "ADGRF2P", - "C4orf51", - "NLGN4Y", - "PCDHB15", - "CCR8", - "ANKRD30BP2", - "CEACAM3", - "ADD3", - "OOEP", - "C5orf24", - "ACRV1", - "C22orf46P", - "ABCC3", - "BAG5", - "ANXA2P1", - "BANF2", - "EMID1", - "RFPL4B", - "PCDHGA5", - "ABCA10", - "SNORA58", - "CA6", - "LINC00028", - "C9orf153", - "MLIP", - "GPRC5A", - "TP53TG5", - "ANGPTL7", - "CSF2", - "GPR55", - "PDC", - "AARS2", - "ABCC6P2", - "TBATA", - "GPM6B", - "ADORA2B", - "DRGX", - "CCDC27", - "KCNH2", - "IGSF9", - "RCVRN", - "C11orf86", - "B3GNT7", - "CHD5", - "C20orf202", - "ZG16B", - "C17orf100", - "SPATA16", - "SLC24A4", - "CHODL", - "TSGA13", - "CHI3L1", - "KRTAP17-1", - "ADAP2", + "ABITRAM", + "ABHD5", + "ACP4", + "ABCA17P", + "AAK1", + "ABCD4", + "ADAM7", + "ACACB", + "ABRA", + "ABHD16B", + "ADAM8", + "ADAMTSL3", + "ACTB", + "ADAMDEC1", + "ADAMTS14", + "ACADSB", + "ACOT8", + "ACTL7B", + "ACAD9", + "ADGRF3", + "ABCC10", + "ACRBP", + "ADAM1A", + "ACAA2", + "ACTR10", + "ACOT9", + "ACSM2B", + "ABHD17B", "AGAP2", - "ABCF3", - "DLG5", - "LINC02897", - "ARRB1", - "ASAH2", - "FAM187B", - "ANGPTL3", - "CLCA1", - "KRT6A", - "GAD2", - "CCDC33", - "EXOC3", - "CPA4", - "ZNG1B", - "SSTR5", - "MS4A10", - "CIMAP2", - "DLGAP4", - "AFDN", - "CLIP1", - "KIR3DP1", - "BBS7", - "ARHGEF10L", - "H19", - "B3GNT3", - "DMRTA2", - "ADRB2", - "OR51B2", - "ALG2", - "ACAP1", - "MRGPRG", - "C7orf57", - "ABHD13", - "FAM217A", - "CELF4", - "STX19", + "ABCG4", + "ACOT12", + "ACOXL", + "ANXA10", + "C4orf33", + "ACTR6", + "ATP13A4", + "ACVR1B", + "ACTL6A", + "ABCB5", "ABHD2", - "SNTG2", - "ACVR2B", - "PWRN2", - "PXT1", - "SERPINB7", - "TNP1", - "FOXG1", - "GOLGA6C", - "ASIC5", - "DNAJB1", - "KCNG2", - "NPY2R", - "CYP2C19", - "FCGBP", - "HELT", - "AAMP", - "CBLL2", - "ADRA1D", - "DOCK3", - "AKR1C3", - "ALAS1", - "GLB1L2", - "LCE2C", - "GLT8D2", - "FAM221B", - "DYDC2", - "GLRA3", - "BMS1", - "AOPEP", - "AKAP1", - "BNC1", - "AKAP3", - "MYF5", - "HYI", - "ADNP2", - "CPZ", - "GALNTL5", - "RAB33A", - "OR1E2", - "GSTT4", - "CPLX3", - "GPD2", - "ADGRF3", - "AGAP3", - "LOC100287704", - "ADTRP", - "GTSF1", - "MREG", - "ATP6V1G1", - "ADGRE4P", - "ADAMDEC1", - "ALKBH3", - "IL21", - "FGFBP2", - "TSNAX-DISC1", - "AKR1B15", - "BCL3", - "ARHGEF10", - "CDX1", - "DDX43", - "DPPA2", - "HAND1", - "AKT3", - "CALCB", - "IL34", - "BPESC1", - "OR51B4", - "CFAP184", - "RHAG", - "ARMC9", + "ATP1A1", + "A4GNT", + "AFG2A", + "ACTL9", + "ALOX12B", + "ARHGEF33", + "ACRV1", + "ADAM32", + "ACAN", "C10orf55", - "AMPD2", - "OPN1MW", - "FKSG29", - "CCN4", - "KLK3", - "H2AC12", - "BOLL", - "CHN2", - "CLVS2", - "BSPH1", - "RPSAP9", - "CIDEB", - "DCAF4L2", - "IL23R", - "ACP2", - "HOXC4", - "CHGB", - "OR10G2", - "GP9", - "ABCG1", - "CHST1", - "H1-2", - "CD200R1L", - "CCL14", - "IGF2", - "GRIN2B", - "CHAD", - "DIPK1C", + "ABCB6", + "ABCC12", + "ALDH8A1", + "ACSS3", + "ACSM1", + "ABCC4", + "AMER1", + "ADAM18", + "ACAD10", + "ACER1", + "ADGRG3", + "ADAP2", + "AHRR", "ADCY5", - "FAM74A3", - "KCNK4", - "VPREB1", - "AURKAP1", - "ACOT8", - "MRPS27", - "DIO3OS", - "ATP9B", - "ADRA1A", - "ANGPTL2", - "AKR1C4", - "GPR22", - "SPRR2D", - "LRRC4B", - "MIR1-1HG", - "FARSB", - "KRTAP1-5", - "CFAP107", - "CLDN9", - "C14orf39", - "MEST", - "CFAP276", - "CLEC4M", - "ATP5MGL", - "DEPDC4", - "JAZF1", - "AK9", - "AGTPBP1", - "BBIP1", - "TMEM229A", - "FAM99B", - "DNTTIP1", - "CYSLTR1", - "SPACA7", - "CRHR2", - "TNFRSF11A", - "CEP126", - "BDH2", - "ADCK2", - "FEV", - "IGF1", - "ACTRT1", - "AOX1", - "CDH2", - "RBM44", - "GP1BA", - "NPFFR1", - "DANCR", - "SIGLECL1", - "AGAP11", - "OTOP1", - "MRGPRX3", - "ATP4B", - "EDARADD", - "DEFA4", - "MCHR1", - "CSH2", - "ANKRD36BP1", - "HAND2-AS1", - "TEX13B", - "SLC22A10", + "ARAP1-AS2", + "ADGRL2", + "MARCHF1", + "ABHD8", "ADGRD2", - "ARAF", - "FAM9C", - "ARMH3", - "C3orf36", - "ACLY", - "BET1", - "KRT3", - "CSGALNACT2", - "ACSM3", - "SLC2A3", - "SAXO5", - "C4orf33", - "CLGN", - "CAMK2A", - "GDPD5", - "GRID2", - "TSHB", - "FAM74A1", - "SUSD2", - "CXCL17", - "CEACAM1", - "MEIG1", - "SEC14L4", - "UGT3A2", - "PTK7", - "DNAJB4", - "FADS2", - "MCF2L2", - "LLGL1", - "ZNF415", - "P2RX6P", - "OR52B2", - "ARHGEF9", - "EEF1AKMT3", - "BLCAP", - "PMS2CL", - "CSRP1", - "AKR1B10", - "PCNAP1", - "KIF23", - "ATP1B4", - "MTCL2", - "CHRM4", - "ATP6V0A2", - "KIR3DX1", - "ADAD2", - "OR3A3", - "SLC25A51P1", - "TIPARP", - "ADORA3", - "CLLU1", - "ACAA1", - "CRLS1", - "FBN3", - "ALDH16A1", - "EPHA4", - "AGXT2", - "CALML5", - "IFNA1", - "PCYT1B", - "HTR1B", - "MMP27", - "TMBIM4", - "DERL2", - "DEFA5", - "TERB2", - "TPTE2", - "KCNQ1DN", - "AMY2A", - "B3GALT5", - "GOLGA5", - "DUOX1", - "H1-1", - "PPP1R3C", - "ATRNL1", - "CABLES1", - "LRTM1", - "ALKBH8", - "PROCR", - "GID4", - "HEPN1", - "TULP2", - "H2BC10", - "PMS2P11", - "ACER2", - "ARMH1", - "CD300LG", - "GJC2", - "CACNG4", - "CYP2A6", - "C6orf141", - "ALG1L1P", - "SNORA16B", - "CEACAM19", - "KRT82", - "CST2", - "AMBP", - "HTR1E", - "CNTNAP1", - "LIMD1", - "CDC45", - "DCAF8L2", - "FAM153A", - "MIA", - "ZNG1A", - "CERK", - "ZNF295-AS1", - "CCDC6", - "ACTA1", - "PLA2G12A", - "EIF2AK4", - "GGN", - "ZNF331", - "DPRX", - "DNAJC6", - "CSN2", - "IL17A", - "ANAPC10", - "TMPRSS11BNL", - "PRRG3", - "CD81", - "RIT2", - "SLC13A5", - "ARHGAP26", - "AICDA", - "FXYD7", - "AGO4", - "MAP1LC3A", - "REG3A", - "CSNK1E", - "STOML3", - "OR2AK2", - "GRIA2", - "CDS1", - "ATG4D", - "NODAL", - "GUCY2EP", - "PCDHA12", - "CELA2A", - "PRKCA", - "SAV1", - "ADAMTS6", - "LINC00303", - "MLH1", - "CFAP251", - "NOS2", - "ADGRG5", - "DEFA1B", - "CA8", - "ADAMTS9", - "DYNLT5", - "BAALC-AS2", - "BDNF-AS", - "STMN4", - "PRTG", - "FGF6", - "C1QBP", - "CLEC1B", - "ABAT", - "AHI1-DT", - "TIGD3", - "DCDC1", - "ANGEL2", - "APOBEC3B", - "OLFM4", - "ZSCAN5B", - "CD163L1", - "DESI1", - "KDM5D", - "APOC1", - "IGF2-AS", - "RBMY1B", - "PDGFC", - "CFAP61", - "NKX6-3", - "BUD13", - "KCNA10", - "GPAA1", + "BBOX1", + "ALG8", + "ANKRD30BL", + "ACTC1", + "ABHD12", + "AIMP2", + "ABR", + "ANKRD34B", + "ATP9B", + "CMTM5", + "ABHD10", + "ATXN8OS", + "BMPR1B", + "ACAD8", + "ACTR5", + "ATP11AUN", + "AMN", + "AGTR1", "ABCE1", - "C2orf72", - "SYNPR", - "GH1", - "GTF2H2", - "COQ8A", - "DPYSL3", - "KRT6B", - "ALKBH4", - "GPM6A", - "SCD5", - "C10orf88", - "FRMD7", - "MYRIP", - "TWIST1", - "DAZ3", - "LRRC18", - "NEIL2", - "KCNAB1", - "SUPT20HL2", - "CSRP3", - "NAA20", - "DAW1", - "NEUROD1", - "PAMR1", - "MYCNOS", - "RFPL3S", - "MTUS2", - "ADAM20", - "ZNF702P", - "IFNA5", - "FERMT1", - "RBPJ", - "HDHD5-AS1", - "ADAM29", - "FAM106A", - "FOXF2", - "SLC1A2", - "IGFBP3", - "MLN", - "PIANP", - "GUSBP3", + "ADAM12", + "AGBL5", + "ELAVL4", + "AARS1", + "AADACL2", + "AIF1", + "ACVR1", + "AGBL2", + "ACTA1", + "ABCB7", + "ASCL3", + "ACSM3", + "ANKRD12", + "ADAM5", + "SPATS1", + "BTN1A1", + "ABCA6", + "ALG10", + "ANKRD7", + "ABCF2", + "CYLC2", + "AEBP2", + "ARL5B", + "BRD1", + "AACS", + "ACP7", + "KIF9", + "AKAP17A", + "TSTD1", + "ALG2", + "ACVR1C", + "ADAR", + "ADAM30", + "SNORD93", + "OR4P4", + "ACTN3", + "AFF2", + "MYH2", "ABRAXAS1", - "FIBCD1", - "OR4C6", - "SLC25A38", - "OR52N2", - "ABCG4", - "LAMC1", - "DNAJC25-GNG10", - "ABHD12B", - "ADGRE3", - "FAM27E5", - "FLJ30679", - "C4BPA", - "TAS2R1", - "VCX2", - "SPNS2", - "MPPE1", - "LIPT2", - "ANKRD33", - "ESRG", - "C5orf47", - "ANKLE1", - "GABRE", - "CGN", - "CGRRF1", - "LRIG3", - "SEMA3E", - "WFDC3", - "ALG3", - "CXADRP3", - "DNAJC11", - "SMN1", - "BAG3", - "RBP3", - "SMYD1", - "BABAM2", - "ALG1", - "ESPNL", - "EPPIN", - "AP3S2", - "SPANXN4", - "FAM43B", - "GALNT16", - "CST5", - "GUCY2D", - "DMRT1", - "SNX15", - "CES4A", - "ARFRP1", - "LHB", - "APOBEC1", - "DEPTOR", - "LINC00596", - "ALG5", - "CCL17", - "FZD8", - "FAM163B", - "DAOA", - "HSPA1A", - "ANKRD53", - "GAS2", - "CCDC28B", - "WTAP", - "PUS3", - "AQP2", - "ATP6V0C", - "DISP3", - "ACSS3", - "ANKRD9", - "TOPAZ1", - "ACD", - "AIRE", - "ARL6IP6", - "OR5K1", - "FGF13", - "TMEM254", - "ACSL4", - "MSLNL", - "CIMIP2A", - "ADAMTSL4", - "C1QL2", - "RFPL1S", - "TDRD12", - "ZCCHC12", - "TRPC4", - "CSRNP3", - "AFTPH", - "CEBPG", - "NUP50", - "BBLN", - "IGF2BP1", - "ARRDC2", - "CCR3", - "TG", - "PDE1B", - "BTBD6", - "ACE2", - "LINC00597", - "DKK3", - "DUXA", - "DDX53", - "PEAR1", - "TENT5C", - "S100A14", - "RP1", - "NAT2", - "SNORA71C", - "CT47A9", - "PKD1L1", - "EMB", - "ASIC2", - "BACE1", - "DAD1P1", - "OR2T5", - "GABBR2", - "ENAH", - "NBPF15", - "TECRL", - "FBXL17", - "FOXN3-AS2", - "CRISP2", - "TAS2R30", - "PSG3", - "OR4C3", - "GKN1", - "IL36G", - "CCNQP1", - "MICAL2", - "CARD17P", - "MLF1", - "CDH3", - "ADAM33", - "C10orf95", - "AGBL3", - "ADAM19", - "KRTAP4-12", - "MPHOSPH10", - "ASB5", - "KCNIP1", - "AGA", - "RPL17", - "NDRG3", - "SCARNA21", - "ZNF382", - "AURKB", - "DCP1A", - "ATP11A", - "SOCS1", - "H1-4", - "MDM2", - "ADGRG2", - "RPL26", - "DCBLD2", - "PCOLCE2", - "FAM238A", - "IL22", - "NEXN", - "PPEF1", - "ANKRD45", - "AIM2", - "CD164L2", - "GPR142", - "RTL1", - "DEFA6", - "PIN1P1", - "ATP9A", - "DPPA5", - "FLNA", - "LINGO2", - "FOXRED2", - "KRT9", - "SNHG29", - "ANKS6", - "ATP8B5P", + "ACSF3", + "ADAMTS4", "ADIPOR1", - "ENDOD1", - "CCDC9", - "PLD6", - "LEFTY1", - "PYDC2", - "ZNF347", - "KLRC1", - "TACSTD2", - "SPDYE4", - "LIPG", - "FLJ12825", - "OR5P2", - "NEFM", - "CHST5", - "ELF5", - "BID", - "DDR1", - "DLEU7", - "SYNE4", - "PCDHB19P", - "ASXL1", - "CFAP58", - "SPINK6", - "RBPJL", - "UPK3BL1", - "ELOA2", - "PRND", - "KCNE2", - "CELP", - "ARNT2", - "RTP1", - "BEAN1", - "CASQ1", - "ASCL4", - "SGCG", - "MEP1B", - "APCDD1", - "ITM2C", - "SLC13A4", - "SFTPA1", - "EIF3IP1", - "CGB7", - "DLL3", - "FBLN1", - "HIF3A", - "TUBB2A", - "MLC1", - "PLAC1", - "PRMT7", - "MAGEE2", - "FAM153B", - "TEX10", - "RPS4Y1", - "CAPN6", - "CERS1", - "APBB1IP", - "ATF5", - "FAM83D", - "DOCK5", - "ADA2", - "CNOT11", - "PAPPA2", - "PDPN", - "BRCC3", - "EHD3", - "RAB39B", - "DUOXA2", - "C1orf54", - "ADGRL1", - "SLC26A5", - "CT45A6", - "UBE2D4", - "SLC18A1", - "ZNF71", - "B9D1", - "ESPNP", - "DSCR9", - "SNORD115-26", - "SH3PXD2A", - "ZBTB25", - "EPGN", - "PPBPP2", - "H2AC8", - "ARFGEF3", - "NOP14-AS1", - "FAM66E", - "ABCB7", - "FJX1", - "OR1E1", - "LINC00310", - "TF", - "BCAP31", + "FAM27E5", + "ACAP3", + "ACAD11", + "ANKRD30B", + "PGA3", + "AMACR", + "C1orf159", + "ALG9", + "ABCF1", + "FSD2", + "ABRAXAS2", + "AFF4", + "ZNF3", + "ABI2", + "BRD2", + "ADSS2", + "GPR132", + "PDCD6", + "ABL2", + "ARHGAP17", + "BNIP1", + "ADGRA3", + "GPR83", + "CELA1", + "AGPAT3", + "BCAS3", + "NAB2", + "FAM20A", + "ACSL3", + "BLOC1S5", + "GPR75", + "ADGRG5", + "ADAMTS17", + "NLRP14", + "ABCA5", + "TCP11", + "ETV3L", + "DHX40", + "TUBB1", + "BLTP3B", + "ACTR3BP2", + "ADAM2", + "BTF3L4", + "ADGRV1", + "BCL2L14", + "DEFB114", + "ADIRF", + "CACNA1D", + "APIP", + "CD40LG", + "PRSS46P", + "ALS2", + "ABO", + "ADAM20", + "LINC02908", + "ACTL6B", + "ACTR2", + "CGA", + "ACP2", + "ASTL", + "CHRNB1", + "ABL1", + "CLVS2", + "LYPD4", + "ABCC11", + "SPATA31H1", "CFAP126", - "ADGRF4", - "H2BC21", - "CELF3", - "MRPS2", - "TAS2R10", - "ARL5A", - "OR6K6", - "ACYP2", - "CSNK1A1P1", - "PSG8", - "ALPP", - "FGF20", - "BST2", - "RNF128", - "MYBPH", - "TSPAN16", - "RNF17", - "ACER3", - "IL17RB", - "NTPCR", - "CPVL", - "ACTL9", - "COCH", - "POU3F2", - "JAKMIP3", - "BTBD9", - "CCDC172", - "FEM1C", - "MOGAT2", - "PABPC1P2", - "NYAP2", - "GYPC", - "CDNF", - "ADRA2B", - "QARS1", - "PPARD", - "MARK3", - "PAX3", - "LYZL4", - "ABHD16A", - "SLC52A3", - "CACNB3", - "FNDC5", - "RRH", - "CRISP1", - "DHRS7", - "CYP2J2", - "ELMOD2", - "FOXI2", - "ACSM1", - "PRAMEF18", - "FOXO3B", - "DLK1", - "PTGR3", - "SPATA8", - "SNORA2B", - "ADM2", - "OCSTAMP", - "ADAT3", - "DNM3", - "TRAPPC2", - "CLDN2", - "CARNS1", - "GPR61", - "ALOX15", - "KIAA1549L", - "INSM1", - "LINC00114", - "USP6", - "ZNF556", - "ATG13", - "GPR135", - "SLC22A9", - "ARMC5", - "C11orf65", - "IL13RA2", - "ZPBP2", - "PPP1R2C", - "RBM15", - "PCDHGA10", - "LINC00207", - "GTF2H2B", - "AGPAT1", - "HBM", - "CCDC142", - "CDX4", - "DHRS11", - "RNPEP", - "SRGN", - "KHDC1L", - "CD83", - "DIXDC1", - "GLI2", - "AGBL5", - "BGLAP", - "INSYN2A", - "CXCL13", - "ADAMTS2", - "BAIAP2L1", - "FKBP10", - "MTMR14", - "PSG2", - "OR10AG1", - "BNIP3L", - "SLC18A3", - "PRPSAP2", - "MPZ", - "GTSE1-DT", - "CLXN", - "OR9Q2", - "ATP2A3", - "XKR4", - "SNORA65", - "OR5M11", - "XKR5" + "ATP4A", + "AEN", + "TSTD2", + "SNORD127", + "ABLIM1", + "CIMIP4", + "BROX", + "ARHGAP12", + "CLDN10", + "ACAP1", + "ZNF559", + "KCNA7", + "ATXN2" ], "Coefficient": [ - -0.12371092756006197, - -0.09723969909511593, - -0.0849598498962436, - 0.05481322926665348, - -0.026457027987049762, - -0.02597473522404671, - -0.025112251858344783, - 0.022677817464379777, - -0.02134391465417587, - 0.019727236645198796, - -0.019219099967248163, - -0.019162139192452153, - -0.018416152634219682, - 0.017250363246729256, - 0.014738838742995235, - -0.014555317417664635, - -0.014164438674796767, - -0.014114127925764329, - 0.01349870184028902, - -0.013024687095544753, - 0.012633223979871417, - 0.012584526812676789, - 0.011745521373531157, - 0.01173016076317845, - -0.011268022905486452, - -0.011065038973246184, - 0.011009763857307855, - 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"cv_performance": { "prediction": { - "accuracy": 99.6875, + "accuracy": 100.0, "precision": 100.0, - "recall": 99.64912280701755, - "f1": 99.82300884955752 + "recall": 100.0, + "f1": 100.0 }, "selection": { - "precision": 0.1253899925087417, + "precision": 0.570020873265423, "recall": 7.777777777777777, - "f1": 0.24679693322704427, - "jaccard": 0.1235668121741728 + "f1": 1.0620825575470323, + "jaccard": 0.5347245834799699 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_None.json b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_None.json index 6e9bffee43907a23809b280d6cb721bf516ba3ec..0e92e050df753cc051a374d6ca4bf5798c581a46 100644 --- a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_None.json +++ b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_None.json @@ -1,3792 +1,843 @@ { "significant_genes": { "Variable": [ - "AAA1", + "A2ML1", "A1CF", - "A2M", - "ABCA1", - "AADACL4", - "AADACL2", - "A1BG", - "A4GALT", - "ABCA12", - "ABCA2", - "AASDH", "A1BG-AS1", - "ABCA4", - "AAMDC", - "ABCC2", - "AACSP1", - "ABLIM1", + "A1BG", + "AAAS", "AADAT", - "ABCC11", - "ABCG2", - "ABCA13", - "ACOT12", - "ACTA2", + "AAMDC", + "A2M", "AAR2", - "ABHD8", - "ABCA3", - "ADGRA1", - "ABCD4", - "ABCC6", - "AKAP4", - "AASDHPPT", - "AGFG2", - "AAAS", - "ADAM21P1", - "ANO3", - "ANGPTL6", - "ABCA9", - "ACAD11", - "ABCA11P", - "ACE", + "A4GALT", + "AAMP", + "AADACL3", "AATK", - "ABCB6", - "ABI3", - "ABL2", - "AKR1C6P", - "ADGRG7", - "ABCB10", - "ADH4", - "CLLU1-AS1", - "ACAN", - "DDX11L2", - "AWAT2", - "FAM153CP", - "H2AC21", - "FAM66A", - "C4BPB", - "FBXO47", - "FAM157B", - "ABCD2", - "GCM2", - "DSG4", - "HIPK4", - "C15orf48", - "CNTNAP3", - "ADAMTS17", - "ADCYAP1", - "ABHD17A", - "AARS1", - "TMPRSS11F", - "GSTT2", - "GDPD2", - "GSTA3", - "ATOH1", - "ASTL", - "CHODL-AS1", - "CACNB4", - "ANGPT1", - "CCK", - "CST11", - "BMP3", - "ANXA2", - "ABCC9", - "HCN1", - "MT1B", - "ADD2", - "AAK1", - "CRHR2", - "CAPZA3", - "ASPG", - "ADAM2", - "C10orf71", - "AATF", - "ABT1", - "AHSP", - "ISX", - "PRAMEF17", - "ADIPOQ", - "CABP5", - "ADGRG6", - "ANKRD30BP2", - "CA5A", - "A4GNT", - "OR10G7", - "CPSF4L", - "CDH7", - "ABR", - "PTCHD3", - "PDCL2", - "FABP7", + "AAGAB", + "AA06", "AANAT", - "TEDDM1", - "ACTRT3", - "ABL1", - "BEND2", - "ATP1A1-AS1", - "FAM217A", - "ACTL6A", - "C3orf36", - "AK8", - "CSNK1A1L", - "GLT6D1", - "STON1-GTF2A1L", - "ASB15", - "ART3", - "STATH", - "CD163L1", - "ABCC3", - "CACNG6", - "ATP1B2", - "ATXN8OS", - "KCNQ1DN", - "HORMAD1", - "ACTRT1", - "ABCC4", - "H19", - "CCDC144NL", - "ADSS2", - "KRTAP3-3", - "HMX1", - "CSPG4P2Y", - "CSF2", - "C3P1", - "CELF5", - "ARMCX6", - "DAZ2", - "ABCB11", - "DIPK1C", - "ADRA1D", - "EFHB", - "PAGE4", - "ABHD11", - "MUC21", - "CFAP161", - "ACVR2A", - "TULP2", - "COL2A1", - "ADARB2", - "AP4E1", - "MMS22L", - "ALKBH1", - "ASB18", - "CIDEC", - "AFF3", - "BCORP1", - "SLC7A3", - "LALBA", - "ABCA7", - "ACTN2", - "C5orf52", - "MOBP", - "AFP", - "CASP5", - "H2BC13", - "DDX43", - "ALDH9A1", - "ANKS1A", - "OR5B12", - "RIIAD1", - "EGR4", - "KRTAP5-2", - "C1orf116", - "ANXA3", - "ADAMTS18", - "ACP6", - "ANP32CP", - "CYP2C19", - "CDX1", - "ADAMTSL2", - "BPIFB1", - "ANKRD40CL", - "CNBD1", - "ANGPTL2", - "C5orf47", - "UGT1A3", - "CNGA4", - "BMP10", - "ADSS1", - "IRS4", - "PDHA2", + "A2MP1", + "ABCA13", + "ACBD5", + "ABAT", "ABCB1", - "GABRG3", - "PLGLA", - "CD200R1L", - "ADGRA2", - "CDKL4", - "OR10T2", - "ACTR5", - "ABLIM3", - "ACTC1", - "CPA4", - "FARSB", - "OR10G2", - "LVRN", - "CENPV", - "APCDD1L", - "AACS", - "FAM27B", - "GBP6", - "C1QTNF8", - "AIFM3", - "CCIN", - "ABHD14B", - "HSD17B7P2", - "ADAD1", - "KIR3DX1", - "ATP6V1C2", - "HIGD1C", + "ABI3BP", + "AATF", + "ABCD3", + "ABCC2", + "AAA1", + "ABHD1", + "ABCA7", + "AARD", + "ABCA2", + "ABCA3", + "ACY3", + "ABCC3", + "ACBD7", "ACSL6", - "PCDHGA5", - "ABCC8", - "IGF2", - "ABHD4", - "FGF10", - "AUNIP", - "SCGB2B2", - "SREBF1", - "ARSH", - "SUPT20HL2", - "OR2T5", - "CCDC27", - "AGBL3", - "MYH15", - "RBMY1F", - "HTR4", - "CCDC196", - "DEFA6", - "ABHD5", - "CES1P1", - "FRMPD2B", - "ADAM20", - "RPS28", - "MYF5", - "CSPG4", - "ADORA1", - "FKRP", - "AJAP1", - "FGFBP2", - "CHGA", - "FAM187B", - "BRD7P3", - "ABTB2", - "ACER1", - "FAM138B", - "BNC2", - "ANK2", - "SPRR2D", - "ARSI", - "DNAJB8", - "FOXH1", - "ADIRF", - "DAZ3", - "RUNX1-IT1", - "APLF", - "AKR7A2P1", - "AFG1L", - "ARHGDIG", - "KCNG2", - "FANCD2OS", - "DGKG", - "CLCA3P", - "ABRACL", - "CALHM4", - "GSDME", - "PRRG3", - "OR5K3", - "ANXA2P1", - "AMIGO3", - "ERAP2", - "H2AC15", - "PRND", - "DLGAP4", - "CLEC4C", - "ABHD17C", - "CC2D2B", - "DMRTC1", - "ARPP21", - "ACOT7", - "FLJ16779", - "ABRAXAS1", - "ARHGAP33", - "LOC400940", - "ARHGAP17", - "FGF22", - "ANXA2P3", - "C1QTNF2", - "ACAP3", - "SPATA16", - "OR56B4", - "FAM197Y2", - "ACTR8", - "MIR1-1HG", - "SPMIP3", - "LINC00303", - "C3orf62", - "ADNP2", - "ADORA2B", - "DPPA2", - "ANAPC2", - "KNDC1", - "APOA4", - "NUDT17", - "BTNL8", - "NLGN4Y", - "CALCA", - "CDH2", - "CCNP", - "TSHB", - "ABLIM2", - "CLEC4M", - "LYPD2", - "CSRP1", - "AOPEP", - "CEACAM1", - "FAM153A", - "G0S2", - "SNORA51", - "GJC2", - "ACTBL2", - "CD300LG", + "ABCA15P", + "ACER3", + "ABCB10", + "ABCG8", + "ACTRT3", + "ABRA", + "AARS2", "AASS", - "CHODL", - "AIF1L", - "GARIN3", - "CHD3", - "CDH17", - "TSGA13", - "VPREB1", - "OR2T11", - "CHD5", - "DRD3", - "DIO3OS", - "KIR3DP1", - "H2AC1", - "IL13RA2", - "KRT6A", - "SCGB1C1", - "ABTB3", - "CELF4", - "DELE1", + "ABCC8", + "ABCD2", + "ACTL7A", + "ABCB4", + "ACSM4", + "ABCG5", + "ABCA4", + "ACE2", + "ABCC5", + "ABCC1", + "ACTRT2", + "ACCSL", + "ABHD17B", + "ABCA11P", + "ABCA9", + "ABCB6", + "ABCD1", "ACIN1", - "CES4A", - "ARHGAP42", - "AKR1C3", - "DAZ1", - "EPHX3", - "DBIL5P", - "APIP", - "ANP32B", - "FAM74A1", - "CALY", - "AKR1C1", - "AFMID", - "CYP4Z1", - "KLHL33", - "LDHC", - "CSN2", - "ACTR3", - "ACAD10", - "OR2AK2", - "ABAT", - "CAPN11", - "NOX3", - "CGN", - "ANKRD20A11P", - "AGMAT", + "ACAT1", + "ABTB1", + "ADGB", + "ACOD1", + "ACAA1", + "ACBD6", "ABCA10", - "C9orf153", - "ANGPTL3", - "AFG2B", - "CFHR4", - "MEST", - "APMAP", - "OR52N2", - "CAPN13", - "ALOXE3", "ADCK2", - "PYDC2", - "ABCB7", - "CLINT1", - "AIFM2", - "PRTG", - "OR10J5", - "ADH1A", - "DEFB132", - "C2orf74", - "LOC100287704", - "ANKS6", - "ZNG1A", - "CDON", - "TBXT", - "OR4A16", - "IL25", - "IL21", - "ALPK2", - "GTSF1", - "ASPRV1", - "ACKR3", - "LINC00301", - "BAIAP2", - "DCAF4L2", - "HSPA1A", - "FLVCR1-DT", - "ARL8B", - "TMEM41B", - "OR5P2", - "TNP2", - "EDARADD", - "DCLK3", - "PXT1", - "PSD2", - "ALG11", - "BST2", - "GSTT4", - "CYP2C18", - "PDE6C", - "SGCG", - "RHAG", - "ACAT2", - "GAS2", - "ASXL3", - "CPB1", - "DESI1", - "ACHE", - "DCBLD1", - "CCAR2", - "OR6K3", - "FOXN3-AS2", - "CST3", - "SGCZ", - "DUSP5P1", - "FAM228A", - "CHRNG", - "CLCA1", - "MARCHF4", - "CEP126", - "ACY3", - "DBX2", - "CLIC3", - "EHD3", - "OR2T3", - "BARX1", - "ARHGAP32", - "KLRD1", - "SIGLECL1", - "ADGRG3", - "DPP9", - "ASCL4", - "ADAMTS13", - "ACAP1", - "BICDL1", - "KDM4E", - "AOX1", - "ECHDC1", - "MIA", - "C1GALT1", - "DNMT3L", - "EIF4E", - "ACOX1", - "ARMH3", - "CFAP74", - "TP53TG5", - "PEA15", - "ADGRD2", - "ATOH7", - "ACTMAP", - "INSYN2A", - "ATP4B", - "RP1", - "HES7", - "NBPF15", - "ADH1C", - "CBX2", - "AARS2", - "C11orf86", - "POPDC2", - "C10orf88", - "MGC16025", - "PACRGL", - "ACTG1", - "KCNH5", - "FSCN3", - "C6orf141", - "GPR160", - "FAM47C", - "HTR1A", - "CABLES1", - "CLEC3A", - "SLC15A2", - "BDH2", - "GAS2L2", - "OR51B4", - "C16orf74", - "EID3", - "CNTNAP2", - "CCR8", - "CDCA7L", - "ARL13A", - "DMRTA2", - "SLC18A3", - "GUSBP3", - "TSNAX-DISC1", - "AQP6", - "MEIG1", - "NALCN", - "ADGRE4P", - "AP4M1", - "C1QTNF12", - "AKT3", - "BNIP3L", - "CPED1", - "MUC5B", - "ARL6IP6", - "ANKRD28", - "ACYP2", - "C5orf24", - "ARGFXP2", - "RIT2", - "LINC00310", - "GLT8D2", - "C4orf51", - "GPR101", - "GOLGA6C", - "ADAM33", - "AIG1", - "GUSBP4", - "RCVRN", - "KLHL31", - "GDPD5", - "NELFB", - "CEACAM3", - "MORC2-AS1", - "CEP72", - "COLEC11", - "ANKRD34C", - "CLC", - "SPZ1", - "PAK3", - "FADS2", - "ACO1", - "KDM5D", - "ELMOD2", - "PIN1P1", - "CST2", - "AHNAK2", - "ARHGEF3", - "OR5M11", - "CLSTN3", - "MEP1B", - "CEACAM20", - "SYNPR", - "H2BC6", - "CALML5", - "CLGN", - "COCH", - "FAM9A", - "CACNB2", - "BLID", - "ASIC5", - "CHN2", - "AQP3", - "CECR2", - "GTF2H2", - "ADNP", - "ARPC1B", - "ARAF", - "ASCL3", - "RNF17", - "ESPNL", - "APLN", - "CRISP1", - "CIMAP1A", - "ACOX3", - "ATF6B", - "HACD4", - "H2BC21", - "CALCB", - "SSTR5", - "ATL3", - "ZFAND2A", - "C6orf147", - "RBPJ", - "CELA1", - "ATRNL1", - "CEACAM19", - "CSRNP3", - "ALX1", - "FTHL17", - "LRRC18", - "C10orf55", - "CFAP58", - "EPGN", - "MARVELD1", - "LLGL1", - "CINP", - "ABRAXAS2", - "GLB1L2", + "AKNAD1", + "ACP3", + "ABTB2", + "ADAMDEC1", + "ACSM6", + "A4GNT", + "ABHD15", + "ACADSB", + "ADAM29", + "ACSBG2", + "ABCB8", + "ALKBH8", + "ACAP2", + "ADAMTS7", + "ALDH1A3", + "ACYP1", + "ACER1", + "ACP4", + "AADACL2", + "ABCD4", "ACP1", - "LGALS4", - "CAP1", - "ACSM3", - "ANGPTL5", - "EMID1", - "LEFTY1", - "CIB3", - "AMPD2", - "LEAP2", - "C6orf132", - "FBN3", - "GABRB2", - "CENPBD1P", - "DNAJB1", - "BTNL9", + "ACTR3B", + "ADAMTS8", + "ABHD11", + "AAK1", + "ADH4", + "ACOT9", + "APOBEC4", + "ADARB2-AS1", + "ACAN", + "ACOT6", + "ADAMTSL3", + "ABCG1", + "AFG2A", + "ACYP2", + "ACOT4", + "ACADVL", + "ACAD10", + "ABITRAM", + "ADGRF3", + "ACRV1", "AGAP2", - "ARF4", - "CPQ", - "CCDC177", - "ARL1", - "TMC5", - "ACOT11", - "CATSPER1", - "BMP15", + "ABR", + "ACTR6", + "ACAA2", + "ADGRD2", + "ACE", + "ACSS3", + "ADCY5", + "ABCB11", + "ABCA17P", + "ADAM8", + "ABCC12", + "ACTL7B", + "ABCC10", + "ACOXL", + "ACOT12", + "ATP1A1", + "BBOX1", + "ABHD16B", + "ACACB", + "ADAM7", + "ACRBP", + "ALOX12B", + "ADAMTS14", + "ACTL6A", + "ACSM2B", + "ACTL9", + "ADAM30", + "ABT1", + "AGBL5", + "ACTA1", + "ACAD9", + "ADAMTS15", + "ACAD8", + "ABHD2", + "ADRA1A", + "ADAR", + "C4orf33", + "ADRA2A", + "ANXA10", + "ACTB", + "FSD2", + "ABCF1", "ATP9B", - "PAMR1", - "CLDN1", - "IRX4", - "AMFR", - "PWRN2", - "ADGRF4", - "DUOX1", - "GLRA3", - "CD81", - "C20orf203", - "IL34", - "BHLHE40", - "ALDH7A1", - "C11orf16", - "KIR2DS4", - "ZBTB25", - "RBM15", - "CBLL2", - "KIR2DL4", - "ADM2", - "ALDOB", - "APLNR", - "AGTPBP1", - "CCN4", - "SNORA53", - "NPY2R", - "CCDC87", - "CTRB2", - "GPR55", - "ADAM15", - "SLC24A4", - "FXYD7", - "POMZP3", - "FAM180B", - "GABRA5", - "USP6", - "MAB21L3", - "TNP1", - "BNIPL", - "NLRP11", - "ALG2", - "SFTPA1", - "APBA1", - "DPH6", - "ASIC2", - "ATG10", - "ELOVL6", - "MTMR14", - "KCNE2", - "DHFR", - "LHFPL7", - "BACE1", - "PDK1", - "TF", + "ANKRD34B", + "ABHD5", "ACOT8", - "KIF1C", - "CC2D2A", - "ATP6V0A2", - "CRISP3", - "CHST1", - "SPINK6", - "ADCY9", - "ZNF853", - "H4C3", - "ATP6V1G1", - "SNORA49", - "TXLNB", - "ADGRF2P", - "AMBRA1", - "FGD4", - "ABHD12B", - "ESPNP", - "CHRM4", - "TEX44", - "PDC", - "ANKRD45", - "BMS1", - "CLPS", - "CIDEB", - "DRGX", - "C3orf49", - "OR4N2", - "C3orf20", - "MYCNOS", - "XKRX", - "ZNF257", - "OR52B2", - "DISC2", - "SLC5A4", - "ADAT3", - "FLJ30679", - "PMS2CL", - "SPACA7", - "PRPS1L1", - "TAC4", - "FCGBP", - "FANCA", - "PDGFC", - "CD300LD-AS1", - "AURKAP1", - "GLIS3-AS1", - "HBBP1", - "CACNG7", - "IFNL2", - "C11orf71", - "STARD8", - "RTP1", - "LYNX1", - "FOXK1", - "ZG16B", - "PAX1", - "ALDH1A1", - "CFAP276", - "TPO", - "ASIC3", - "CHIA", - "MAB21L2", - "SCARNA8", - "CBLN4", - "MRPS2", - "ABCA8", - "ADRB2", - "PPBPP2", - "DNM3", - "LILRP2", - "ADRA2C", - "EARS2", - "TEX13B", - "OPN1LW", - "PLA2G12A", - "ARHGAP26", - "LYZL4", - "ZNF702P", - "AMY2A", - "ADORA3", - "CYTH1", - "ZNF501", - "CGB7", - "CCL21", - "OR13C5", - "FGD5", - "TRIM77", - "APOF", - "ANXA1", - "OTUB2", - "H1-1", - "PDZD7", - "TMPRSS11BNL", - "GPRC5A", - "C17orf100", - "AP5Z1", - "JAKMIP3", - "DOCK8-AS1", - "COX11", - "APOC1P1", + "ZNF3", + "ALDH8A1", + "ANKRD30B", + "ACSF3", + "PDCD6", + "APBA2", + "AFG2B", + "ATP13A4", + "ACTR5", + "ABCF3", + "CIMIP2B", + "CDRT7", + "ACOT11", + "ACTR10", + "MARCHF1", + "ERAP1", + "ADAM32", + "ABHD8", + "ADAM1A", + "ADAMTS17", + "ADIPOR1", + "ADAMTS4", + "ACSM1", + "MYH2", + "ABCF2", + "CMTM5", + "ARAP1-AS2", + "ASCL3", + "AIF1", + "ABCA6", + "AASDHPPT", + "ACP5", + "OR4P4", + "ACAP3", + "C10orf55", + "ADGRG3", "ADAP2", - "EXTL1", - "ASB11", - "FAM86B1", - "BUD13", - "S100A14", - "KCNC2", - "ARRDC1", - "COL16A1", - "AMBP", - "ATP9A", - "ANKRD9", - "GTDC1", - "FJX1", - "DLG5", - "OOEP", - "OPN5", - "GXYLT2", - "NAT2", - "PGBD2", - "ALPK3", - "WFDC3", - "CARD17P", - "SPRR2F", - "SPAM1", - "DEPDC4", - "FBLL1", - "ACSS1", - "PSMD5", - "ANKRD30A", - "AP1G2", - "PCDHGA9", - "BEST3", - "CIBAR2", - "BTBD6", - "NLGN1", - "ACLY", - "FOXG1", - "MYOC", - "KCNH2", - "H4C6", - "SRL", - "ZNF295-AS1", - "MAGEE2", - "DLGAP2", - "FABP9", - "TMPRSS11D", - "PSG10P", - "CD70", - "HDGFL1", - "CCER1", - "CFAP107", - "CD164L2", - "DYNC1H1", - "ADD3", - "ACTL9", - "ADTRP", - "ADAMTS8", - "BBS12", - "RFPL4B", - "EPB41L1", - "MAGED4B", - "KCNT1", - "SOCS1", - "GID4", - "CLXN", - "C20orf144", - "C1QBP", - "CCDC50", - "IFNA5", - "ATXN1", - "RRH", - "UPP1", - "DCP2", - "LDHAL6A", - "FRMD7", - "KIF20A", - "CCL13", - "SMYD1", - "CAPN14", - "CYTL1", - "NDOR1", - "SPATA22", - "CAMKMT", - "SERPINB7", - "ZSCAN5B", - "TMCO2", - "ATP1A2", - "IGFBP3", - "PSG3", - "OR2T29", - "DANCR", - "EVX2", - "OR10G4", - "TCHHL1", - "LINC00324", - "ATG14", - "ALG1L1P", - "ATP8B5P", - "CD2BP2", - "ERCC6", - "NSG2", - "ZNF556", - "C14orf39", - "GABRE", - "EIF2AK4", - "C16orf92", - "ACVRL1", - "BANF1", - "AFDN", - "INTS4P1", - "SLC13A5", - "CTSZ", - "OPN1SW", - "ARRDC1-AS1", - "OR3A2", - "SLFN12", - "TEX14", - "AK9", - "ARGLU1", - "ICAM4", - "IL2", - "AJM1", - "AAMP", - "CAPN8", - "ANKRD13C-DT", - "OR12D2", - "CX3CL1", - "PFAS", - "LRTM1", - "MMP26", - "SHISAL1", - "PUS3", - "BLCAP", - "ANKRD2", - "SPANXN4", - "GPAA1", - "PCDHA10", - "SLC17A8", - "WTIP", - "LINGO2", - "KRTAP1-3", - "OR1S2", - "MYLK", - "HEPACAM", - "FNTB", - "IFI6", - "ARL6", - "HSD17B12", - "CSGALNACT1", - "PTPN5", - "CRNKL1", - "DAW1", - "DUOXA2", - "MC5R", + "BRD2", + "ATP11AUN", + "ARHGAP17", + "AGPAT3", + "FAM27E5", + "GPR75", + "ADGRL2", + "ANKRD30BL", + "ACSM3", + "AKAP4", + "ABCC6P1", + "BNIP1", + "ACTR3BP2", + "ATXN8OS", + "C1orf87", + "OR6N2", + "BLOC1S5", + "TUBB1", + "ACP7", + "ADGRG5", + "ELAVL4", + "GPR132", + "CFAP69", + "SPATS1", + "BLTP3B", + "CYLC2", + "ABRAXAS2", + "AMER1", + "ABCB5", + "ARHGAP21", + "DHX40", + "BCAS3", + "CACNA1D", + "ALG10", + "ACP2", + "ACTC1", + "KIF9", + "APIP", + "ALS2", + "NAB2", + "ALG9", + "ACTR1B", + "DEFB114", + "CSRP1", + "BROX", + "AIMP2", + "ABCC4", + "ABCA5", + "ABHD12", + "BTN1A1", + "ABI2", + "ADGRG4", + "SNORD18A", + "ACTL6B", + "ADGRV1", + "ACSF2", + "CLCA4", + "KNG1", + "AGR2", + "ATP4A", + "CEP164", + "TSTD2", + "SLC23A1", + "AGTR1", + "ADAMTS18", "CLVS2", - "ALKBH3", - "CDRT15", - "HSPB6", - "ALDH16A1", - "AHDC1", - "ALG3", - "YBEY", - "CCDC70", - "CACUL1", - "LCORL", - "GMPR2", - "CH25H", - "FRMPD2", - "LOC283731", - "TNRC6C", - "CORO2A", - "NAPSB", - "HIGD1B", - "ZPBP2", - "NOP14-AS1", - "ATP10D", - "MOV10L1", - "ATMIN", - "BRI3BP", - "AARD", - "JADE2", - "DOCK3", - "TIPARP", - "CHST6", - "LOC284788", - "AZGP1", - "PAX9", - "TMEM47", - "AP2S1", - "SNORD115-26", - "GPR87", - "NCOA6", - "CCDC82", - "NKX6-2", - "XKR5", - "ALKBH8", - "LOC391322", - "BEST1", - "HYAL6P", - "C17orf58", - "ZFP69B", + "C1orf210", + "ABL2", + "GPR83", + "ANAPC10", "ACSBG1", - "CCDC9", - "BPESC1", - "PRPSAP2", - "ARAP3", - "H3-4", - "CCDC81", - "ARMC9", - "INSL4", - "WT1-AS", - "TP53RK", - "BRCC3", - "CACNG4", - "OR4C6", - "FAM178B", - "GP1BA", - "SCGB1A1", - "P2RX3", - "GDF10", - "C6orf89", - "BRWD1", - "CMTM5", - "ACAA1", - "ADM5", - "C2CD3", - "TAS2R1", - "DDB2", - "LRRC4B", - "ZNHIT2", - "HDHD5-AS1", - "KRTAP2-1", - "CNDP2", - "AGAP3", - "TDRD9", - "HTR3E", - "IMMP1L", - "DNAJC6", - "PPP1R36", - "C1orf198", - "ADISSP", - "KLRC1", - "H2BC15", - "APOC1", - "LETM2", - "OR5V1", - "LRRN3", - "TECRL", - "DHRS11", - "GNG4", - "CXADRP3", - "GKN1", - "DPPA5", - "PON3", - "CLK2P1", - "ENDOD1", - "APBB1IP", - "SSTR4", - "BBS7", - "PIGM", - "TSPAN2", - "ANO5", - "CFAP144", - "BTN2A3P", - "UBE2D4", - "ADA2", - "NPAS3", - "DDRGK1", - "OR2K2", - "IRAG2", - "SPIN2A", - "IFNL1", - "GSTTP2", - "MRGPRX1", - "OR4D2", - "ARL4D", - "OR2B11", - "CFAP20DC", - "GNAL", - "KCNQ4", - "GPNMB", - "CELA2B", - "SPACA5", - "CCDC28B", - "FAM3D", - "VTCN1", - "TRIM6-TRIM34", - "MIR600HG", - "SLC22A25", - "SNORA21", - "SMCO2", - "SLC35B3", - "DGKK", - "ADAM11", - "CFHR5", - "KDELR3", - "TMBIM4", - "CPM", - "KRTAP12-3", - "TCP10L3", - "GALNT16", - "UGT2B28", - "TACSTD2", - "CIMIP2A", - "AMOTL1", - "TTC39A", - "MMP1", - "CCDC172", - "LINC00029", - "ARHGAP24", - "VSX2", - "MIP", - "KRT71", - "GUCY2EP", - "SLC2A7", - "TEX11", - "KIF3B", - "CCDC158", - "PRCD", - "LPP", - "BAG5", - "ACKR1", - "RNF213", - "CDC45", - "RASA3", - "ZNF560", - "ATCAY", - "GPR61", - "IZUMO1", - "ATF5", - "ADGRF3", - "P2RX6P", - "PPARD", - "ANPEP", - "ABCG8", - "PM20D1", - "LINC00293", - "GRIA2", - "AKT1", - "KDM3A", - "MLIP", - "NWD2", - "TDRD12", - "MRAP2", - "PCDHGA10", - "TMEM14EP", - "MALT1", - "GRIP2", - "EDA2R", - "AMPD3", - "ATP5MC1", - "NOS2", - "GPR17", - "HIF3A", - "IL9", - "KISS1", - "DNTTIP1", - "GJD2", - "NKX6-1", - "ASRGL1", - "CLLU1", - "FOXI2", - "CPLX3", - "CCDC144CP", - "OR2T34", - "DNAI2", - "ACTL6B", - "ADCK5", - "TP53AIP1", - "APBA3", - "ATP6V0E1", - "ATP2C1", - "CST5", - "ENO1", - "TLE4", - "PCDHB19P", - "GPR142", - "OR1J4", - "HOMEZ", - "PCYT1B", - "ADAMTS4", - "TRIM25", - "ABHD18", - "SNORA1", - "LMX1B", - "GBA1LP", - "TMEM207", - "CCT6B", - "SULT6B1", - "DGKI", - "NPHP3-AS1", - "ITM2C", - "EFCAB10", - "DOCK5", - "PPP1R17", - "KCNIP1", - "CEP104", - "LRRC7", - "PROX2", - "FOXB2", - "HHAT", - "DNAH14", - "RPL3L", - "ELSPBP1", - "FERMT1", - "DLK1", - "GRIN3B", - "GULP1", - "FGL1", - "RHD", - "DUT", - "BDNF-AS", - "RBMY1B", - "OTOP1", - "OR13F1", - "AREG", - "OR2AG1", - "TUBGCP3", - "IFNK", - "ISLR2", - "MMP27", - "MRGPRG", - "OR51S1", - "ADA", - "PPP1R3C", - "IRAG1", - "AICDA", - "CKB", - "LRIT2", - "INSM2", - "OR8U3", - "QSOX2", - "PCDHA1", - "SEMA4C", - "CFAP126", - "NATD1", - "CRYGN", - "ATP6V1E1", - "ABRA", - "BET1", - "FGFBP1", - "BRAF", - "DDI1", - "P2RX5", - "ESF1", - "KRT9", - "KLRC2", - "ADAT1", - "SUSD2", - "BEX5", - "SCARNA1", - "C11orf87", - "HDX", - "ADGRG5", - "NEURL1B", - "TSPYL5", - "SEBOX", - "CTHRC1" + "C1orf159", + "C8orf34", + "ADCY2", + "BSPH1", + "AEBP1", + "ASTL", + "NUTM2G", + "SNORD127" ], "Coefficient": [ - -0.13175572909173666, - -0.09062002716382689, - -0.08561600461634516, - 0.05514723558236186, - -0.028685307104893365, - -0.026707149651865717, - 0.026041562998029646, - 0.02138416612988194, - 0.020836364404076893, - -0.02042539583204415, - -0.019894361929752878, - -0.019813616864805286, - -0.019709165162166347, - -0.01791624441826678, - 0.017080972866152018, - 0.016512739692198734, - -0.014826287057930905, - -0.013150761737995701, - -0.012447493052637242, - 0.012214538437613184, - 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a/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Obesity.json +++ b/output/regress/Polycystic_Kidney_Disease/significant_genes_condition_Obesity.json @@ -1,1572 +1,4215 @@ { "significant_genes": { "Variable": [ - "RBMY1E", - "ACP3", - "TMPRSS11BNL", - "ASB10", - "ACOT12", - "STATH", - "GPR12", + "A2ML1", + "A1BG-AS1", + "AAAS", + "A1CF", + "A1BG", + "AAMDC", + "A4GALT", + "AADAT", + "AATF", + "AAMP", + "ABAT", + "AADACL4", + "ABCA1", + "A2M", + "ABCA13", + "ABCA6", + "ABCA3", + "AACS", + "ABI3BP", + "ABCB1", + "ABCA9", + "ABRA", + "ABCB10", + "AA06", + "AAGAB", + "AARS1", + "AANAT", + "ABCB5", + "AAR2", + "AARS2", + "AADACL3", + "ABCA2", + "ABCD1", + "ABCC2", + "AASS", "ABCA4", - "TRPV5", - "SCARNA20", - "LINC00523", - "AAA1", - "RBP3", - "SEMG2", + "ABCD2", + "AACSP1", + "ABCC12", + "ABCA10", + "ABCA17P", + "AAK1", + "ABCA5", + "ABCD3", + "ABCG1", + "ABCC8", + "ACBD7", + "A4GNT", + "ACBD5", + "ABHD18", + "ABCB9", + "ABITRAM", + "ABCG2", + "ABHD10", + "ABHD12", + 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"LINC01600", - "DIPK1A", - "GPR88", - "LCE1C", - "KLRC1", - "GPR50", - "KRT37", - "ADRB1", - "BMP15", - "STON1-GTF2A1L", - "GNAT1", - "TMEM229A", - "SLC7A3", - "IL11", - "SPATA31A5", - "GBP3", - "DGAT2L6", - "CXorf66", - "ADGRG3", - "HCN1", - "GSG1L", - "GNAZ", - "ASCL2", - "LINC00200", - "IGDCC3", - "LALBA", - "CLPS", - "MYF5", - "RBMY1F", - "SFTA3", - "ITIH2", - "KCNQ4", - "PCAT4", - "HTR3C", - "SCUBE2", - "PTCHD3", - "AADACL4", - "GOLGA5", - "LINC00052", - "PADI4", - "OR6K3", - "CLEC4C", - "ADAMTS6", - "SERPINB10", - "C11orf16", - "ADIPOQ", - "CDAN1", + "ACTR10", "ACSF2", + "ACP3", + "ACTG2", + "ABCC3", + "ABCC4", + "ADA", + "ACVR1", + "ACE2", + "ACSM2A", + "ABHD5", + "ADAM29", + "ABCB8", + "ACOD1", + "ACADS", + "ACSM5", + "ACOX1", + "ACTR6", + "ACBD6", + "ACTL10", + "ABO", + "ACSF3", + "ABHD15", + "ACSS2", + "ABHD13", + "ACTA2", + "ADCY5", + "ABTB3", + "AAA1", + "ABCC1", + "ABHD17C", + "ADAM12", + "ABHD14B", + "ACSM1", + "ACVR2A", + "ACER1", "ACYP1", - "ABR", - "MGC16025", - "CFAP97D1", - "AGMAT", - "MIMT1", - "LYZL6", - "BPIFB2", - "ABCC8", - "AIRE", - "TMCO2", - "PON1", - "HAS1", - "GNAS-AS1", - "CYP1A1", - "LINC01554", - "CD274", - "RRH", - "FTLP10", - "CSNK1A1P1", - "CRISP2", - "RBMY1J", - "BANF2", - "INMT", - "SPRR2B", - "AMD1", - "MAS1", - "FAM74A4", - "TMPRSS4", - "INSL6", - "GARIN6", - "ATP2B3", - "DEFB132", - "SNORA9", - "ERC2-IT1", - "GARIN4", - "ADI1", - "GRM4", - "SYT4", - "ACOX2", - "G6PC2", - "CLDN15", - "SS18", - "DLK1", - "CELA2B", - "EPX", - "KRT3", - "AGXT", - "LINC00161", - "PPP2R1B", - "KLHL33", - "GPR6", - "CD163L1", - "IQCF5", - "TTC29", - "FCAR", - "KLK2", - "TAAR6", - "OPN1MW", - "DNAJC25-GNG10", - "FAM110B", + "ACTA1", + "ABRAXAS1", + "ACP6", + "ADAMTSL3", "ACADM", - "PCDHGB4", - "PLA2G2A", - "TMC7", - "OR6F1", - "DCLRE1A", - "ADAM22", - "POM121L10P", - "TUBA8", - "PCOTH", - "ANK2", - "FOXL2", - "FOXN1", - "SCARNA18", - "PGAP4", - "HOMEZ", - "TAS2R8", - "CCDC43", - "H2BC15", - "GNAT2", - "CHPT1", - "MLN", - "ADRA1D", - "EPS8L2", - "E2F3", - "USP17L9P", - "RBMXL2", - "TRIM49", - "FAM66D", - "MEG8", - "KIFC3", - "RFPL4B", - "NMUR2", - "BAHD1", - "ACSS1", - "LIPT2", - "TTTY10", - "AIF1L", - "LMOD2", - "COPG1", - "CATSPERZ", - "XIRP1", - "H2BC13", - "ZIC1", - "MIEF2", - "PLEKHD1", - "PLEKHG4B", + "ADGRF2P", + "ACTR3BP5", + "ABCA12", + "ACADL", + "ABCC9", + "ACCSL", + "ACOXL", + "ADAMTS8", + "AASDH", + "ACSL1", + "ABHD6", + "ACSL5", + "ACSM6", + "ADAMTS14", + "ABHD12B", + "ADCY10", + "ACTN4", + "ACTN3", + "ABLIM1", + "ACTBL2", + "ACTL8", + "ADAM5", + "ACE", + "ACR", + "ADPRHL1", + "ACAD9", + "ADAM18", "ACCS", - "ALX4", - "H2AC21", - "FBXW2", - "OR2G3", - "TERC", - "PLIN3", - "B3GALT2", + "ACOT1", + "ADGRG4", + "ADARB2", + "ADCY2", + "ACOT12", + "ACTN1", + "ACTG1", + "ADAM17", + "ACSM2B", + "ACTR3BP2", + "ABCC13", + "ADAMTS17", + "ADAMTSL5", + "ACTR1B", + "ACOT11", + "ADCY4", + "ABCC11", + "ADAM32", + "ADORA3", + "ADAMTSL2", + "ADAM9", + "AARSD1", + "ACOX2", + "ADAM3A", + "ADARB2-AS1", + "ADAMTS4", + "AGAP2", + "ACVR1B", + "ACTR5", + "ACTL9", + "ACSBG1", + "ADD2", + "ADGRA2", + "ACTRT3", + "ABCB7", + "ADAMTS9", + "ACADVL", + "ADPRM", + "ACSBG2", + "ADAMDEC1", + "ADGRG2", + "AGBL4", + "ADCY8", + "ABHD4", + "ADGRG3", + "ADAD1", + "ACOT4", + "ADCYAP1R1", + "ADAM15", + "ACTR3B", + "ADAP1", + "ABHD14A", + "ABT1", + "ACTR2", + "ADAM2", + "ADD3", + "ADAR", + "ADAP2", + "ADGRE2", + "ADAM22", + "ADGRD1", + "ADGRF1", + "ACTL7B", + "ADAM11", + "ADAT3", + "ADGRB2", + "ACP1", + "ADAM20P1", + "ADAM21", + "ACAA2", + "ACOT13", + "ADAMTS7", + "ADPRH", + "ADGRB1", + "ADCY1", + "ACVR1C", + "ADGRE1", + "ADAMTS19", + "ADGRL3", + "ADH1A", + "ADGB", "ACY1", - "PDGFRA", - "GPR156", - "IRX6", - "CCNG1", - "C2orf78", - "CIAO1", + "ADCK2", + "ACSM4", + "ADAMTS15", + "ADAM23", "ADGRL4", - "KLHL31", - "IFNA7", - "CFHR4", - "OR2AG1", - "PRSS55", - "ZFYVE28", - "EPHB4", - "ZIC4", - "SHC3", - "MYH15", - "LCE3C", - "UTS2", - "TAS2R40", - "CLP1", - "SFTPA1", - "ADAD2", - "HHIP", - "ZNF556", + "ACHE", + "AGRN", + "ACTL6A", + "AGAP1", "ADH1C", - "OR2A4", - "TEKT4", - "TONSL", - "IFNA16", - "VIM", - "HTR2A", - "CHRNG", - "MOCS1", - "ZFP57", - "PRB4", - "CHRD", - "AMZ2", - "MSH4", - "IQCN", - "CUX2", - "EXOC4", - "R3HDM2", - "TRHR", - "EML4", - "BPIFA4P", - "SEMG1", - "AURKC", - "LRRC37A", - "ACSM1", - "OR10V1", - "CHODL-AS1", - "GUCY2F", - "FOXE3", - "CCDC190", - "MANBAL", - "COPS8", - "FNDC7", - "RAB2B", - "KRT1", - "WRNIP1", - "XIRP2", - "IL19", - "PEAR1", - "GALNTL6", - "CYP26C1", - "ACSL4", - "DNER", - "SPMIP7", - "VPS54", - "SNORA44", - "TMPRSS2", - "VWC2L", - "OR3A3", - "SKIDA1", - "FAM170B", - "AURKA", - "PIWIL3", - "CELSR2", - "CNGA3", - "RPTN", - "TWIST2", - "GABRG3", - "FAM72A", - "STH", - "TAS2R60", - "SLC7A10", - "ABRAXAS1", - "DNM2", - "ABHD17C", - "ASB17", - "RIMBP2", - "TNNC2", - "CRIPTO3", - "PPAN-P2RY11", - "LINGO3", - "RHO", - "TUBG2", - "SLC22A10", - "CCNO", - "GLIS3-AS1", - "CAPS", - "RIPPLY3", - "NSUN4", - "OR6B1", - "ATXN7L2", - "COG4", - "CPA1", - "PCDH20", - "KCNB1", - "OR2F1", - "SHCBP1L", - "CHRM5", - "SYTL5", - "SHISA6", - "CLEC5A", - "AKR1E2", - "TEDDM1", - "SLIRP-OT1", - "SMOX", - "NAT1", - "EXT1", - "CASP8", - "SNORA22", - "KCNQ3", - "ZFY", - "NOMO3", - "NKAIN3", - "ZPBP2", - "DCAF4L2", - "PLCXD3", - "EPGN", - "TRIB2", - "UGT2B28", - "FAM106A", - "FUNDC2P2", - "BDKRB2", - "RAET1L", - "PITX3", - "OR5K3", - "OR1E2", - "OAZ3", - "PRMT8", - "GCLC", - "CNEP1R1", - "CAPN11", - "SLC38A9", - "OR52W1", - "CLCN4", - "PCDHGA8", - "H2BC17", - "OR52B2", - "GPR27", - "ABCB4", - "ZP2", - "IGLL1", - "FAM228A", - "ACADSB", - "PROSER1", - "B4GALT6", - "PSG10P", - "COX4I2", - "DNMT3L", - "VSTM2B", - "CFAP299", - "ONECUT1", - "C1QTNF9", - "ZNF583", - "CLGN", - "EFL1", - "OR1D2", - "HTRA3", - "C1orf185", - "TEAD4", - "CREB3L1", - "NXF5", - "TRMT1L", - "INVS", - "INSM2", - "CCDC144BP", - "IL25", - "KCNA2", - "SCMH1", - "POLR2J3", - "GPX6", - "POLR2J2", - "OR2AK2", - "IFITM4P", - "DIO3", + "ADARB1", + "ADRA1D", + "ACTR3", + "ADRA1B", + "ADM5", + "ADCK5", + "ADCY6", + "ADGRG5", + "ACTL6B", + "ADAMTS20", + "AGXT2", + "AGER", + "ADHFE1", "ACO1", - "GRXCR2", - "RTN2", + "ABI3", + "AFG1L", + "ADRA2A", + "ADRM1", + "AGPAT1", + "ADGRG7", + "ADAD2", + "ADTRP", + "ACSL3", + "ADAMTSL1", + "AGPAT3", + "ADAM28", + "ADCYAP1", + "ADAT2", + "ADAM19", + "ADAMTS2", + "AKR1E2", + "ADRB3", + "ADCY7", + "ACTRT1", + "AIF1", + "AFG3L2", + "ABCG4", + "ADH1B", + "ABLIM2", + "AJM1", + "ACP2", + "ADGRG6", + "ABHD17A", + "ADGRV1", + "ACOT6", + "AGO3", + "AGMAT", + "ABLIM3", + "ABI2", + "ADAMTSL4", + "ACKR4", + "ADAM7", + "AFAP1", + "AGO2", + "ADAMTS16", + "AJAP1", + "AGR2", + "ADAMTS6", + "AKNAD1", + "ADIG", + "ABCF2", + "AGBL3", + "ADPGK", + "AGBL5", + "ADAM1A", + "ADAM20", + "AKAP3", + "AIMP1", + "AIDA", + "ABCC6", + "ACTR8", + "ADGRF5", + "ADAM30", + "ADGRF4", + "ADI1", + "AIM2", + "ACTN2", + "ADGRA3", + "ADGRL2", + "AGO4", + "AGAP11", + "AFG3L1P", + "ADCK1", + "ACO2", + "ACSS1", + "ADGRL1", + "AKAP17A", + "AGAP7P", + "AHSP", + "ALG10", + "ABCA7", + "ACTR1A", + "AFMID", + "ADH6", + "ACSM3", + "ADGRE3", + "AKAP9", + "ADIPOQ", + "ALDH1A3", + "ADAMTSL4-AS1", + "AIP", + "ADNP", + "AGGF1", + "AHCYL1", + "AKAP7", + "ACOT8", + "AHRR", + "ALKBH8", + "AIFM1", + "ACBD3", + "AKAP14", + "ABCG8", + "ADAM6", + "AFM", + "AKR7A2", + "ADAMTS5", + "ADAMTS12", + "AGTR2", + "ADGRE4P", + "AFG2A", + "ADAM10", + "AKAP4", + "AFTPH", + "ACOT7", + "AHCYL2", + "AGFG2", + "ACD", + "AHDC1", + "AEBP1", + "AK8", + "AKR1C4", + "AJUBA", + "ADM", + "ALDH9A1", + "ADGRA1", + "ADK", + "ADGRF3", + "ACBD4", + "ALDH6A1", + "AKAP11", + "AKAP12", + "AKAP13", + "AHNAK", + "ALPL", + "ADGRG1", + "AGFG1", + "AGTR1", + "AFAP1L1", + "ADORA2A-AS1", + "ALB", + "ADGRD2", + "ADH7", + "AKR1A1", + "AIPL1", + "ACTR3C", + "ADH4", + "ADIPOR1", + "AKIRIN2", + "ADAM8", + "AGAP1-IT1", + "ADGRB3", + "AFF3", + "AFDN-DT", + "AKTIP", + "AGPAT4", + "ACVR2B", + "ALDH1A2", + "ADIPOR2", + "ALDH1L1", + "AKR7A2P1", + "AFDN", + "AHSG", + "ADIRF", + "ADAT1", + "AHI1", + "ACSS3", + "AFF2", + "AEBP2", + "AK7", + "ALS2CL", + "ALDH3B2", + "AKAP8L", + "AFG2B", + "AGAP3", + "AIF1L", + "AGPAT2", + "ADSS2", + "ADAMTS3", + "ALDH1B1", + "AHR", + "AGTPBP1", + "ALLC", + "AEN", + "ADAMTS18", + "ANKH", + "AFAP1-AS1", + "AGXT", + "ALOXE3", + "AMER3", + "ALDH2", + "AFF1", + "ALKBH6", + "AKAP8", + "AMZ1", + "AGBL2", + "ALKBH3", + "ADM2", + "ADAM33", + "AIRIM", + "AKT2", + "ADAMTS1", + "AMER1", + "AMOT", + "ALDOAP2", + "AGPS", + "AKAP5", + "ALKAL1", + "AK5", + "AIMP2", + "ADSS1", + "AGPAT4-IT1", + "ALDH16A1", + "ANKFY1", + "ANGPTL5", + "AIFM2", + "ALPI", + "AIG1", + "AK9", + "ALDH3B1", + "AGPAT5", + "ALKAL2", + "ADAMTS10", + "ALOX12B", + "ALPG", + "ALDH1L2", + "AKT1", + "ALPK2", + "AKNA", + "ALKBH1", + "AMER2", + "AGO1", + "AKR1C3", + "ANKDD1B", + "ALDOC", + "ALG8", + "ADRA2C", + "AK1", + "AHSA1", + "ALOX12P2", + "AFAP1L2", + "ANKRD19P", + "ANKRD22", + "AGTRAP", + "AMIGO3", + "ALG6", + "AGT", + "ALAS2", + "ALDOA", + "ALPK1", + "AKIRIN1", + "ALG12", + "ADRA2B", + "ADD1", + "ALCAM", + "AHCTF1", + "AGR3", + "AIRE", + "AMTN", + "ANKRD28", + "ALX3", + "ANAPC2", + "ANGEL1", + "AMHR2", + "ANKMY1", + "AKIP1", + "AMBN", + "ANKRD60", + "AKR1C8", + "ACTMAP", + "ALS2", + "ANAPC16", + "ANAPC1", + "ALAS1", + "AK4", + "ADISSP", + "AFF4", + "ALOX15B", + "ANGPT4", + "AKR7L", + "ANGPT2", "ACTB", - "C10orf55", - "USP9Y", - "FRMD5", - "GRB7", - "HLA-DQA2", - "EGFEM1P", - "ACTN3", - "SUMF2", - "MYOC", - "AMELX", - "MYADML2", - "AMFR", - "TEX12", - "COL15A1", - "RNASEL", - "FAM9A", - "FRMD4A", - "SH3YL1", - "PBX3", - "DEFB126", - "H3C6", - "KLRC2", - "FGF7P3", - "STMN4", - "LINGO2", - "CHN1", + "ANKRD24", + "AICDA", + "ANO6", + "ANKFN1", + "ANKRD13C", + "AKT3", + "ALKBH2", + "ALPP", + "ANKRD46", + "ANAPC13", + "ALG14", + "ALMS1", + "AK3", + "ALDH1A1", + "AMBRA1", + "AK2", + "ANKRD34B", + "ANKRD26P3", + "AMY1C", + "ANKRD30B", + "ANKS4B", + "AKR1B10", + "AMBP", + "ANKRD18A", + "AOC3", + "AMMECR1", + "AMPD3", + "ANKRD35", + "ALG3", + "ANAPC10", + "ANKRD20A11P", + "ANKRD34A", + "ANKRD31", + "ALOX12", + "AGBL1", + "ANKRD30BL", + "AMOTL2", + "AGRP", + "AMD1", + "ADORA1", + "ANO9", + "ANKRD36", + "ADPRS", + "ANG", + "ANKIB1", + "AKAP1", + "ANKRD37", + "APBA1", + "AKR7A3", + "ANAPC7", + "ACVRL1", + "APOBR", + "ANKRD36BP1", + "AGL", + "ALDH7A1", + "AMELY", + "ALYREF", + "ANKAR", + "ALOX15", + "ALG10B", + "ANKMY2", + "ANKS1A", + "AKR1D1", + "ANK3", + "ANKLE1", + "ADNP2", + "ANKRD1", + "ANO1", + "ALX4", + "ANKS3", + "ANKRD23", + "ANK2", + "AMOTL1", + "ALG5", + "ANGPTL4", + "AMPD1", + "ANAPC4", + "ANKRD36BP2", + "AFP", "ANKRD20A8P", - "FBXO24", - "LLGL1", - "CLDN5", - "PM20D1", - "CABP4", - "TCHH", - "ALG8", - "GPR135", - "TNP2", - "NLRP10", - "FNDC1", - "DCAF10", - "LCE2C", - "C1orf146", - "GRID2IP", - "IRAG2", - "PEX5L", - "OR5P2", - "AVPI1", - "MYBPC1", - "PCDHGB7", - "ZP3", - "ABCG2", - "VN1R10P", - "ADM2", - "VIPR1", - "MAST2", - "UTY", - "DDX59", - "SNORA62", - "FANCG", - "SNORA51", - "ANKRD20A3P", - "OR52N4", - "TSSK4", - "COL26A1", - "ARMC2", - "LINC00189", - "NTN3", - "SULT1C3", - "MMP12", - "SNORA20", - "DNAJC13", - "NALCN", - "MYMK", - "MEGF6", - "SIGLEC16", - "C19orf73", - "DCP1B", - "HMX3", - "MGARP", - "INSL4", - "SLC35F4", - "KRT80", - "GNG8", - "ABCC11", - "TULP2", - "ACHE", - "REV1", - "LDHAL6B", - "LRRIQ4", - "GPA33", - "THNSL2", - "CCDC144NL", - "LOC100133920", - "MYOD1", - "ADAMTS15", - "C12orf56", + "AGK", + "AKAIN1", + "ANAPC11", + "ADSL", + "AMDHD1", + "APLF", + "AKAP6", + "AP1M2", + "AMFR", + "ALX1", + "ANAPC15", + "ANKZF1", + "AKR1B1", + "AOPEP", + "AKT1S1", + "ALOX5AP", + "ARHGEF33", + "ANAPC5", + "ADH5", + "ANP32A-IT1", + "ANKRD63", + "ALAD", + "ANKRD26", "ANO2", - "C20orf173", - "H1-10", - "BDKRB1", - "CDC23", - "ANKLE2", - "IL5", - "GALNT13", - "TTTY6B", - "CACNA2D2", - "FAM24A", - "ANAPC7", - "FAM153CP", - "CDX1", - "ARL17B", - "MUC21", - "OR8B8", - "NUFIP1", - "OR51G2", - "NRG2", - "EPHB2", - "SAMD1", - "YIPF7", - "TAS2R50", - "TSPAN4", + "ANO7", + "ALDH4A1", + "APBA3", + "AGA", + "ANKRD30BP2", + "AOAH", + "ANKRD26P1", + "ANTXR2", + "ANKEF1", + "ANXA2", + "ANKRD44", + "AP1S2", + "ANKRD33", + "ANKDD1A", + "ANKRD13C-DT", + "ANKUB1", + "ANO5", + "APPL1", + "AP3M2", + "ANXA13", + "APOC1", + "AMZ2", + "AMIGO2", + "ALK", + "ALKBH5", + "ANKRD33B", + "APOB", + "AMT", + "APEX2", + "ANXA6", + "ADO", + "AP4B1", + "AKAP10", + "AP1S1", + "APBB1", + "AKR1C1", + "ANGPTL3", + "APH1B", + "APOC3", + "ANKRD6", + "ANP32A", + "AHNAK2", + "ANKRD62", + "AQP2", + "AKR1B15", + "ANKRD13B", + "APOL2", + "APPL2", + "ANKRD55", + "ANKK1", + "ALG1L2", + "ADA2", + "APCDD1", + "ANO8", + "ANP32B", + "ALG1", + "ABCA11P", + "ANP32CP", + "AQP8", + "ANKRD27", + "APOO", + "APOE", + "ANO4", + "ANKRD36B", + "ANXA3", + "APP", + "ANXA8L1", + "APOF", + "AP3B2", + "ANKRD34C", + "ANXA10", + "APLP2", + "ANKRD40", + "AGMO", + "ALMS1P1", + "ALG11", + "AMPD2", + "ANO3", + "AP1M1", + "APEH", + "ANKRD20A1", + "ALG1L1P", + "AREL1", + "ANKRD50", + "ANKRD45", "APCDD1L", - "LIPN" + "ARHGAP30", + "APLP1", + "AQP6", + "ANXA9", + "AMN1", + "ANXA4", + "ARHGEF39", + "AP2B1", + "ARAP1-AS2", + "APOL3", + "APCS", + "APOBEC3H", + "ARID4B", + "ANKRD16", + "ANKRD65", + "APOA1", + "ANGPT1", + "AP2A2", + "APBA2", + "ARHGAP24", + "ARC", + "ANXA2P1", + "APOL4", + "ANPEP", + "APOBEC3C", + "APOBEC3A", + "AP4M1", + "ALKBH4", + "ARF1", + "AOC2", + "ANKS1B", + "ANGPTL7", + "AR", + "APBB3", + "AREG", + "ANKRD20A5P", + "AP2M1", + "ARID1B", + "ANK1", + "APOA2", + "ARHGAP26", + "ANKRD54", + "AQP1", + "AP3M1", + "ANTKMT", + "ANXA2R", + "AHSA2P", + "AOX2P", + "ARHGAP17", + "AP4E1", + "AHCY", + "ANKRD17", + "APOLD1", + "APC", + "ANP32E", + "ANGPTL8", + "ARHGAP21", + "ANKRD52", + "ARL8B", + "APBB2", + "AP2S1", + "ARHGAP23", + "ANKRD30A", + "AQP11", + "ARHGAP25", + "AOC4P", + "AMELX", + "ARSF", + "APOBEC4", + "ANP32D", + "AMZ2P1", + "ART4", + "AP3S2", + "ARR3", + "ARHGAP20", + "ALDH3A2", + "ARSB", + "ANKRD39", + "ARK2N", + "ARL2BP", + "ARL10", + "ARMCX5-GPRASP2", + "ANLN", + "APOOL", + "ARHGAP9", + "APIP", + "ARLN", + "ALOX5", + "APOA4", + "ANKRD18B", + "ALG13", + "ARL14EP", + "ARHGEF1", + "APOL1", + "ARRB2", + "ATP13A4", + "ARHGAP32", + "APC2", + "APBB1IP", + "AMIGO1", + "ARHGAP22", + "AMN", + "ARID1A", + "ALG2", + "AP1AR", + "ARFIP2", + "ARHGEF38", + "ANXA11", + "ANKRD53", + "AQP7", + "AP1G1", + "ARL5A", + "ALPK3", + "ARFGAP3", + "AQP10", + "AIFM3", + "ANKS6", + "APTX", + "ANKRD11", + "AMACR", + "ARHGAP42", + "ARID5A", + "AP3B1", + "ARF3", + "APOH", + "AQP12A", + "ANKRD13A", + "ARGLU1", + "APOBEC3G", + "ARCN1", + "ARAP3", + "AP5M1", + "APOBEC3B", + "APOBEC2", + "APLN", + "ARAP1", + "ANXA7", + "ARIH1", + "ARL5B", + "AP5Z1", + "ARRDC5", + "ARHGAP15", + "ANKRD20A2P", + "ARL6IP5", + "APOC2", + "ANKRD13D", + "ANKRD12", + "ARMC2", + "ARFGEF1", + "ANGEL2", + "ARHGAP10", + "AP1B1", + "ARIH2", + "ARHGAP45", + "ALKBH7", + "ARIH2OS", + "AQP9", + "ARHGDIA", + "ASIP", + "ARMC12", + "ARHGEF19", + "ARMH1", + "ARG2", + "ARHGAP8", + "AQR", + "AQP4", + "ARSA", + "ALDH8A1", + "ASIC2", + "ARHGEF26", + "AP3S1", + "ARHGEF40", + "ARMS2", + "ARFGEF3", + "ARHGEF5", + "ARB2BP", + "ARL9", + "ART5", + "ARHGEF37", + "ASTL", + "ARHGAP18", + "ARFIP1", + "ANO10", + "ARB2A", + "AMPH", + "ANOS1", + "ANKRD20A9P", + "APOD", + "AQP4-AS1", + "ARMC8", + "APLNR", + "ASGR2", + "ARTN", + "ASPDH", + "ARL4A", + "ARID3A", + "API5", + "ANKRD49", + "ASTE1", + "ARHGAP33", + "ARID4A", + "ARPP21", + "APOC4", + "ARL13A", + "ASIC4", + "AP1S3", + "APRT", + "ARGFX", + "ASB12", + "ASCL2", + "ART3", + "ATP5F1A", + "ARHGAP27", + "ARL1", + "ANGPTL2", + "AOX1", + "ASAH2", + "ANKRA2", + "ARFRP1", + "ATXN3L", + "ATXN8OS", + "ARL4C", + "ATG14", + "ARHGEF12", + "ALDH3A1", + "ATP1A1", + "ARL15", + "ARL17B", + "ATP5MGL", + "ARHGAP31", + "APOL5", + "ARHGAP36", + "AP1B1P1", + "ASCL1", + "ATP1A2", + "ARSD-AS1", + "ARHGAP12", + "ARMCX4", + "ANKRD42", + "ANTXRL", + "ASB13", + "ARID2", + "APAF1", + "APOM", + "ARAP2", + "APEX1", + "ATP6V1G2", + "ARNT", + "ATP8B2", + "ATL2", + "ASL", + "ASAH1", + "ARHGEF11", + "ATP5F1D", + "ANKRD29", + "ASCL3", + "ATAD2B", + "ARRDC4", + "ARMCX2", + "ARPIN-AP3S2", + "ARL11", + "ANXA2P3", + "ATP1B1", + "BRS3", + "AP3D1", + "ATP10A", + "APH1A", + "ARFGEF2", + "ALDOB", + "B4GALNT3", + "ARHGEF9", + "ARID3C", + "ARHGEF10", + "ATP2A3", + "ARHGEF35", + "ATAD5", + "ARL2", + "ARRDC1", + "ATXN8", + "ANXA1", + "AQP3", + "ARL14", + "ASB8", + "ATAT1", + "ATP8B5P", + "ARVCF", + "ATP8", + "ATXN7L3B", + "ARHGAP11A", + "ATAD2", + "ALDH18A1", + "ARPC3", + "AP1G2", + "ASS1", + "ASRGL1", + "BCAR3", + "ANKRD20A4P", + "AVEN", + "ATP2B1", + "ARX", + "ATR", + "ARPC5", + "ARPC2", + "BCL2L15", + "ASAP3", + "ATAD3B", + "ARHGAP6", + "ATP5MF", + "APMAP", + "ATP8B4", + "B4GALNT4", + "ARL16", + "ASCC1", + "ARMC9", + "ATP11B", + "ARFGAP2", + "ARL8A", + "ARHGAP40", + "ATP1A3", + "ANXA5", + "ATF1", + "ANGPTL1", + "ATG4A", + "ARL17A", + "ARHGEF2", + "AQP7P1", + "ARSL", + "BRINP3", + "ASXL1", + "ASXL2", + "ARK2C", + "ASAP2", + "ARHGAP29", + "BNIPL", + "AUH", + "ATP1B4", + "ARID5B", + "ATXN7L3", + "ASB2", + "AP4S1", + "ARHGAP5", + "ATF7", + "APOL6", + "ATP5IF1", + "ARMCX3-AS1", + "ATP13A1", + "ARRDC1-AS1", + "ARMC6", + "ASXL3", + "ARRDC3", + "ATP11C", + "ASB4", + "B3GAT2", + "ASGR1", + "BMP15", + "ARL5C", + "ARL13B", + "ATG3", + "ARMC1", + "ATP5F1E", + "ARHGEF10L", + "ARSI", + "C5AR2", + "ATP6AP1L", + "BPIFB4", + "ARSJ", + "ATP7A", + "ATG2A", + "ARFGAP1", + "BSN", + "ARMCX6", + "ARHGAP4", + "BCL2A1", + "ATOX1", + "BPIFB3", + "ARL6IP6", + "ATP1A1-AS1", + "BAG5", + "ATF2", + "B3GALT1", + "ARF5", + "ARPC5L", + "ARHGEF28", + "BMP8A", + "AP2A1", + "ATP5F1B", + "ASCC2", + "C5orf52", + "BCL2L10", + "C1orf116", + "ANKLE2", + "ANKRD20A3P", + "ARAFP2", + "APRG1", + "AWAT2", + "ATAD3C", + "AZGP1P1", + "BAIAP2", + "ATP6AP1", + "ANKRD9", + "BLTP3B", + "ATP6V1D", + "ASNSD1", + "CFAP141", + "C11orf40", + "C2orf66", + "BLMH", + "ARHGEF15", + "ARMC3", + "APPBP2", + "ARMCX5", + "BACE2", + "AVL9", + "AWAT1", + "ARGFXP2", + "BIRC3", + "BEX3", + "AVIL", + "AP5S1", + "BICDL3P", + "BARX2", + "ANKRD10", + "B3GALT5-AS1", + "ASB9", + "BAX", + "B3GAT1", + "BOC", + "ARMC5", + "AUP1", + "ATXN2", + "BHMT2", + "BIN2", + "ARL2BPP2", + "BEX4", + "ATXN7", + "BBS7", + "ATG16L2", + "ATG10", + "BIN3", + "ATP5ME", + "AXIN2", + "BMS1P4", + "CCDC39", + "B2M", + "BCOR", + "AVPR2", + "BPIFB6", + "ATAD1", + "ARHGEF3", + "CCDC126", + "BLACE", + "CIMIP1", + "BID", + "ATL1", + "ATP5PO", + "BAK1", + "ATP8B3", + "ATRNL1", + "BTNL2", + "BAG6", + "BOK-AS1", + "C10orf105", + "ATP9B", + "ARMH3", + "ARL3", + "ARMCX3", + "CACNA1E", + "ARSG", + "ARHGDIB", + "ASB3", + "ATM", + "ASB15", + "ARID3B", + "BABAM2", + "BCAS1", + "ATG5", + "BAZ2A", + "BCL7C", + "BRD8", + "ASF1B", + "ATP6V0D1", + "BLTP1", + "ASH1L", + "ATXN7L1", + "ATP6V1B1", + "C18orf15", + "ARL6IP1", + "BRF1", + "ATG4C", + "BLID", + "BCL2L2", + "C14orf39", + "ARRDC2", + "ATP4A", + "BANP", + "ASB16", + "ASB6", + "ASPRV1", + "KCNJ6", + "ASB18", + "C1RL-AS1", + "ARHGEF16", + "BECN1", + "C20orf203", + "ARPP19", + "ARMC7", + "BCORP1", + "BPY2B", + "CNMD", + "ARSK", + "ARV1", + "BBOX1", + "ATF7IP", + "BTBD9-AS1", + "ANKRD7", + "CAGE1", + "BFAR", + "BTD", + "ATP2B3", + "BPNT1", + "ATP8A2", + "ATAD3A", + "BDNF-AS", + "BCL10", + "BLOC1S5", + "ARHGDIG", + "APOBEC3D", + "C10orf55", + "BCAM", + "BEX2", + "ATP5PD", + "BCKDHA", + "AVPI1", + "BCL2L14", + "C9orf57", + "CAMK1G", + "ATP6V1A", + "C19orf53", + "ASPH", + "CGA", + "ASCL4", + "CC2D1B", + "ARNT2", + "BHMT", + "ARHGAP35", + "CDC42SE2", + "C12orf50", + "ART1", + "ATP9A", + "ARHGAP19", + "BARHL1", + "ATP6V0A4", + "ARMT1", + "ATP5MC1", + "ASB9P1", + "CCL28", + "ASTN1", + "ATP5MK", + "BAHD1", + "BACH1", + "B3GALT2", + "ATP6V1E2", + "ARHGEF25", + "ATPSCKMT", + "BARHL2", + "ARF6", + "ASB17", + "DDX11L2", + "B4GALT5", + "ATP8B1", + "ATXN3", + "MAK", + "C10orf95", + "ARL4D", + "ASMT", + "ATF4", + "C1RL", + "BICRA", + "SFTPA1", + "BLNK", + "SNAPIN", + "CCDC17", + "ATP13A5", + "ATP2C1", + "C19orf38", + "ASIC1", + "CASP3", + "ATF5", + "BANF1", + "ARAF", + "ATP6V1G3", + "BRME1", + "C3orf33", + "CDR1", + "ATG9B", + "CAT", + "BPIFA3", + "C9orf40", + "ATP12A", + "HCG22", + "AURKC", + "CAMKMT", + "ASB14", + "ARHGAP39", + "BEX5", + "C1orf141", + "BCL2L1", + "BNIP5", + "BMS1P1", + "KCNA3", + "CHCHD4", + "BHLHE22", + "B3GALT5", + "C17orf58", + "CCDC73", + "CENPB", + "B3GNT6", + "CALHM6", + "BMPR1B", + "ATF3", + "ASB1", + "ATP5MJ", + "FGF14", + "ASB10", + "CD40LG", + "MRGPRD", + "BIRC8", + "CCDC198", + "OR8A1", + "KLK2" ], "Coefficient": [ - 0.02778326310313186, - -0.023460526848145716, - 0.023189612217379578, - -0.02229754294278988, - -0.02176747784207256, - -0.02094878677277507, - -0.02010832534339521, - -0.01951863393891878, - -0.018733178375616517, - 0.018654262536544983, - 0.01848848114190956, - -0.017622719566250278, - 0.016662329904102418, - -0.015845195904840466, - 0.0157640052696378, - 0.015734353991753748, - 0.0155281651887393, - -0.015476270807776013, - -0.014701434261014884, - -0.013408243170401825, - -0.013040905822006432, - 0.012642482415794375, - 0.012442586579516026, - -0.011872246546447267, - -0.011872130053652652, - -0.011831429566470044, - -0.011621318403830235, 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"ACBD4", + "ADAD2", + "ACTG1", + "ADD1", + "ADAM3A", + "ABHD2", + "AARS1", + "ADAMTS10", + "ACOT8", + "ADGRG7", + "ACSBG1", + "ALOX15B", + "ACAP2", + "ADGRL4", + "ALB", + "ADHFE1", + "ADAMTSL5", + "ABHD5", + "ADAMTS3", + "ACSF3", + "ADH4", + "ADAMTSL2", + "AK7", + "ADM2", + "ACTR1A", + "ADGRE4P", + "ADCY6", + "ADGRB2", + "ADAMTS2", + "ACTB", + "ADH7", + "ADCY8", + "ADGB", + "ADISSP", + "ABHD17B", + "ALDOB", + "AJAP1", + "ADAMTSL4", + "ACOT11", + "ADAM9", + "ADAMTSL1", + "ACSS1", + "ADAM33", + "AKR1C8", + "ADAMTS14", + "ADAM20", + "AGBL2", + "AIRE", + "ADGRD1", + "ADGRG4", + "ABCB11", + "ADTRP", + "APLN", + "ARL9", + "ADAM8", + "ADAM12", + "AMPD1", + "ACSL1", + "ADRB2", + "AFAP1-AS1", + "ACOX1", + "AADACL2", + "ABRA", + "ADGRG1", + "ANKRD18B", + "ALKAL1", + "AGXT", + "AKAP10", + "ADAMTS17", + "ACAP1", + "ACVR1C", + "ADGRG5", + "ADCYAP1", + "ADGRG6", + "ANGEL2", + "ABLIM1", + "ACP4", + "APOBEC4", + "ALDH1B1", + "ADA2", + "AP4E1", + "ACTN1", + "ACTR2", + "ALKBH1", + "ADNP2", + "AMDHD1", + "ADAT3", + "AGPAT1", + "AKNA", + "ADSL", + "AMMECR1L", + "ANKRA2", + "AFDN-DT", + "AGMO", + "AKIP1", + "ABCA12", + "ACTR3B", + "AGRP", + "ALS2CL", + "ADAM21", + "AGO3", + "ALG8", + "ACVR2B", + "ADCY5", + "ADAMTSL3", + "AMHR2", + "AGTRAP", + "APH1B", + "AIPL1", + "ANAPC2", + "ANKLE1", + "ADCY7", + "ACSBG2", + "ADAD1", + "AEN", + "ACTRT3", + "ANAPC4", + "ADAMTS1", + "ANKRD60", + "AMDHD2", + "AKNAD1", + "ABHD3", + "ADCY2", + "ADGRG3", + "ALKBH4", + "AK2", + "AHRR", + "ALG12", + "ANP32D", + "AGK", + "AHSA2P", + "ADARB1", + "ADIG", + "AHCY", + "AIM2", + "AKAP3", + "ANGPT1", + "ANO4", + "ACTN4", + "AGAP1", + "ADCY3", + "ADCY4", + "ADGRA3", + "AMZ1", + "AK8", + "ADAR", + "ADAM19", + "AMTN", + "ANKRD52", + "ACVR2A", + "AP1M2", + "AGAP3", + "APBB1", + "ASF1B", + "ALDH6A1", + "ADPGK", + "ADCY1", + "ADCK1", + "ALG3", + "ABI1", + "AKT1", + "AGFG2", + "AHDC1", + "ACADSB", + "AKAP5", + "AFM", + "AFG2A", + "AK5", + "AHCYL2", + "AMH", + "ANO10", + "ACTR3", + "ANKRD26", + "AK9", + "ASB12", + "ANKRD30A", + "ACIN1", + "ACYP1", + "ANKRD13D", + "AP1G2", + "AHR", + "AKAP13", + "ADGRB3", + "ADAT1", + "AGPAT2", + "ALOX5", + "AMIGO3", + "ANKEF1", + "APOL5", + "AFTPH", + "ADAMTS13", + "APOC3", + "APOB", + "ADH5", + "ADAP2", + "AIF1L", + "ASB2", + "AGPAT4", + "AIMP1", + "ADRA1A", + "AFDN", + "ANO5", + "ANKRD13C-DT", + "ALDH1L1", + "ADGRL3", + "ADGRL2", + "ANXA9", + "BDKRB1", + "ADPRS", + "ADGRF4", + "ANKRD37", + "ALKBH2", + "ANXA5", + "ALKAL2", + "AOPEP", + "APBA3", + "ARHGAP12", + "ALAS1", + "ANKAR", + "ADAM15", + "AOC3", + "ADGRF5", + "ALS2", + "ADM", + "ALX4", + "AKAP8L", + "ADGRF2P", + "ASTN1", + "ANXA2R", + "ANXA10", + "ANKRD6", + "ADGRF1", + "ADAMTS4", + "AHNAK", + "AKT1S1", + "ANGPTL3", + "AP1G1", + "ADPRH", + "ARG2", + "ANTXRL", + "APOL1", + "AKR1C3", + "ADGRF3", + "ASTN2", + "ARL10", + "AFG3L2", + "ARHGAP42", + "AJUBA", + "ARF6", + "ARHGEF28", + "ALG1", + "AQP10", + "ADCY10", + "AP3S2", + "ADRA1D", + "ANK1", + "ANTKMT", + "ANO9", + "ARMC7", + "ADA", + "ANKRD35", + "ALDH16A1", + "ANO8", + "ARSJ", + "ANTXR1", + "AMIGO1", + "AOC2", + "ACAD8", + "AKAP6", + "AGAP11", + "AKR1B1", + "APC2", + "ARHGDIA", + "AAR2", + "ADPRM", + "ARFGAP2", + "APOBEC3C", + "ASCL3", + "ALG9", + "ATAD3A", + "APTX", + "AKAP12", + "AFF4", + "APCS", + "APOBEC1", + "ASIC4", + "ACTR6", + "ADORA2A-AS1", + "ANO6", + "ADSS1", + "ANP32E", + "ACE2", + "ARID1A", + "ANKRD9", + "AGT", + "APBB1IP", + "AKR7A2", + "ADAMTS15", + "ADORA2A", + "AHCYL1", + "AGA", + "ARL13A", + "ANKRD23", + "ADI1", + "ASH2L", + "ATP2A1", + "ARHGAP5-AS1", + "AK1", + "ALDH2", + "ANKLE2", + "AHSG", + "ALKBH7", + "ASB8", + "ARX", + "ANXA13", + "AKR1E2", + "ARMC10", + "ANKRD39", + "ARRB2", + "AKAP9", + "ARSI", + "ADRA2B", + "ASIC2", + "ALG5", + "AP5M1", + "ADORA1", + "AFF2", + "AEBP1", + "ARIH2OS", + "ACOX3", + "ALG14", + "ANKRD42", + "ABTB3", + "AKAP4", + "ASB16", + "ADAM18", + "ALDH1A1", + "ANAPC13", + "ARID2", + "ANKRD54", + "ANKS1A", + "AOX1", + "ANAPC7", + "AGPAT3", + "ASZ1", + "AQP1", + "ADAMTS8", + "ALCAM", + "AP4M1", + "AMER1", + "AMPH", + "ADRA2A", + "ATP4A", + "ALPI", + "ALYREF", + "AMOTL2", + "AEBP2", + "AP1M1", + "ANK2", + "ALDH18A1", + "ARHGAP36", + "AICDA", + "ASXL1", + "ANKRD62", + "ARHGAP11A", + "ABCA13", + "ART1", + "ACTN2", + "ADCY9", + "ALDH8A1", + "ARHGEF3", + "ARSD", + "AFG2B", + "AP1B1", + "ARL6IP5", + "ANOS1", + "ALDH9A1", + "ADD3", + "ARPIN-AP3S2", + "AIFM3", + "ANKRD2", + "ALPK3", + "ARRB1", + "ACY1", + "ANKRD45", + "APOA1", + "BAIAP2L2", + "ALOX12", + "AHSP", + "ARID5A", + "APOA4", + "ARPC4", + "ARHGDIB", + "ADIRF", + "ARMC12", + "AHSA1", + "ATP6V1G2", + "ANGPTL5", + "ACKR1", + "ADRM1", + "ANKRD50", + "ASB14", + "AKR1B15", + "ALX3", + "AFMID", + "APOE", + "AGER", + "ANKRD12", + "ALPL", + "ARMH4", + "ARHGAP44", + "ANKRD53", + "ARHGAP4", + "ANP32CP", + "ASIP", + "APLNR", + "BCL7C", + "AQP4", + "APLP1", + "AVP", + "ARHGEF10", + "ALPK2", + "ANXA11", + "BAIAP3", + "ARHGEF2", + "AJM1", + "ARID4B", + "ARHGEF1", + "APEH", + "ANPEP", + "AMER2", + "ATL2", + "ARHGAP20", + "ADIPOR1", + "ARHGAP22", + "AKAP11", + "ANKS1B", + "ATP10D", + "API5", + "ALDH3A2", + "ARMC3", + "ARK2C", + "ANO1", + "AGPAT5", + "ANKS4B", + "ARHGAP32", + "ASB15", + "ARL8A", + "ARMC1", + "ANXA4", + "ANKIB1", + "ACYP2", + "ADO", + "ARHGAP5", + "ASCL2", + "ALOX15", + "ARF3", + "ACSL5", + "ATPAF2", + "ASB9", + "AHNAK2", + "ARSB", + "AP5S1", + "BCL7B", + "ATG2B", + "ARHGAP1", + "ADAT2", + "ALDOA", + "APOD", + "ALOXE3", + "APOM", + "AKR1D1", + "ATP11B", + "AKT2", + "ALPK1", + "ASCL5", + "AXIN1", + "ARHGAP18", + "ANKRD33B", + "ARMCX4", + "APOBEC2", + "ATAD2B", + "ADAP1", + "AHI1", + "BCORP1", + "ANGPTL7", + "B9D2", + "ASPH", + "ARHGEF37", + "C10orf55", + "ANGPTL2", + "ATG2A", + "ANKMY1", + "ALLC", + "AK3", + "ARHGAP10", + "ALG13", + "AFP", + "ATP5F1A", + "AP2S1", + "ANKFN1", + "ACP2", + "ADGRE3", + "ARHGAP26", + "ANXA2P2", + "ASNS", + "AGRN", + "ALG10", + "ASGR2", + "ATF6B", + "ANKDD1B", + "ATP13A2", + "AKTIP", + "ABCA4", + "ASB4", + "ADPRHL1", + "ATP6V1B1", + "ALKBH6", + "APP", + "BCL7A", + "APOBEC3H", + "ALKBH3", + "ALPP", + "AP4S1", + "ARHGAP33", + "ADCK2", + "ANAPC16", + "APOL6", + "ARL6", + "AGFG1", + "ARSG", + "ANKRD40", + "ANTXR2", + "ASB11", + "BAG3", + "AHCTF1", + "APOH", + "ALDH3B2", + "AGR3", + "ANXA3", + "AMBP", + "BIRC5", + "BARX2", + "B3GALNT2", + "ANKRD16", + "ASAP1", + "ARHGEF33", + "ARRDC1", + "APEX1", + "ATP11AUN", + "ARHGAP9", + "ASPHD1", + "ANXA7", + "ARMCX5-GPRASP2", + "ALPG", + "B4GALT3", + "APOA2", + "ATAD2", + "AGBL5", + "AKR1B10", + "AKR1A1", + "ANKH", + "ASTL", + "BEST2", + "ANXA2", + "ACMSD", + "AREL1", + "ATP6V0A4", + "BRPF3", + "ANO2", + "AQP11", + "ARAP2", + "ALDH7A1", + "ASXL2", + "AP3B2", + "BEAN1", + "ANKRD31", + "ARHGEF6", + "AFF3", + "APPL2", + "ATP2A3", + "ANKRD13B", + "BHMT", + "AKIRIN1", + "BEX1", + "ATP12A", + "ATR", + "AMOT", + "ARFIP1", + "ARTN", + "ALDH1A3", + "ANKRD1", + "ATP1A2", + "AGL", + "ARHGEF11", + "BCAP31", + "ANLN", + "AP2A2", + "AUP1", + "ATP23", + "AIF1", + "BFSP1", + "ASPA", + "ARMC9", + "ATXN7L2", + "B3GAT1", + "ARID5B", + "ANKRD17", + "ATP2C2", + "ARL1", + "ANAPC15", + "BHLHA15", + "BTNL8", + "ATP6V1H", + "ACRBP", + "ARV1", + "AGPS", + "AFAP1L1", + "BCAS3", + "ARHGAP39", + "BMX", + "BABAM2", + "ATP1A4", + "ARFGEF2", + "ART5", + "AMER3", + "AGAP2", + "ANKRD24", + "ADGRA1", + "BCAN", + "ANAPC5", + "BRF2", + "ANP32B", + "ALDH3A1", + "ARMC8", + "APBA1", + "APOO", + "ASPG", + "ARLN", + "C16orf92", + "BDKRB2", + "ARR3", + "BCAS1", + "AQP4-AS1", + "ARL11", + "ARL3", + "ARFGAP1", + "ANKRD34B", + "AIFM1", + "BMPR1B", + "AP5Z1", + "CACNB3", + "AXDND1", + "BCL3", + "BMP3", + "AFAP1L2", + "ATP7A", + "ATP13A4", + "ANKRD55", + "C3orf49", + "AMFR", + "APRT", + "ARC", + "B3GNT7", + "C12orf42", + "BECN1", + "ATP5PF", + "BIN1", + "ARHGDIG", + "ARL13B", + "BBS1", + "CACTIN", + "ATG16L2", + "ARHGAP24", + "APOC4", + "ARPP21", + "AOAH", + "ARHGEF38", + "ANKRD28", + "AIG1", + "ALOX5AP", + "AKAP14", + "ATAD1", + "BPIFA4P", + "ATL1", + "C4BPA", + "BSND", + "ANKFY1", + "BMPER", + "ANKRD22", + "ATG7", + "ANKRD29", + "ATP7B", + "BAG2", + "BPIFA1", + "AUTS2", + "BTBD1", + "B4GAT1", + "C16orf78", + "AMN1", + "BRCA2", + "ANGEL1", + "BMS1", + "B3GALT2", + "C10orf90", + "ANGPT4", + "ALMS1", + "ATP1A3", + "BLOC1S2", + "ARMC2", + "ATF5", + "ARL5B", + "ATP1B2", + "ATP9A", + "BLM", + "ARPP19", + "C1QTNF6", + "BSDC1", + "C7orf33", + "BBS9", + "AGTPBP1", + "ATG101", + "AFG3L1P", + "AZIN1", + "AP3M2", + "AMPD2", + "BAHCC1", + "ATF7", + "B3GALT5", + "ALDOC", + "ATP2B2", + "BIN2", + "APOA5", + "BLTP2", + "APOF", + "ANKRD7", + "APCDD1", + "AGTR2", + "BOK", + "AP1AR", + "APPBP2", + "ATP6AP1", + "BCL2", + "ATG14", + "BAD", + "BCO1", + "ATP6V1E2", + "ARL2BP", + "AP2M1", + "ARHGAP27", + "ARHGEF5", + "ATF6", + "BEST3", + "ALX1", + "ARVCF", + "APOBEC3B", + "BMP8A", + "ARAF", + "AGTR1", + "APOL2", + "APOBEC3D", + "ANKRD13A", + "BOD1", + "ARFGAP3", + "BAZ2A", + "C1orf116", + "ATOSB", + "ADGRA2", + "AXL", + "AMZ2", + "ATP5F1C", + "AQP3", + "ARHGAP23", + "ARHGAP15", + "ARHGEF39", + "BOLL", + "ASCL4", + "C11orf58", + "ANKRD27", + "C1QTNF2", + "C17orf100", + "AMIGO2", + "ATP2B3", + "BMP2K", + "ADGRV1", + "ATOX1", + "ASL", + "ALDH1L2", + "C12orf50", + "ARHGEF15", + "BCAR1", + "ARAP1", + "BRMS1L", + "ASPN", + "BSX", + "ATP5MJ", + "BAX", + "C10orf95", + "ANGPTL4", + "ATMIN", + "C16orf90", + "BCAS2", + "BPIFA3", + "B3GNT8", + "BLTP3B", + "ADCYAP1R1", + "BIRC7", + "C14orf39", + "ATRN", + "AP1S1", + "BCKDK", + "BBOF1", + "C2CD4A", + "ARHGAP40", + "BICDL2", + "C5orf52", + "C12orf43", + "ARHGEF12", + "ARMH3", + "BICRAL", + "ARMT1", + "ATP6V0A1", + "ATIC", + "ARSK", + "ALK", + "ADGRG2", + "APRG1", + "ARHGEF17", + "ASB3", + "ACTR10", + "BCS1L", + "AZGP1", + "BTNL2", + "CAMK2B", + "ARHGEF16", + "ANKRD34A", + "BTBD8", + "ATG10", + "ATCAY", + "BEX5", + "ADK", + "C20orf204", + "BUB1", + "ARF5", + "BNIP3", + "C8A", + "CA10", + "ATP13A5", + "AQP6", + "ADAM30", + "AKAP7", + "B4GALT7", + "ANKRD34C", + "APOL4", + "ASGR1", + "ARIH2", + "BCL2L12", + "C19orf67", + "ATG5", + "BRICD5", + "B3GNT2", + "BTBD2", + "BMP6", + "B3GALT5-AS1", + "ATP6V0D1", + "ASIC1", + "C1QTNF12", + "BICD2", + "BRSK1", + "C16orf74", + "AGXT2", + "ANAPC11", + "ANGPT2", + "BCL6", + "ASAP2", + "ASCL1", + "ATRNL1", + "ANKRD26P1", + "BACH1", + "BPESC1", + "AMBN", + "ARFIP2", + "C10orf71", + "ATP6V1F", + "BTNL3", + "BRIX1", + "ARHGAP35", + "BACE1", + "BHLHE23", + "BNIP2", + "BET1L", + "BAIAP2", + "BCKDHA", + "BUD31", + "ATAD3C", + "ATP8B1", + "ADIPOR2", + "C11orf96", + "BRWD1-AS2", + "ASNSD1", + "ADH6", + "BAAT", + "ALDH3B1", + "ATP8B3", + "AIMP2", + "CCDC33", + "BTNL9", + "AR", + "ATXN7L1", + "C9orf40", + "CAPS", + "ATE1", + "BIK", + "CABLES2", + "BBX", + "ADGRE1", + "BTBD10", + "BRWD3", + "C1GALT1C1", + "ATP1A1", + "C11orf40", + "CACFD1", + "BRMS1", + "C1orf74", + "C17orf50", + "C5orf15", + "ARHGAP29", + "ATP11A", + "BFAR", + "B4GALNT2", + "ATP6V1G3", + "APLF", + "ATP6V0E1", + "AIFM2", + "BET1", + "ATAD5", + "AZU1", + "AVPR1A", + "BAG6", + "AQP5", + "ARID4A", + "ALAS2", + "AMMECR1", + "AMPD3", + "BTAF1", + "ATP2C1", + "AFAP1", + "C2orf68", + "BEND6", + "BLVRB", + "BCL9", + "AGGF1", + "ATP6AP2", + "CATIP", + "B3GNT5", + "ATG3", + "CA13", + "BLOC1S3", + "BMP10", + "C7orf57", + "ANKS6", + "BAMBI", + "AURKA", + "AMT", + "ATN1", + "BNC1", + "ANKHD1", + "BAHD1", + "AGO2", + "CA5A", + "ARL6IP4", + "ARHGAP31", + "ATP11C", + "C11orf16", + "ATP5MF", + "ARSF", + "BCKDHB", + "BUD13", + "C3orf62", + "ASF1A", + "ATF3", + "ASB1", + "BID", + "C15orf62", + "C1R", + "C2orf80", + "ARF1", + "C10orf105", + "BPIFC", + "BCORL1", + "ASH1L", + "BEND3", + "ALDH1A2", + "ATM", + "ARL14", + "ASPHD2", + "BMPR2", + "CALHM6", + "B4GALT2", + "ATPSCKMT", + "CARTPT", + "C11orf68", + "BCLAF1", + "CACNG7", + "C1QL3", + "BRINP2", + "ATP5F1B", + "CACUL1", + "ASB7", + "BBS5", + "BMP15", + "APCDD1L", + "AVPR1B", + "AIRIM", + "AXIN2", + "CACNG6", + "CCDC190", + "BRK1", + "ARL4D", + "ARFRP1", + "ANKRD13C", + "C3orf36", + "ASPM", + "BCL11B", + "BAALC", + "ANKK1", + "ARHGEF19", + "C19orf38", + "ATP2A2", + "BRCA1", + "CACNA1I", + "C22orf31", + "BMP8B", + "C16orf82", + "ABCA9", + "BAIAP2L1", + "ARMCX3", + "CACNA1G", + "B3GNT4", + "ANKRD46", + "BCL2L13", + "ATP1B4", + "AIP", + "ATP6V0B", + "C9orf163", + "BNIP5", + "CALCOCO1", + "AMZ2P1", + "B3GNT3", + "AMBRA1", + "B4GALNT4", + "ATAT1", + "ARB2BP", + "C5orf34", + "CARMIL2", + "ARGFX", + "C3orf22", + "BMP5", + "CCDC121", + "C4orf33", + "CALML5", + "ARNT2", + "C2orf81", + "BEND2", + "AVPI1", + "AK4", + "ARHGEF7", + "BRINP3", + "CACNA1H", + "BCHE", + "C20orf181", + "ARPC1A", + "BICD1", + "ATOH1", + "C2orf69", + "C1orf87", + "C8orf44", + "BABAM1", + "C15orf40", + "BHLHE41", + "ADGRL1", + "B3GAT3", + "C6orf141", + "CAPN6", + "AP2B1", + "CATSPERG", + "C1orf198", + "BORCS5", + "ARL6IP1", + "BST1", + "BBOX1", + "ANO7", + "ATG12", + "B3GALNT1", + "BGN", + "BMF", + "C1orf35", + "C12orf76", + "ATP6V1B2", + "C10orf88", + "CAPN15", + "BIRC8", + "CA7", + "C12orf56", + "ATP6V0D2", + "BATF", + "ARMH1", + "C20orf203", + "BHLHE22", + "AVEN", + "ATP4B", + "CCL21", + "BPI", + "AURKC", + "BLVRA", + "ATXN10", + "CALY", + "C18orf54", + "ADSS2", + "CABP7", + "C6orf118", + "CALHM4", + "CAD", + "C2orf88", + "ACAT1", + "ATP5ME", + "CBLL2", + "B4GALNT3", + "B4GALNT1", + "BCL2L15", + "C1orf216", + "BCL2L2", + "ATOH7", + "BDH1", + "ATXN2L", + "ATP6V0E2", + "CACYBP", + "BCL2L10", + "BNIP1", + "AQP2", + "BANF2", + "CARD14", + "C2orf78", + "ARAP3", + "ADARB2", + "B4GALT5", + "BCO2", + "CABCOCO1", + "C6orf15", + "C3orf20", + "ANO3", + "BEST1", + "BEX3", + "BARX1", + "CACNG3", + "CCDC38", + "CC2D1B", + "C17orf58", + "BEND5", + "BAG5", + "BANP", + "ANGPTL1", + "B3GNT9", + "BMAL1", + "ANKZF1", + "CA2", + "ATP5F1E", + "BAALC-AS2", + "BCL10", + "ADORA3", + "BUB3", + "ADORA2B", + "C1QTNF1", + "BORCS6", + "APLP2", + "BTF3", + "BTBD6", + "BARHL2", + "ARHGAP25", + "BRIP1", + "C1QTNF3", + "ANGPTL6", + "C15orf39", + "C12orf54", + "CABLES1", + "ARMC6", + "C9orf78", + "C9orf72", + "CACNG4", + "ATG4D", + "C2CD6", + "CALCB", + "B4GALT1", + "C6", + "BSG", + "ASPRV1", + "C12orf57", + "BIRC6", + "B4GALT4", + "ARHGEF9", + "ATG4A", + "C11orf24", + "ARHGEF40", + "C16orf87", + "C2orf15", + "CBS", + "APOBR", + "ASXL3", + "ALDH4A1", + "C15orf32", + "C19orf44", + "CARMIL1", + "CACNB2", + "CCDC178", + "C8orf74", + "BYSL", + "CCDC140", + "C22orf46P", + "ATG9A", + "CCDC134", + "CCAR2", + "C19orf47", + "CCDC3", + "BCAT1", + "CCDC196", + "C17orf75", + "ALG6", + "ATPAF1", + "ATP6V1G1", + "C8orf76", + "BASP1", + "BTBD16", + "C6orf52", + "AZI2", + "ATXN7L3", + "BRD8", + "CAST", + "ARFGEF1", + "BDNF", + "C3orf52", + "C6orf132", + "ADRA1B", + "BLNK", + "BRPF1", + "CACNG5", + "CASD1", + "BBS2", + "CADM2", + "BLCAP", + "ARSL", + "AP3B1", + "C17orf99", + "CD3E", + "CALHM2", + "ARID3A", + "ATP5MC2", + "C3AR1", + "CACNA1C", + "CALHM1", + "CCDC34", + "CA6", + "C1QL2", + "ANP32A", + "APOBEC3G", + "ATP1B3", + "AKAP8", + "B3GNTL1", + "C2CD5", + "ARHGAP6", + "ATP5F1D", + "C9orf152", + "APC", + "CCDC32", + "ADGRE2", + "C1GALT1", + "CCDC24", + "CCDC81", + "C15orf61", + "CABP1", + "C2orf74", + "CAMK2D", + "C9orf85", + "CDYL2", + "ATP1B1", + "C6orf120", + "CFAP57", + "AFG1L", + "CES5A", + "CASTOR1", + "CDCA7L", + "ATXN7", + "ATF1", + "CAB39", + "C5orf22", + "BHMT2", + "BRI3", + "C1orf220", + "CD80", + "CCBE1", + "C2CD2L", + "BRD1", + "BACH2", + "C5orf46", + "ANKRD10", + "ASRGL1", + "CALM2", + "BSPH1", + "CCDC168", + "CASP4", + "BBS4", + "C1QBP", + "CA5BP1", + "ADRB3", + "ANKRD33", + "CDHR5", + "C6orf62", + "ATP6V1E1", + "ATP5MG", + "ANKRD40CL", + "BDP1", + "CAPN5", + "CAPS2", + "ATP5PO", + "C5orf24", + "C5", + "CAMKV", + "CDKN1A", + "BCL2L11", + "BRAF", + "CDC25A", + "BPIFB3", + "CARD10", + "BCAT2", + "CCT6B", + "CCDC63", + "BMP7", + "C14orf132", + "CCDC174", + "CDH24", + "CASP14", + "CDC20", + "CAPN12", + "CAMKMT", + "C1QTNF8", + "ATP6V0C", + "BTBD3", + "C8orf58", + "CAPZA3", + "CAPN9", + "ALDH5A1", + "CADPS2", + "CCDC27", + "CAT", + "ATP5MC3", + "ALKBH8", + "CCDC39", + "CAMP", + "B3GLCT", + "CASP7", + "BBLN", + "BST2", + "ARHGEF4", + "CALB2", + "CACNG2", + "CCDC112", + "ANKRD18A", + "BCL2A1", + "CCDC137", + "CD4", + "B9D1", + "CD28", + "APAF1", + "B2M", + "C17orf78", + "CASKIN1", + "B3GNT6", + "CCDC117", + "ASB13", + "ASCC2", + "BAZ2B", + "BICDL1", + "C2", + "CCDC13", + "ATP9B", + "C16orf46", + "CEMIP", + "ATP6V0A2", + "BTN3A1", + "CCDC28B", + "CA5B", + "CD24", + "BNIP3L", + "BICRA", + "CDCA4", + "BRSK2", + "CCS", + "C1orf174", + "B3GALT6", + "CCER1", + "BACE2", + "CACNA2D3", + "BRWD1", + "CAMK2G", + "CERS3", + "ANKDD1A", + "C2orf42", + "C2CD4C", + "BANF1", + "CD96", + "ATF7IP", + "CENPT", + "C1orf210", + "CAAP1", + "C21orf91", + "CASP6", + "CD5L", + "CASP8AP2", + "C8orf34", + "ARMCX5", + "BRF1", + "BPIFB1", + "C12orf60", + "ARPC2", + "CCDC115", + "CCDC22", + "ARL6IP6", + "CA3", + "BBC3", + "BIN3", + "APOL3", + "BEX4", + "CDCA2", + "ARRDC3", + "CARM1", + "CACNA2D2", + "CASK", + "CDH20", + "CCDC122", + "AMELX", + "CCDC78", + "C20orf173", + "CCT8", + "ASB10", + "ATP8B4", + "CACNA2D1", + "ARID1B", + "CELSR2", + "CCAR1", + "ATXN3", + "CCDC127", + "AKAP1", + "BBS12", + "BTG3", + "CAPSL", + "CCDC69", + "BICC1", + "CADM4", + "APPL1", + "ASAH1", + "BTK", + "CAV1", + "C22orf23", + "C3", + "ANKS3", + "CCDC198", + "CDK18", + "CAB39L", + "B3GALT1", + "CCL23", + "BLMH", + "ARHGEF26", + "CCDC51", + "CHODL", + "CCDC154", + "CASP10", + "BATF2", + "CAPN1", + "ARHGAP17", + "CIBAR2", + "ARMCX1", + "CD320", + "BRME1", + "CCDC185", + "BLID", + "C3orf70", + "CDSN", + "CBLN1", + "CDC45", + "C11orf21", + "ANXA1", + "BUD23", + "CCNJ", + "CCDC17", + "CCDC120", + "CAPRIN2", + "CCL8", + "CCDC126", + "ARMC5", + "CAV3", + "CDX4", + "BRAP", + "CD81", + "BEX2", + "CCDC141", + "ATP10B", + "CCNA2", + "CCT7", + "BTBD7", + "C1RL", + "ASB17", + "ASTE1", + "CACNA1B", + "C3orf18", + "CARHSP1", + "CAND2", + "CAGE1", + "CCNE2", + "CCKAR", + "BBS10", + "CDKAL1", + "ATP13A1", + "BTN1A1", + "C1orf105", + "CEP15", + "CD1A", + "CGN", + "ASAP3", + "C22orf39", + "CES4A", + "CCIN", + "CALHM5", + "ART3", + "CCL4", + "CARD19", + "CAMKK2", + "CA14", + "C16orf89", + "CD226", + "CALHM3", + "CCHCR1", + "CDC42EP1", + "CCDC9", + "ATF7IP2", + "C19orf33", + "BOC", + "C3P1", + "CCDC159", + "CCL25", + "BLOC1S6", + "CALM3", + "CDC14A", + "CCDC87", + "CAMTA2", + "C11orf54", + "CASQ1", + "CDC25C", + "CD274", + "ARFGEF3", + "AUNIP", + "CD68", + "CD248", + "CCDC30", + "ADIPOQ", + "CLDN8", + "C1orf43", + "CEACAM18", + "CCDC86", + "CDC42EP5", + "BCAR3", + "C15orf48", + "CLBA1", + "CAPNS1", + "CCNC", + "CDH9", + "CCDC177", + "CD19", + "CARINH", + "C1QTNF9", + "C1QL4", + "C14orf180", + "CD8B", + "C1orf21", + "CCDC110", + "CFD", + "CCL17", + "BRD10", + "CDC20B", + "CHP2", + "CCDC169", + "C5AR1", + "C12orf71", + "C5orf47", + "CCL13", + "CDK15", + "CAMK1D", + "CCDC73", + "C12orf75", + "CCNO", + "CASP2", + "ARSA", + "ATP6V1C1", + "ATOH8", + "CEACAM6", + "BTBD9", + "ADRB1", + "CCDC28A", + "CD207", + "CCNL2", + "CCDC8", + "C10orf67", + "AP1S2", + "BCAP29", + "CFDP1", + "CCDC181", + "CLEC4C", + "CACNA2D4", + "C2orf76", + "ASB6", + "CDHR2", + "CBR1", + "CD40LG", + "CEACAM16", + "CDC6", + "CHRND", + "ARF4", + "AMOTL1", + "CAMSAP1", + "ATG13", + "ATP6V1C2", + "CLCA1", + "CCNE1", + "CHKA", + "CENPL", + "AVPR2", + "CDH22", + "CELF4", + "BMERB1", + "CASP5", + "CLDN20", + "C1QTNF7", + "CHCHD6", + "AQP8", + "CCDC83", + "CCNK", + "CHI3L2", + "CASC2", + "BEND7", + "ARL5A", + "BTRC", + "CNMD", + "CCL7", + "CATSPERB", + "C6orf89", + "CDC37", + "CELA3A", + "CCN1", + "BZW2", + "ASCC1", + "BORA", + "C1orf159", + "CDT1", + "ATOSA", + "CALCR", + "CCNG1", + "CFAP20", + "CEP112", + "CCDC62", + "ATP8A1", + "C14orf119", + "BATF3", + "ARK2N", + "C19orf48P", + "CARS1", + "CD47", + "CDKN2A-AS1", + "CENPBD1P", + "AKIRIN2", + "BCL9L", + "CCM2L", + "CD40", + "CCND1", + "CD300C", + "CCNB1", + "CDK20", + "CA4", + "AP1S3", + "CACNA1A", + "BTN2A2", + "CAPN7", + "CAMK2A", + "CCDC80", + "CNTNAP2", + "BRD3", + "CLRN1", + "CBARP", + "C9", + "CBLN4", + "CCL11", + "BTN2A1", + "CD72", + "C11orf98", + "CADM1", + "C1QTNF4", + "CHIC1", + "CDK7", + "CERCAM", + "CDH6", + "CD5", + "CLPS", + "CEP57L1", + "CDH23", + "CACHD1", + "CCDC9B", + "CDC42BPA", + "CDH16", + "CHST13", + "CLDN18", + "CCDC184", + "C20orf144", + "CLDN10", + "CIMIP6", + "CETN2", + "CDK5R2", + "CA9", + "CAMK1", + "CCDC102B", + "ANKMY2", + "BIVM", + "CEP164", + "C1orf115", + "C19orf12", + "CEACAM21", + "CFAP107", + "BPIFB4", + "C8orf33", + "CCNT1", + "BRD7P3", + "ASIC5", + "ASCC3", + "BROX", + "AMELY", + "CHRNB4", + "CCL5", + "AKR7A3", + "CD2AP", + "CALML6", + "CBY2", + "ALG2", + "CAVIN1", + "CAMSAP2", + "CCDC92", + "CLASRP", + "CD3G", + "AQR", + "BAZ1A", + "CHST10", + "CEP170B", + "CELF3", + "CABP2", + "CBX6", + "C6orf136", + "AUH", + "CATSPER1", + "BRAT1", + "CACNA1S", + "CDKN1C", + "CDK14", + "CDH3", + "CCNT2", + "CFAP73", + "CCDC7", + "CDH7", + "CDA", + "ATRAID", + "CDX1", + "CETN3", + "APMAP", + "CGAS", + "CDADC1", + "CDC27", + "CLDN14", + "BANK1", + "ATP8A2", + "C11orf86", + "CEBPZ", + "CDKN2B-AS1", + "CMA1", + "CATSPERZ", + "C19orf73", + "CCDC66", + "CEP192", + "C3orf38", + "CFAP210", + "C1orf94", + "CABP5", + "BOLA1", + "CDK1", + "AQP9", + "BAZ1B", + "CEP295", + "CAVIN3", + "CCNA1", + "BAG1", + "BLTP1", + "CADM3", + "CD300LD-AS1", + "CDCA8", + "CERS4", + "CCNYL2", + "CLRN3", + "ARNT", + "CABYR", + "CDC42", + "CNN1", + "BMP2", + "ARL5C", + "C8G", + "CEP128", + "CBX2", + "CRYGA", + "CDPF1", + "BPNT2", + "ATXN3L", + "CA11", + "CCDC167", + "CCKBR", + "CCNH", + "CER1", + "ARMCX2", + "CCDC158", + "C5AR2", + "CLDN9", + "CEND1", + "CCT5", + "CALD1", + "CFAP126", + "C8orf48", + "CALCA", + "CLEC4F", + "CARD8", + "BCR", + "CASP8", + "CH25H", + "CDKL2", + "CD48", + "CDKL5", + "CHRNA3", + "ALKBH5", + "CDC42EP2", + "CCNY", + "CLEC10A", + "CDC23", + "COL18A1-AS1", + "CFHR3", + "ANKRD36BP1", + "AP2A1", + "AVIL", + "CENPQ", + "C19orf25", + "CALB1", + "ADH1A", + "CHD8", + "CBLB", + "CD1E", + "CEBPG", + "CHST3", + "CLDN19", + "BNC2", + "CC2D2A", + "CERS6", + "CGREF1", + "CFHR5", + "CFAP20DC", + "CCND3", + "CD52", + "CDH15", + "CEP76", + "CHRNB3", + "B4GALT6", + "CBL", + "CAPN2", + "CCT3", + "CHST11", + "CHD1", + "BCOR", + "BPNT1", + "ANKRD20A8P", + "BLZF1", + "CCNJL", + "BRD2", + "CCL24", + "CDV3", + "CCDC15", + "CD79A", + "CLDN3", + "CAVIN2", + "CLCA2", + "CD164", + "BCL11A", + "CBR3", + "CLSTN3", + "CEP19", + "CLEC9A", + "CIP2A", + "AP3M1", + "CHD3", + "CCDC60", + "CNOT11", + "CCDC47", + "CNOT6L", + "CASP9", + "CISD1", + "CCDC61", + "CLN3", + "CAMTA1", + "BARHL1", + "CDAN1", + "BTG2", + "CBR4", + "BPGM", + "CES3", + "C1QC", + "ATP2B1", + "CEP20", + "CCDC138", + "CHRNA1", + "ATP13A3", + "CCDC85C", + "CENPK", + "CIITA", + "ATL3", + "C4orf17", + "BBS7", + "CACNB4", + "BMAL2", + "CD46", + "CERKL", + "CHST14", + "CLGN", + "CHST12", + "CLCN6", + "CENPF", + "CLCA3P", + "AWAT2", + "CCM2", + "BSPRY", + "BCAS4", + "CKAP2L", + "CMAHP", + "CCDC14", + "CDKN2B", + "CLEC4M", + "CLN6", + "CEP44", + "CD3D", + "CITED1", + "CNKSR3", + "ACTMAP", + "CASKIN2", + "C20orf96", + "CDK12", + "CHAMP1", + "CCR5", + "CD9", + "ACADS", + "C1orf52", + "CAMK2N2", + "CLTA", + "CDH18", + "CNKSR1", + "C3orf33", + "CD38", + "CCSAP", + "CHFR", + "BEGAIN", + "CDH2", + "CDC34", + "CLDN6", + "CD86", + "CEACAM7", + "CKAP2", + "DAZL", + "CDRT4", + "CHMP1A", + "CLEC2B", + "CMTM1", + "BCDIN3D", + "CHRM5", + "CA8", + "CDK13", + "CACNA1E", + "CKM", + "CFAP410", + "CDH12", + "CASP1", + "CDCA7", + "CBFB", + "CCDC89", + "BUB1B", + "CLEC2D", + "CALML3", + "CDKN3", + "CEP89", + "BCL6B", + "CBFA2T3", + "CD99L2", + "CDC7", + "COL2A1", + "CCNP", + "CLDN2", + "CCDC172", + "CENPP", + "CD36", + "BPHL", + "CHMP2A", + "CIAPIN1", + "CALCOCO2", + "CDKN2D", + "CNN3", + "CLXN", + "COL9A1", + "CLCNKB", + "CD163", + "CHRNG", + "COL6A4P2", + "CLCN4", + "CHM", + "BRDT", + "CISD3", + "ARB2A", + "CLCF1", + "CDHR1", + "CEACAM3", + "CENPE", + "CHAT", + "CGGBP1", + "CEP83", + "CRCT1", + "CACNA1F", + "CCT4", + "CRACR2A", + "CNR1", + "CD59", + "CCDC106", + "CDR1", + "C1QB", + "C1orf54", + "C14orf93", + "CCR1", + "CACNG1", + "CCND2", + "C18orf32", + "CASR", + "CLIC2", + "CDIN1", + "COL17A1", + "CLCN5", + "CISH", + "CHRNA5", + "CYP2W1", + "CD247", + "BPIFB2", + "BTG1", + "CEPT1", + "C4orf36", + "ARHGEF10L", + "CENPM", + "CCNL1", + "CD44", + "CMC2", + "CILP", + "ARG1", + "CCDC6", + "CHRNA9", + "CEP162", + "CNDP1", + "CDHR3", + "CCL22", + "C11orf65", + "CHI3L1", + "CDK6", + "CHMP4C", + "C7orf25", + "ART4", + "CDO1", + "COX4I2", + "CD6", + "CFAP298", + "C4BPB", + "CCNB1IP1", + "C8B", + "CCNYL1", + "CD209", + "CAND1", + "CLCA4", + "COPS9", + "AP3D1", + "CDK3", + "CIDEA", + "CDCP1", + "CUX2", + "CDH8", + "CHRDL1", + "COQ8B", + "CFL1P1", + "CRACD", + "CHGA", + "CFAP45", + "CYP11B2", + "CRPPA", + "CNRIP1", + "CDC42BPB", + "CHCHD10", + "CIMAP2", + "CCL16", + "DBNL", + "C1orf122", + "C1orf162", + "ARIH1", + "C1S", + "CAV2", + "BLK", + "CABS1", + "CARF", + "CNDP2", + "CEP120", + "CCDC124", + "CCN2", + "CHADL", + "CNBD1", + "CFAP92", + "CHD2", + "DAND5", + "ATP5IF1", + "CD69", + "CHCHD4", + "DLX3", + "CRYM", + "BLOC1S4", + "CHSY3", + "CCDC148", + "CLUL1", + "CFAP69", + "BAP1", + "CCDC85B", + "CNPY2", + "CD33", + "CBLL1", + "CGA", + "CFAP300", + "CCL26", + "CCL2", + "ARCN1", + "CHURC1", + "BPIFA2", + "CEP57", + "CD200R1", + "CNTN2", + "CHRNA4", + "CLPTM1", + "CNPY4", + "CEL", + "CDS1", + "CPT1C", + "CHAC2", + "CPSF3", + "BMP4", + "CATSPERD", + "DCST1", + "CC2D2B", + "CAMK1G", + "C1orf50", + "CLUAP1", + "DBIL5P", + "DDC", + "CD34", + "CNOT8", + "ACTR8", + "CHAF1B", + "BDH2", + "CIC", + "CHCHD5", + "CHN1", + "CLCC1", + "CPB2", + "CENATAC", + "DLX4", + "CD79B", + "CHRNE", + "CIT", + "CFHR2", + "COMMD5", + "CD83", + "CLCN2", + "CLEC16A", + "CALCRL", + "BORCS7", + "CASZ1", + "ARRDC4", + "CENPS-CORT", + "CFAP144", + "CLASP2", + "DCAF4", + "CCDC88A", + "CHMP6", + "CD1B", + "CIRBP-AS1", + "CFAP251", + "C9orf43", + "CARD18", + "CCR3", + "CHAF1A", + "CXCL3", + "CFAP54", + "CRMP1", + "COL23A1", + "CD163L1", + "CIART", + "ANXA6", + "CIB3", + "CCDC18", + "CDK2", + "CALR", + "CEACAM4", + "CDH1", + "CNP", + "CAPRIN1", + "CDH11", + "CPB1", + "CRBN", + "CDK5RAP1", + "DCAF4L2", + "CMKLR1", + "C19orf53", + "COA1", + "CHRM1", + "CNOT4", + "CDC73", + "CHMP7", + "CDCA5", + "CDK2AP1", + "CRTAP", + "COBLL1", + "CALR3", + "CHRAC1", + "CHML", + "COL4A6", + "CREB3L2", + "CENPB", + "CRELD1", + "CNTNAP5", + "DAGLA", + "CDNF", + "CLPB", + "CFAP74", + "CLUHP3", + "CLEC5A", + "CKAP4", + "CCDC91", + "CPSF4L", + "CCDC136", + "CYP2J2", + "CLDN22", + "C11orf42", + "CATSPERE", + "CCDC197", + "COX6A2", + "CYP4F22", + "DBNDD1", + "CMYA5", + "CKS2", + "CDC16", + "CSMD2", + "BPIFB6", + "CFAP43", + "CEP350", + "CEP55", + "CEP85L", + "ALOX12B", + "C18orf21", + "CEACAM5", + "CXCL17", + "CCDC42", + "CHRNA2", + "CTU2", + "CYP11A1", + "CLDN7", + "APBA2", + "CNGB1", + "CLRN2", + "CD7", + "CCDC50", + "CPA5", + "CHST15", + "COPS5", + "CEP68", + "CCDC54", + "DCP1A", + "ALAD", + "CHPF2", + "CDR2L", + "CHPF", + "CNNM3", + "ATRX", + "CORO1A", + "CABP4", + "CAMSAP3", + "CARS2", + "CILK1", + "COG6", + "CHCHD2", + "ATP8B2", + "CLN8", + "CD160", + "CAPZA2", + "CIMIP4", + "CLDN15", + "CNIH3", + "CAPN11", + "CERT1", + "CEP152", + "CHST8", + "CIMAP3", + "ARL8B", + "CHST7", + "DRC1", + "COG3", + "COIL", + "CANX", + "CC2D1A", + "CHAC1", + "CD14", + "CCRL2", + "CRH", + "DCAF11", + "CCDC68", + "C16orf86", + "CELF2", + "CNST", + "CRHR1", + "CDK10", + "CDK5R1", + "C21orf58", + "DAGLB", + "CPNE4", + "CLCN1", + "CRB1", + "CDKN2A", + "CRISP1", + "CEBPE", + "CHERP", + "CMTM7", + "CBX4", + "CNN2", + "CSMD3", + "DHX35", + "CALML4", + "CLECL1P", + "C2CD2", + "CD2", + "CELF6", + "CCR4", + "COA3", + "CENPV", + "CD109", + "CDIPT", + "CTXN1", + "C16orf54", + "CCL19", + "CFAP53", + "CD276", + "CWF19L2", + "CORIN", + "CBY1", + "CELF1", + "CCL20", + "CENPU", + "DCAF8L1", + "CMTR2", + "C2orf66", + "CEP78", + "DNAAF2", + "CROCC", + "CTF1", + "CIMIP1", + "C1orf56", + "DCHS2", + "CFP", + "CRNN", + "CR2", + "DMPK", + "DDX39B", + "CLEC14A", + "CEP290", + "CLDN24", + "CPXCR1", + "CYLC2", + "CLSTN2", + "CSNK1G3", + "CECR2", + "CFAP70", + "C9orf50", + "CCDC88B", + "CCP110", + "COL16A1", + "CHCHD7", + "BLOC1S1", + "CEP41", + "CNR2", + "CRTC1", + "CNKSR2", + "CNOT7", + "CYP3A43", + "CCN5", + "CETN1", + "DRG2", + "BSN", + "BLTP3A", + "CTCFL", + "CASP3", + "DAPL1", + "CNPPD1", + "CCT6A", + "CNTNAP1", + "COL6A5", + "COMMD10", + "COASY", + "CHTOP", + "CKMT2", + "CSNK1A1L", + "BFSP2", + "CRABP2", + "COQ6", + "COL6A2", + "CST1", + "DCAF7", + "CCDC171", + "CDC42SE2", + "CRELD2", + "DEFB129", + "BCL2L1", + "CARNS1", + "CUL4A", + "CPTP", + "CEP250", + "CRYGB", + "COX7B2", + "DCAF17", + "DBN1", + "COQ9", + "DLL3", + "CYP20A1", + "CXCL16", + "CTBP1-DT", + "COL1A1", + "CHRNB2", + "CCDC77", + "CD27", + "DMRTA2", + "CNBD2", + "COMMD8", + "CRCP", + "CPSF7", + "CMSS1", + "CWF19L1", + "CLEC12B", + "BMP1", + "CD58", + "CYP4F8", + "CRP", + "CERK", + "CD300A", + "CCDC191", + "CYSLTR2", + "CDH4", + "CMAS", + "CCDC97", + "CMPK1", + "CAMKK1", + "ARHGEF18", + "CHRNA6", + "CDK9", + "CREBZF", + "CHGB", + "CEMIP2", + "CORO7", + "CAMK2N1", + "EPCIP", + "CSRP3", + "CD200", + "CDK2AP2", + "CELF5", + "DCHS1", + "CPNE6", + "CCDC170", + "CRTAM", + "CPNE2", + "C1D", + "CPD", + "CCNQ", + "CLDN16", + "CDK5RAP3", + "CAP1", + "CSE1L", + "CDH13", + "CXCR5", + "DCTN6", + "CCR7", + "DCTN1", + "DBT", + "CPLX4", + "CCDC82", + "CDK16", + "CLEC1B", + "CDR2", + "DNAI3", + "CSGALNACT2", + "CKAP5", + "CPSF2", + "CDIP1", + "CXCR6", + "CLYBL", + "CLDN17", + "CHIC2", + "DDX25", + "CYP17A1", + "ATP6V1D", + "CLVS2", + "CDK5", + "DOK7", + "DEPDC5", + "CRNKL1", + "CSNK1E", + "CFAP184", + "CLEC4A", + "APBB2", + "CPE", + "DSC1", + "COL6A4P1", + "BTN3A2", + "CHCHD1", + "DACT2", + "DXO", + "EWSAT1", + "DBH", + "DLX5", + "CEACAM8", + "CHTF8", + "CPEB3", + "CIROZ", + "CYP2E1", + "CFL2", + "CYBA", + "CDX2", + "CMIP", + "ELK4", + "CPA1", + "CNIH1", + "CAP2", + "DNAH9", + "AVL9", + "DSG1", + "DOHH", + "CBX3", + "COL25A1", + "COMMD6", + "COA6", + "DRC3", + "DELE1", + "CRIP2", + "DLK2", + "DAO", + "ESPL1", + "CD63", + "CCDC116", + "CROCCP2", + "CCSER1", + "ATP2B4", + "DGKG", + "CALM1", + "DNAI7", + "COA7", + "CFAP44", + "CMC1", + "DAPK3", + "CLK1", + "DNLZ", + "CRIP1", + "CTDSPL", + "CFAP46", + "CRABP1", + "CTSH", + "DUSP28", + "DIP2B", + "CUL1", + "CRYAB", + "DPYS", + "CLIC3", + "CMKLR2", + "DIO1", + "CLPX", + "DSCAML1", + "CRISP3", + "CIB4", + "COLGALT2", + "CNOT2", + "CLIP2", + "DDX3X", + "CNTNAP4", + "DUSP13A", + "CES2", + "COL5A1", + "CTSG", + "CERS2", + "CCDC175", + "DIMT1", + "CDH17", + "DCTN5", + "CYP46A1", + "DRD3", + "CRAMP1", + "CFAP119", + "CYB5R4", + "AURKB", + "FAM241B", + "COMTD1", + "CTSZ", + "COL6A6", + "DDI2", + "BCAM", + "CFAP97", + "CENPX", + "CRY2", + "DHRS2", + "DENND4B", + "DDX41", + "DNM2", + "DAZAP1", + "CBLN2", + "CCDC59", + "CHTF18", + "CLDN1", + "CEP85", + "CLDND1", + "CELA1", + "COPS7A", + "CLEC1A", + "CDC123", + "DCTN2", + "CIAO1", + "CXADR", + "CEBPB", + "COMP", + "CNTN6", + "CCT2", + "COQ10A", + "CDC42EP4", + "DBF4B", + "DDX47", + "DNAJB5", + "CD22", + "CIDEB", + "CSN1S1", + "EDDM3B", + "CENPH", + "CMTM3", + "ARRDC2", + "CDK19", + "CIMAP1A", + "CSNK1G2-AS1", + "DENND2B", + "DCLRE1B", + "DARS1", + "DNAJC6", + "CSTL1", + "CTNNBL1", + "CFAP141", + "CAPG", + "DTX3", + "COX6B1", + "CXXC1", + "DOK5", + "CPNE7", + "DNAJC18", + "CUL3", + "CNNM1", + "DHX16", + "CENPC", + "CD53", + "BEST4", + "CRYGN", + "DIPK2A", + "CWC22", + "DAPK2", + "DBR1", + "DOLK", + "CANT1", + "DNAJC17", + "CYLC1", + "CCDC85A", + "CNOT1", + "COA8", + "CLU", + "CLDN5", + "COL11A2", + "CFAP52", + "CYP2C18", + "CD151", + "CRYL1", + "COMMD1", + "CEP126", + "DDX28", + "CORO1C", + "COL7A1", + "CLIP4", + "CTSD", + "CNPY1", + "CYFIP1", + "CDKN2C", + "CDCA3", + "CREB3L1", + "CREB3L4", + "CUBN", + "DOP1B", + "CEACAM19", + "DDX20", + "CSRNP1", + "CUL9", + "CYP7B1", + "CHMP1B", + "CTNND2", + "DDB1", + "DIAPH3", + "CLEC4D", + "CFAP299", + "DKK2", + "DES", + "DCDC1", + "DNAJC15", + "BCCIP", + "CHRD", + "COG5", + "COX8C", + "DNAAF8", + "CCDC93", + "CTNS", + "COX11", + "CUTC", + "CPT1A", + "CTDSP2", + "CYP26C1", + "DNAH6", + "CPT2", + "CFAP161", + "DOK4", + "DNER", + "CIB1", + "DNTT", + "EPB41L4A", + "ATP5MC1", + "CYTH1", + "CPA6", + "DDIT4L", + "DNASE1L2", + "CSF2", + "CDKN1B", + "DLX2", + "DHH", + "CTH", + "COL8A2", + "DCAF5", + "CLTC", + "DSEL", + "CHD5", + "H2BC3", + "CACNB1", + "COL11A1", + "CD70", + "DKK4", + "DNAJC2", + "ARL4C", + "CHD1L", + "CLC", + "CRACDL", + "DDB2", + "EDC4", + "DACT3", + "DEXI", + "CMTR1", + "CROCCP3", + "CRISPLD1", + "CTAG2", + "BTN3A3", + "DNAJC3", + "CYP2R1", + "DNAJC25", + "DPH6", + "CNTRL", + "CRISP2", + "COPZ1", + "DERA", + "CDKL3", + "EED", + "CPLX1", + "CTDSPL2", + "COX5B", + "CTAGE1", + "CYSRT1", + "DGKE", + "CCR9", + "CEP63", + "CYTH4", + "BIRC2", + "C10orf120", + "COL4A4", + "DCUN1D4", + "DDX31", + "DCLRE1A", + "CTHRC1", + "COCH", + "CRIPT", + "CPLANE2", + "CIR1", + "ERCC8", + "CCL27", + "CST6", + "DLGAP3", + "CYP8B1", + "CEP95", + "FAAH2", + "CLDN11", + "CLEC4E", + "DNAH2", + "CENPO", + "EEF1AKMT1", + "CRIPTO3", + "CYP2S1", + "CFAP144P1", + "CLMN", + "DNAH7", + "COL4A1", + "CIMAP1C", + "DHDH", + "DBI", + "DNAJA4", + "CLSTN1", + "FANCD2", + "CORO2A", + "CCDC25", + "CGNL1", + "CYP4X1", + "EPN3", + "CSTF3", + "DNAJA1P5", + "DSG4", + "CASQ2", + "COLGALT1", + "EQTN", + "CLPP", + "CLEC2A", + "EDAR", + "CD164L2", + "CLDN4", + "CYP7A1", + "CNGA1", + "CGRRF1", + "COMMD2", + "COX19", + "FUNDC2P2", + "DUSP23", + "CRYBB3", + "COQ7", + "CRMA", + "COPB1", + "CTNNA2", + "CRTAC1", + "DUSP29", + "CHST4", + "COPG2", + "DNMT3A", + "CELSR1", + "BHLHE40", + "CSDC2", + "DLG4", + "CRB3", + "CADPS", + "ARHGAP30", + "COPS4", + "CYB561A3", + "COX4I1", + "DGCR5", + "EGR4", + "CD84", + "DNAJB11", + "CNGB3", + "DERL2", + "COMT", + "DCX", + "CNGA3", + "DRP2", + "CNTN3", + "CEACAM1", + "CFI", + "EPHA1", + "DNAJC16", + "DENND1A", + "COL9A3", + "DARS2", + "CSN2", + "ELMO3", + "E2F1", + "CEP72", + "CIMIP2B", + "CFAP61", + "DGKH", + "DLX1", + "DECR2", + "DDX4", + "CLNS1A", + "EPHX2", + "DQX1", + "CCPG1", + "COL1A2", + "ARPC1B", + "CFAP36", + "DUSP4", + "CDC25B", + "DHX58", + "DOLPP1", + "CCDC88C", + "DNAJB14", + "DUS3L", + "DSE", + "DLEU7", + "COPS2", + "COL4A3", + "CTSK", + "CAPN13", + "CATSPER3", + "DEPDC4", + "DEFB123", + "ARHGAP28", + "DHRS12", + "CTC1", + "CTCF", + "DDX5", + "CNTROB", + "DHX33", + "C1QL1", + "CREBL2", + "COLCA1", + "EFCC1", + "DIABLO", + "FAF2", + "CHRM3", + "CLVS1", + "COX7B", + "FCRL6", + "CXCL12", + "ELMOD1", + "ERF", + "FAM83A", + "CSNK2A2", + "COX15", + "CD180", + "DCAF8L2", + "CYBB", + "DNAAF4", + "CHCT1", + "CINP", + "CPAP", + "CFAP100", + "COL20A1", + "CASC3", + "CYP4F2", + "CSNK1G1", + "CCDC102A", + "COQ3", + "GPR141", + "CCNB2", + "GJB1", + "DYNC2LI1", + "DHX8", + "DPH7", + "CTIF", + "COG7", + "CRLF1", + "DCAF6", + "CYP4Z2P", + "GADL1", + "DNAH5", + "COPRS", + "DNAH17", + "CYP19A1", + "CWC15", + "CKB", + "DZIP1", + "C6orf58", + "CIAO2B", + "CLIP3", + "CLEC11A", + "BRD9", + "DNAH1", + "DDI1", + "CHD9", + "DCAF4L1", + "DKK1", + "DCAF13", + "CFTR", + "CLHC1", + "DNAJC8", + "DTWD1", + "COX16", + "CD37", + "CYP2A6", + "DSG3", + "DEPDC1B", + "DNAH3", + "CNOT10", + "EPGN", + "DIRAS3", + "ETV4", + "CYTL1", + "CST11", + "DHX34", + "FAM170A", + "EXOC8", + "DHRS7C", + "DOCK5", + "DTL", + "H4C1", + "CUL5", + "DNHD1", + "GML", + "CD1D", + "COG1", + "COBL", + "CLCN7", + "F13B", + "CCK", + "CUEDC2", + "CMTM4", + "EZR", + "DRD1", + "DUOX1", + "EIF3D", + "DAPK1", + "ERCC6", + "ETV5", + "CST9L", + "DCUN1D3", + "ENTPD6", + "DLGAP2", + "CSTF2T", + "ELFN1", + "DEPDC1", + "CSN3", + "DBF4", + "CRIP3", + "DPP7", + "FLRT1", + "EVC2", + "DUSP19", + "DRD2", + "CLIC6", + "CATSPER4", + "CEP70", + "DGAT2", + "EML5", + "COL9A2", + "DUSP5", + "EVPL", + "CCNB3", + "HCN3", + "CPO", + "HID1", + "LCN15", + "DNAJC28", + "DEGS2", + "KDM2B", + "COPA", + "HAGHL", + "CLDN23", + "DRC7", + "DEFB127", + "CYB561D2", + "DIPK1B", + "CMTM2", + "EFCAB5", + "DIO3", + "GLIS3", + "CNFN", + "FRMPD1", + "CHDH", + "CTPS1", + "DHX40", + "GRM3", + "CERS5", + "DHFR2", + "DUOX2", + "BOLA3", + "CIB2", + "DDX43", + "DLX6", + "EPG5", + "ESYT3", + "EMX2", + "DKKL1", + "DUSP12", + "DLL4", + "CDK4", + "DOCK10", + "DDHD2", + "FSIP1", + "CCDC146", + "COL24A1", + "DDX56", + "GALT", + "HOATZ", + "ENTPD2", + "DNAJB7", + "GSX1", + "BTLA", + "CITED4", + "ERLIN2", + "CCR6", + "COL19A1", + "CDH5", + "DLG5", + "DTNBP1", + "FOXG1", + "DHTKD1", + "CYP1B1", + "CIMIP5", + "AURKAIP1", + "CDC14B", + "DDX55", + "COPZ2", + "EPPIN", + "CHRDL2", + "EEF1A2", + "DISP1", + "ELFN2", + "COMMD3", + "FN1", + "DICER1", + "EXOSC7", + "FANCM", + "CYP39A1", + "CETP", + "DNAJC1", + "DHX32", + "COTL1", + "ENTHD1", + "CXCL10", + "H4C7", + "CNOT6", + "CD300LG", + "DGKB", + "CSRP1", + "DYRK1A", + "DCP1B", + "DAW1", + "EIF4E1B", + "DGCR8", + "CFAP91", + "CPPED1", + "EVA1C", + "EIPR1", + "DYNAP", + "OR1M1", + "CDC5L", + "SPINT4", + "DMXL2", + "DDAH2", + "CLEC2L", + "DALRD3", + "CXXC5", + "CYB5RL", + "GSG1L", + "COL21A1", + "EPHB6", + "DDX59", + "DLGAP1", + "DHX36", + "CPSF4", + "DNAJC30", + "DENND5A", + "CNIH2", + "HERC3", + "CBX5", + "BOD1L1", + "CRYGC", + "EPHB1", + "CXCL1", + "FBXO16", + "DENND3", + "DDX11", + "DNALI1", + "FUT4", + "DNTTIP1", + "DDAH1", + "ERVFRD-1", + "DLK1", + "DIS3L", + "CTSV", + "ELP4", + "CYP11B1", + "DHX15", + "CD8A", + "CXCL11", + "DAXX", + "DDX3Y", + "ERG", + "FGA", + "DCK", + "COPS6", + "GRM2", + "CRACR2B", + "ELL2", + "FBXW8", + "FBXL9P", + "HOMEZ", + "CRYBB1", + "CTDSP1", + "F11R", + "DAD1", + "EPYC", + "CUL7", + "CSMD1", + "CSNK2B", + "EDEM1", + "FBLN7", + "FLJ30679", + "FOXL1", + "FSCN3", + "CSTB", + "DPH3", + "DKC1", + "ILDR1", + "CLEC17A", + "CILP2", + "CCR10", + "DTYMK", + "ESRRB", + "DPP9", + "GPR143", + "HOXC5", + "FBN3", + "DEGS1", + "DCLK2", + "CPEB2", + "MSH4", + "CPNE3", + "ENTPD7", + "DPY30", + "CXCL14", + "CHPT1", + "FERMT1", + "DPEP1", + "DCUN1D2", + "CTSO", + "KLHL31", + "COL12A1", + "DPM3", + "CIMAP1D", + "CAPZB", + "DHRS11", + "CIMIP2C", + "CPLX3", + "DRGX", + "CRYGD", + "FAP", + "DDX6", + "ERH", + "DNAAF1", + "EDA", + "COMMD7", + "IL21", + "DSCR10", + "GPR174", + "DBX1", + "COX14", + "C19orf18", + "FBXL15", + "CYFIP2", + "ATG4B", + "COL10A1", + "GRIA2", + "DDX18", + "FAM98C", + "CARMIL3", + "EXOSC5", + "DMRT1", + "GPR31", + "CCDC150", + "EYS", + 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a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Atherosclerosis.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Atherosclerosis.json @@ -1,519 +1,12903 @@ { "significant_genes": { "Variable": [ - "AADAT", "A1BG", - "AA06", - "ABCB1", - "AASDH", - "ABCG1", + "AADAT", + "A2ML1", + "A2M", + "AAAS", + "AARSD1", + "AANAT", + "ABCG2", "AAGAB", - "AADACL2", + "A4GALT", + "AAA1", + "ABCB8", + "AASS", + "ABCB4", + "ABCB5", + "ABCD2", + "ABCA2", "AARS2", - "ABHD17C", + "ABCA1", "ABCC11", - "ACOT8", + "ACAA1", + "ACAD9", "AAK1", - "ABCA5", - "ABCC5", - "ABCC3", - "ABHD14B", - "ABCF1", + "ACAN", + "ACD", + "ABCF3", + "ABHD6", + "AATF", + "AACS", + "ABI2", + "ACAA2", + "ABRACL", + "ABHD17C", + "A1CF", + "ABCA7", + "ABCA12", + "A4GNT", + "ACAP3", + "ABCC4", + "ABCA10", "ACKR3", - "ABCC6P1", - "A2MP1", - "ACER3", - "A1BG-AS1", - "ABHD12B", - "ACOT4", - "ADAM11", - "ABHD15", - "ABHD2", - "ABCA17P", - "ABCG8", - "ABHD1", + "ABCC6", + "ACOT12", + "ABCA5", + "ABRAXAS2", + "ACADL", + "ACER2", "ABRAXAS1", "ABHD17B", - "ADAMTS9", - "A1CF", - "ACO1", - "ABCC4", - "ADPGK", - "ACSF3", + "ABCD3", + "ABHD2", + "ACOT11", + "ABCC5", + "AAMDC", + "ABCC12", + "ABCB10", + "ABCB9", + "ABCB6", + "ABI3BP", + "ACACA", + "ACTL10", + "ABCC1", + "ABTB1", "AASDHPPT", - "ACOD1", + "ABHD13", + "ABR", + "ABLIM3", + "ABCA4", + "AAR2", + "ABL1", + "ABI3", "ABHD12", - "ABTB3", - "ACAA2", - "ACTR3", - "ACSM2A", - "ADD1", - "ACOT12", - "ACSS3", - "ABHD10", + "ACAT1", + "AASDH", "ACBD6", - "ACP3", - "ADAM1A", - "AHSA2P", - "ACTA2", - "AFG2A", - "ACTG1", - "ACAD9", - "ADH4", - "ACAD10", - "ACBD5", - "ADAD2", - "ADAP2", - "ACAP3", - "AFF3", + "ABHD12B", + "ACSM4", + "ACTRT1", + "ACER1", + "AADAC", + "ABCF1", + "AADACL3", + "ACAT2", + "AAMP", + "ABCA3", + "ACTR3C", "ABL2", - "ADAMTS14", - "ACTG1P4", - "ABLIM2", - "ABHD13", - "ABTB2", - "ADGRD1", - "ACTR2", - "AGAP3", - "ACSL6", + "ADAM11", + "ACOX3", + "ADAM7", + "ABCG4", + "ACBD7", + "ABTB3", + "ACAD10", + "ABCA13", + "ABCC3", + "ABHD5", + "ACE2", + "ACTL8", + "ABO", + "ACP1", + "ABHD11", + "ABCD1", + "ACER3", + "ABCA6", + "ACOT4", + "ACY3", + "ABCB7", + "ABHD18", + "ACTG2", + "ACOX2", + "ABHD4", + "ABCC10", + "ACADM", + "ACSM5", + "ABHD8", + "ACTL6B", + "ABCC2", + "ACBD3", + "ACADS", + "ABCA8", + "ACAP2", + "ACIN1", + "ACSM2A", + "ACP2", + "ACSM1", + "ADAMTS5", "ACAD11", - "ACKR1", - "ABI2", - "ABHD16B", - "ABCB8", - "ADAMTS10", + "ACRV1", + "ACTRT2", + "ACVR1B", "ABCA9", + "ACO1", + "ABTB2", + "ACSBG1", + "ACACB", + "ACO2", + "ABCA15P", + "ABCB11", + "ACVR2B", + "ACTN1", + "ACTR5", + "ADAMTS3", "ABCC13", - "ACMSD", - "AKAP13", - "AFDN", - "ACTL10", - "ADCY4", - "ACE", - "ADCY1", - "ADCY5", - "ACOT6", - "ADAMTSL4", - "ADAMTSL5", + "ADGRF1", + "ADAM9", + "ACAP1", + "ABHD14A", + "ACSF2", + "ACTL6A", + "ADHFE1", + "ADAMDEC1", + "ADCK5", + "ADAM23", + "ADAMTS13", + "ADAMTS6", + "ABHD16A", + "ABHD1", "ADAM33", - "ACY3", - "ANKS4B", - "CFAP184", - "ADI1", - "ACSM2B", - "AGMAT", - "ADGRG6", - "AVIL", - "ADARB1", - "AGAP2", - "ADAMTS8", - "ACP6", - "ACADSB", - "ADD2", - "ADCY10P1", - "ADAMTS15", - "CFAP107", - "ABI3", - "ACOXL", - "ACVR2B", - "AFAP1-AS1", - "ADAM22", - "ACTL9", - "ADSS2", + "ACTA2", "ACP4", - "AKT1S1", - "ADNP", + "AGER", + "ADAM19", + "ACCS", + "ADAMTS19", + "ACKR4", + "ADAMTS9", + "ACTR8", + "ADAD2", + "ACTR1A", + "ADAMTS15", + "ACHE", + "ABHD3", + "ACYP2", + "ALB", + "ACVR1", + "ACOD1", + "ADAM5", + "ADCY3", + "ACTR3B", + "ABAT", + "ADIG", + "ADAMTS18", + "ADAM15", + "AFP", + "ADCY2", + "ACSL1", + "AFG3L2", + "ADCY10", + "ACKR1", + "ANKRD2", + "AGXT", + "ACYP1", + "APOBEC4", + "AMHR2", + "ABLIM2", + "ABT1", + "AACSP1", + "AHCYL2", + "ACP5", + "ACRBP", + "ADGRG7", + "ACP6", + "ACTRT3", + "ADCY6", + "ANKRD23", + "ADGRL4", + "ANKH", + "ACVRL1", + "AFG2A", + "ADGRF4", + "ARL9", + "ACSM3", + "ACSS1", + "AHRR", + "AHR", + "ACTMAP", + "ADGRG6", + "ACSF3", + "ACTA1", + "ACTL7B", + "ALDH1L2", + "ADCK1", + "ABHD14B", + "ADGRE4P", + "ACTR10", + "ACOT7", + "ANAPC2", + "ACBD5", + "ADAMTS10", + "AMER1", "ADGRG5", - "ATAD2B", + "ANGPTL6", + "AKNAD1", + "ADCY8", + "ADAMTS14", + "ACOX1", + "ADI1", + "AGR3", + "ACTL7A", + "ABHD15", + "APOL5", "ALS2CL", - "ACTRT2", - "AHNAK", - "ACSL5", - "ACTN1", - "ASB14", - "AOPEP", + "ACVR2A", + "ALDOB", + "AFDN-DT", + "AMPD1", + "AGPAT4", + "APBB1", + "ADCY9", + "ADAM30", + "ANKHD1", + "ACTR1B", + "AMBN", + "ANXA9", + "AHCYL1", + "APH1B", + "ANKRD24", + "ADAP2", + "ASF1B", + "AMIGO3", + "ACTB", + "AMIGO1", + "ADPRS", + "ALX4", + "ALDH7A1", + "AGAP1", + "AKR1C8", + "ADGRB2", + "AHSA2P", + "AKAP5", + "ABHD10", + "ANXA13", + "AGPAT5", + "AARS1", + "ACOT13", + "ADIPOQ", + "ADGRF3", + "ANO8", + "ACTC1", + "ACVR1C", + "ACAD8", + "AGGF1", + "ANGPTL3", + "ADAMTS4", + "ADRM1", + "AMIGO2", + "AGXT2", + "ARG2", + "ACADSB", + "ADH7", + "ANOS1", + "ANTXR1", + "ANKRD31", + "AMDHD1", + "AKT1", + "ANGEL1", + "AKAP11", + "ALOX12", + "APOBEC1", + "ALDH8A1", + "AKR1D1", + "AP4E1", + "ADGRA1", + "ATP2A1", + "ADGRG3", + "ALDH18A1", + "AMOT", + "ADAM29", + "AK8", + "ADAMTS8", + "AMOTL2", + "ADAM2", + "ARHGEF38", + "AOC2", + "ANKRD26", + "ADAMTSL4", + "ANTKMT", + "AP5M1", + "AHDC1", + "ANXA5", + "AFMID", + "ADNP2", + "ALOXE3", + "ACTR2", + "ART1", + "AFTPH", + "AP1G1", + "ADGB", + "ARMC7", + "ABITRAM", + "APBA3", + "AGL", + "ARSJ", + "AEBP1", + "ADAM8", + "AP1M2", + "ADD1", + "ARHGAP24", + "ANKRD12", + "ANXA2R", + "AFF4", + "AADACL2", + "AKAP3", + "ANKRD42", + "AGT", + "AKIP1", + "AIF1L", + "AGO3", + "ASIP", + "ANXA3", + "ADAMTS1", + "APOB", + "ARSI", + "AATK", + "ALKAL2", + "ARL10", + "ARF6", + "ADIPOR2", + "AGFG2", + "ADCK2", + "AKAP4", + "AFAP1L1", + "ADAM3A", + "ALDH1A1", + "AKAP7", + "ADGRF2P", + "ADAMTS2", + "ADCYAP1", + "ALDH16A1", + "ABCD4", + "ADCYAP1R1", + "ALX1", + "ADGRA3", + "ADH5", + "AKTIP", + "AKR1B1", + "ADGRE2", + "ARID4A", + "ADARB2", + "APBB1IP", + "ANO10", + "AMER2", + "AFM", + "ACTBL2", + "AKR7A3", + "ABRA", + "ADTRP", "ADAT2", - "ANKRD35", - "ADAM23", - "ADM5", + "ALS2", + "ADSL", + "ASPG", + "ANKRD13B", + "AP1G2", + "AP4M1", + "ADGRG2", + "ABLIM1", + "ANKRD30A", + "AGK", + "ALKBH1", + "AOX1", "ARX", - "HSD17B14", + "AKAP14", + "ADCY4", + "ACTL9", + "ARHGEF39", + "ANKRD13A", + "ATP4A", + "ARID2", + "ALDH3B2", + "AMMECR1L", + "ALG12", + "ANAPC13", + "ALAS1", + "ADM2", + "AHNAK2", + "ALG2", + "ANKRD39", + "ADCY5", + "ABCG1", + "ARAF", + "AK2", + "ADGRG1", + "ASIC2", + "ARHGAP20", + "ANKRD17", + "AMT", + "ADAMTSL1", + "ASPH", + "AP3S2", + "ADPRHL1", + "ALDH9A1", + "ADAM21", + "ALPK2", + "ARHGAP33", + "AIFM3", + "ALCAM", + "ARPIN-AP3S2", + "ADAMTSL2", + "ANAPC4", + "APOBEC3G", + "ANPEP", + "ALKBH3", + "AJM1", + "ARRB1", + "ACSBG2", + "ANGPTL5", + "ADGRL2", + "AP5S1", + "ANKRD13C", + "APOE", + "AIG1", + "ADD3", + "AIP", + "AP2S1", + "ASIC4", + "AIMP2", + "ALDH3A2", + "ANP32E", + "AGPAT1", + "ATP10D", + "AKAP8L", + "AIRIM", + "ACMSD", + "ANP32CP", + "AICDA", + "ARHGDIA", + "ALKBH7", + "ARHGAP6", + "APOC3", + "ADAMTS12", + "ALPG", + "ARMC1", + "AGAP3", + "AKAP12", + "ALOX15B", + "ATG2B", + "ANO1", + "ANKRD9", + "ADAM28", + "ADAM20", + "ASCC1", + "ANKRD37", + "ADRA2B", + "AHCY", + "APLP2", + "AGMO", + "ANKS6", + "ATP1A3", + "AFG1L", + "ANKS1B", + "ARID3A", + "AGAP11", + "ARHGDIB", + "AIFM1", + "ARHGAP19", + "ADCY1", + "AMH", + "AGTR2", + "ALAD", + "ANKIB1", + "ARSG", "ANO5", - "AKAP10", + "ANO4", + "ARID5A", + "ATCAY", + "AGPAT2", + "ARL5B", + "AGPAT3", + "AOPEP", + "BAIAP2L2", + "ART3", + "ADGRF5", + "ALDOA", + "AQP1", + "ALDH6A1", + "ATP6V0A1", + "ARMC5", + "AMZ2", + "ATP2A3", + "AQP10", + "ALDH5A1", + "AMN1", + "APRG1", + "AGPS", + "AIPL1", + "AKAP6", + "ARID4B", + "ARHGAP12", + "ANKRD29", + "ARHGEF37", + "AP5Z1", + "ASB16", + "ARL3", + "ANKLE1", + "ANLN", + "ADPGK", + "BMP3", + "ALDH1A3", + "AQR", + "AMPH", + "APOBEC3B", "ADAM12", - "BPNT1", - "BANK1", - "ADTRP", - "C6orf147", - "GEMIN7", - "ATP6AP1L", - "CLDN11", - "ANGPTL6", - "AGO1", - "ARHGAP28", + "ADGRL1", + "APOL1", + "ARPC1A", + "ADH4", + "AP3B1", + "APOOL", + "ANKRD53", + "ANTXRL", + "AK9", + "ARL6", + "ASXL1", + "AMER3", + "ALDH4A1", + "ACSL5", + "AHSP", + "ANKRD49", + "AKR1B15", + "ATP11B", + "ALPK3", + "ARHGEF17", + "ALKAL1", + "AHI1", + "ARHGAP39", + "ADGRE3", + "ANXA2P2", + "APOM", + "ARMC3", + "AP1B1", + "ASB11", + "APEH", + "AFAP1-AS1", + "AHCTF1", + "AIRE", + "ARMH1", + "AKR7A2", + "ADIRF", + "AP1S3", + "AFG2B", + "ADGRB3", + "ALKBH4", + "ARHGEF9", + "B3GNT7", + "ARMCX2", + "ARHGEF6", + "ACTN2", + "AK3", + "ARB2A", + "APBA2", + "ATP1A4", + "ARTN", + "ATP8B3", + "ANGPTL2", + "ANKRD40", + "ALKBH2", + "APTX", + "APEX1", + "ADSS2", + "ANKRD35", + "ANKRD46", + "AJUBA", + "ARFGEF3", "ANKEF1", + "ARFGEF1", + "ARK2C", + "ASB5", + "ADGRV1", + "ANKRD16", + "APOA1", + "AP2A2", + "AQP8", + "ANGEL2", + "AK7", + "ATP6V1B1", + "ASF1A", + "ANK2", + "ARPP21", + "AFG3L1P", "AGFG1", - "CRYZL1", - "ACTRT3", + "APOC4", + "ASB4", + "APBB2", + "ASH2L", + "APLF", + "ANKRD40CL", + "AREL1", + "ADA", + "AK5", + "ATP5F1A", + "ARRDC1", + "ACOT8", + "AP2B1", + "ARHGAP15", + "AP1M1", + "ANKRD26P1", + "ACP7", + "ASAP1", + "AKAP10", + "ALG8", + "ATRNL1", + "ANKRD18B", + "APOD", + "ANKS4B", + "ASB14", + "AURKA", + "APCS", + "ADAP1", + "ARHGEF15", + "AMDHD2", + "BCL7A", + "ANXA1", + "ALOX5AP", + "AFF2", + "AIF1", + "ASCL4", + "ADM", + "ABI1", + "ADH1A", + "BARX1", + "BACE1", + "BAIAP3", + "ANKDD1B", + "ARHGEF28", + "ANGPT4", + "ANKRD52", + "ANKMY1", + "APOA5", + "ARSD", + "AMOTL1", + "ADAMTSL5", + "APOL3", + "ANXA10", + "AKR1B10", + "ANKRD34C", + "APCDD1", + "ADCY7", + "AMTN", + "APOA2", + "ASB15", + "ANKZF1", + "ARHGAP10", + "B3GALT5-AS1", + "ARHGAP25", + "APOBEC3D", + "ARMT1", + "ANKRD34B", + "ANP32B", + "ADK", + "C12orf42", + "ADGRE1", + "ARFGAP2", + "ANKRD20A8P", + "ASCL3", + "AQP11", + "ANKFN1", + "ARMC6", + "ALG9", + "AMZ2P1", + "ARIH2", + "ALK", + "AP3B2", + "ARHGAP11A", + "APCDD1L", + "AGTRAP", + "AP3M2", + "APC", + "AMBRA1", + "ARNT", + "ANO7", + "ARV1", + "ASB8", + "AZI2", + "AEN", + "ARMC2", + "ARCN1", + "AGA", + "ANTXR2", + "BLM", + "ARL8B", + "ASTL", + "ARHGAP22", + "ANXA4", + "BAX", + "ALG13", + "ANKRD6", + "ANXA2", + "ATP6V0A2", + "APBA1", + "AOC3", + "APAF1", + "ASNS", + "ADGRL3", + "ADPRM", + "ANKRD60", + "AP1S2", + "BCORL1", + "BNC1", + "ANKRD27", + "ANKRA2", + "ARHGAP40", + "BIRC7", + "AK1", + "ASB13", + "ATG4B", + "ARHGEF16", + "AIMP1", + "ASH1L", + "AKIRIN2", + "ATR", + "ASCL5", + "ATP13A4", + "ATE1", + "ATP2B3", + "ARSB", + "APLP1", + "ALKBH8", + "AXDND1", + "AVPR2", + "C10orf55", + "ACP3", + "BBS9", + "ARHGEF19", + "ALPP", + "AQP4-AS1", + "ADAT1", + "ATP13A2", + "ASB9", + "B4GALNT3", + "ALDH2", + "C17orf100", + "BUB1", + "AP1AR", + "ALMS1", + "ARMC10", + "BABAM1", + "ARFGAP3", "ARHGEF11", - "ARL8A", + "ATG7", + "C7orf33", + "BRMS1", + "C10orf95", + "BMP15", + "AP3M1", + "ALG6", + "ASAP3", + "ANKRD54", + "AFDN", + "BCDIN3D", + "ATP5PF", + "ANO6", + "ATXN7L2", + "C11orf16", + "ATOX1", + "BAIAP2L1", + "BCL2", + "ARHGAP1", + "CACNB3", + "C15orf32", + "AVP", + "ASGR1", + "BAZ1A", + "C15orf39", + "ARRB2", + "BCORP1", + "ALKBH6", + "C1QTNF6", + "ASB7", + "ARL11", + "AQP4", + "ATG10", + "AMPD2", + "BPIFC", + "BBOF1", + "C18orf54", + "ANKRD22", + "BRPF3", + "ARHGAP18", + "ARHGEF4", + "ARHGAP31", + "ALPI", + "ARAP3", + "ATP6V0E1", + "B4GALNT2", + "ALDH3A1", + "C12orf43", + "ARL13B", + "ARL6IP4", + "AGBL2", + "AHSG", + "ARHGAP36", + "ARHGAP5-AS1", + "BCAS1", + "BCKDK", + "ARSL", + "ACTN4", + "AFAP1", + "BAD", + "BDKRB1", + "ALDH3B1", + "BRD7P3", + "BTNL3", + "ACADVL", + "ATP11A", + "ATP1A2", + "BET1L", + "AKIRIN1", + "ARHGEF26", + "ASB2", + "ARHGAP32", + "AUNIP", + "ANK1", + "BLVRB", + "ARAP1", + "ARMCX5-GPRASP2", + "C16orf92", + "ANGPTL7", + "ATL1", + "ALG5", + "ANP32A", + "ARFIP2", + "AFAP1L2", + "C1orf116", + "APMAP", + "BRF2", + "BMP6", + "ARNT2", + "APOA4", + "ADAR", + "ALDH1A2", + "ATL3", + "ALOX12B", + "ARL1", + "ARHGEF5", + "ASGR2", + "APOBR", + "ARID1B", + "ADAMTS17", + "ARL13A", + "ATP11AUN", + "ATAD2", + "ARL5A", + "BTBD2", + "ALOX15", + "ARGFX", + "ATOH8", + "ATP6V0A4", + "ATP2A2", + "B4GALT3", + "ASPHD1", + "ATP6V1G2", + "ASB3", + "C17orf99", + "ALG14", + "BRD4", + "C17orf75", + "ANGPTL1", + "ANKFY1", + "ARC", + "ADGRB1", + "ANKAR", + "ATOSA", + "BOK", + "AKAP1", + "ATP11C", + "ASAP2", + "ADIPOR1", + "ATP10B", + "ASTN2", + "ATP13A3", + "ASTE1", + "C1QTNF2", + "ATXN2L", + "ALLC", + "BEST2", + "B4GALT5", + "C10orf71", + "ASAH1", + "ANP32D", + "CASP14", + "ATAD3A", + "AUP1", + "ATG101", + "BRK1", + "BMP8A", + "ADH6", + "APOL4", + "B4GALT2", + "C8A", + "ARID1A", + "ARAP2", + "ANAPC5", + "BRICD5", + "B3GAT1", + "ATP8B4", + "ATF7IP", + "ATXN7", + "APLN", + "ARRDC3", + "ARRDC4", + "C11orf40", + "BABAM2", + "C1orf220", + "ATP1A1", + "BPIFA4P", + "ALDH1L1", + "CACNA1G", + "ATP6V0C", + "BSND", + "ANKRD62", + "B3GALT2", + "BMPER", + "CABLES2", + "ADISSP", + "C10orf67", + "AGRP", + "ATF6B", + "ARMC12", + "BCKDHB", + "BSG", + "C10orf90", + "AGO2", + "C16orf90", + "ANKRD13D", + "C3orf20", + "ATP9B", + "ATP13A1", + "ATG12", + "B3GNT4", + "AMFR", + "ADARB1", + "BAP1", + "AVIL", + "ATAD2B", + "C1orf105", + "ARIH2OS", + "AVPR1A", + "C5orf34", + "ARHGEF33", + "AFF3", + "B3GNT5", + "BANP", + "BAG3", + "ALKBH5", + "BLNK", + "BCL2L13", + "BTNL9", + "ATP5F1E", + "ATOH7", + "BROX", + "AVL9", + "C16orf78", + "ATRX", + "AMPD3", + "ADAMTSL3", + "APPBP2", + "ANKRD33B", + "ATP6V0D2", + "APOL2", + "BCAP31", + "BMP2K", + "ATG4D", + "ATP2C2", + "BPIFA3", + "ARHGAP23", + "ANO2", + "BNIP3L", + "BLK", + "CA5A", + "ATP6V1H", + "BRIP1", + "ATP8A2", + "BEND3", + "ATXN3L", + "CCDC171", + "ATG5", + "BICD2", + "ANKRD28", + "ANKRD34A", + "C11orf42", + "AQP2", + "CAMTA1", + "C12orf56", + "ATP2B1", + "ATP1B3", + "BDNF", + "C1orf74", + "ADPRH", + "BFSP2", + "AVEN", + "AUTS2", + "C22orf31", + "ARHGAP28", + "ARL4C", + "ART5", + "BRD2", + "BICRA", + "ARHGEF18", + "APOH", + "C20orf173", + "AKR1A1", + "C15orf40", + "ADAD1", + "C12orf54", + "C16orf74", + "BBC3", + "C4orf36", + "BHLHA15", + "ASB12", + "CALY", + "AURKC", + "ANKS1A", + "BRIX1", + "B3GAT3", + "ARHGAP5", + "BANF2", + "ATP6V1E2", + "ATP6V1B2", + "ATP5F1B", + "AZIN1", + "C10orf88", + "ARHGAP26", + "BCAS4", + "BCAN", + "CACTIN", + "ACTR6", + "BEND2", + "B3GALT1", + "CCDC38", + "C5orf46", + "ATP7B", + "BAMBI", + "BTBD3", + "ASIC5", + "C3orf22", + "BICD1", + "BMX", + "ANKS3", + "BPIFB1", + "ARHGAP9", + "CAB39", + "BIK", + "ADA2", + "ATP5F1C", + "ATP6V1C2", + "BNIP5", + "CARTPT", + "C1QL1", + "ATG14", + "ATP4B", + "AVPI1", + "BTBD1", + "ARF4", + "C10orf120", + "ARHGEF3", + "ATF6", + "ALX3", + "AKAP9", + "ADAM18", + "BPIFB3", + "CACNG4", + "BCLAF1", + "BAG5", + "ANO9", + "ANKRD7", + "AK4", + "AEBP2", + "ARMC8", + "C5orf47", + "ASCL2", + "ATP9A", + "ALDH1B1", + "BATF", + "BEND5", + "C1QL2", + "BIRC2", + "C5orf15", + "B3GALNT2", + "ASPHD2", + "CACNG1", + "BNIP1", + "BAALC", + "ARL2BP", + "BST1", + "ARMC9", + "AQP6", + "ATP1B4", + "BBS12", + "ASXL2", + "C14orf39", + "BUD23", + "BRSK2", + "AVPR1B", + "ARHGAP4", + "C11orf58", + "AP1S1", + "BCL2L12", + "C19orf44", + "CACNA1H", + "AKR1E2", + "C3orf62", + "BCL10", + "CACFD1", + "C9orf43", + "ARHGEF10L", + "ATF5", + "CCDC185", + "APOBEC3C", + "C4BPA", + "BET1", + "BRINP3", + "ARHGDIG", + "APPL1", + "C17orf50", + "C19orf48P", + "AKAP8", + "C15orf62", + "ARHGAP29", + "ASXL3", + "ARMCX1", + "CA3", + "ACBD4", + "C9orf163", + "ASZ1", + "ATRN", + "C6orf141", + "ARHGEF7", + "BEND6", + "ARSF", + "C16orf82", + "ARFRP1", + "BMS1", + "ASB17", + "C9orf72", + "ATF1", + "ARMCX5", + "AGTPBP1", + "BBX", + "CACNG6", + "BEX1", + "C11orf87", + "C14orf180", + "BEX4", + "C11orf96", + "C1orf210", + "BEX3", + "BEST4", + "BORCS6", + "BRWD1", + "BTK", + "ALOX5", + "APOBEC2", + "C3orf18", + "CELF4", + "ATP1B2", + "ANKRD18A", + "BTN2A2", + "BPIFA2", + "C1QL3", + "BFAR", + "ARHGAP17", + "BOLA3", + "CALHM3", + "BMP8B", + "CAPZA3", + "CACNB2", + "C20orf144", + "CACUL1", + "BPNT1", + "B9D1", + "C20orf204", + "ASCC2", + "APOBEC3H", + "BCL2L15", + "C16orf87", + "ATXN3", + "C2orf15", + "C1QBP", + "CACNA1I", + "C19orf33", + "BHLHE41", + "ACTG1", + "BCL3", + "C5AR1", + "CAST", + "BEAN1", + "ASB1", + "ATG13", + "AZGP1", + "CCDC33", + "CCDC27", + "BAHCC1", + "C3orf36", + "ARMCX3", + "BOLL", + "CACNA1E", + "BTBD8", + "BIRC8", + "BTBD16", + "BAIAP2", + "CALHM6", + "CA10", + "BLTP3B", + "ACSS2", + "ATL2", + "BLMH", + "B4GALNT4", + "CARD14", + "ATP23", + "BLOC1S2", + "BTG1", + "C2CD4A", + "ASB10", + "ANKRD10", + "BPGM", + "BEX5", + "ANAPC15", + "C1D", + "ARL6IP5", + "CACNB4", + "ATOH1", + "CDH24", + "ATF7IP2", + "ARPP19", + "BHMT", + "BRINP2", + "BDKRB2", + "CAPS", + "BBOX1", + "C2orf74", + "BRCA1", + "BRWD1-AS2", + "ATXN7L3", + "AP2M1", + "BAZ1B", + "BTBD10", + "ARMH3", + "ATP6AP1", + "C1orf198", + "ATP6AP2", + "BAG2", + "C6orf120", + "ATN1", + "ALG1", + "CA14", + "BARHL2", + "CASQ1", + "C5orf24", + "BTN1A1", + "ALG10", + "CACNG7", + "BPESC1", + "ATP7A", + "ATP6V1E1", + "C19orf67", + "BMF", + "AKNA", + "C1orf35", + "ATP1B1", + "CA9", + "BTNL2", + "ALAS2", + "ARFGEF2", + "ATXN10", + "CABP7", + "BCL9", + "C1QTNF3", + "ATP8A1", + "CCDC134", + "CCDC121", + "C3orf49", + "CCDC117", + "ACY1", + "AQP3", + "CBY2", + "CA8", + "CABP4", + "BAZ2A", + "ANKRD36BP1", + "ATP2B2", + "C5orf52", + "AMBP", + "BIN2", + "CCBE1", + "ASPM", + "ARL6IP6", + "ARHGAP27", + "AR", + "ASNSD1", + "C11orf21", + "C17orf58", + "BCCIP", + "BNC2", + "AKT2", + "C8orf58", + "BRWD3", + "C1R", + "CBLN3", + "BCHE", + "CCL21", + "C2orf76", + "C1orf122", + "C20orf181", + "BCO1", + "B3GNT3", + "B4GALT6", + "ARPC4", + "C7orf57", + "BAG1", + "CALCA", + "ASIC1", + "C14orf119", + "CCDC126", + "BPIFB4", + "ASTN1", + "BCOR", + "CBLN4", + "BDH1", + "BRD8", + "ARFGAP1", + "C14orf132", + "BMAL1", + "AGRN", + "CAND2", + "APLNR", + "CATIP", + "B4GALNT1", + "CCDC110", "ADAT3", - "AKR1C6P", - "ABHD18", - "FSBP", - "ARPIN", - "BARD1", - "ANO7", - "BACE1", - "HLA-DPB1" + "ATXN7L1", + "CAMK2D", + "APRT", + "ADGRD1", + "CCDC196", + "C1orf174", + "BCAR1", + "AUH", + "AP3D1", + "ARF5", + "BATF2", + "CA13", + "BCAS3", + "AGAP2", + "AURKAIP1", + "C8G", + "C12orf71", + "ASCC3", + "C12orf50", + "BICRAL", + "C6orf62", + "AIM2", + "ARLN", + "ATPSCKMT", + "BEX2", + "CCDC168", + "C1RL", + "C9orf40", + "C6orf136", + "BEST3", + "C8orf76", + "BMAL2", + "C1orf162", + "ARF3", + "CAPN12", + "C10orf105", + "BTBD7", + "CADM3", + "CAGE1", + "C21orf58", + "AQP5", + "ATP6V1A", + "C9orf152", + "CABCOCO1", + "C3orf33", + "ADRA2A", + "B3GNT9", + "CAB39L", + "BSN", + "ARK2N", + "ANAPC16", + "C5orf22", + "ATAD1", + "BLOC1S6", + "CAPN15", + "ARPC1B", + "CADM2", + "BCL7B", + "C18orf21", + "C2orf68", + "C2orf88", + "ADORA2A-AS1", + "CDC20", + "BPIFA1", + "C11orf24", + "C1QTNF4", + "CA4", + "CCDC63", + "ATP6V1G3", + "C1QTNF12", + "BACE2", + "BACH2", + "BTNL8", + "BCL2L10", + "CD5L", + "BTBD6", + "BOC", + "BTN3A3", + "BIRC5", + "CALR", + "C3", + "CALHM4", + "AHSA1", + "ATM", + "ARRDC2", + "C12orf76", + "CARM1", + "C1orf50", + "CBS", + "ANGPT1", + "BSPH1", + "BCAT2", + "CABIN1", + "CCDC73", + "C5AR2", + "CCDC39", + "CDIPT", + "BAAT", + "CASTOR1", + "C9orf78", + "BNIP3", + "CASTOR3P", + "C16orf54", + "CASP7", + "BCAS2", + "ASPA", + "C1GALT1C1", + "BLTP3A", + "CCDC28B", + "C1orf159", + "ATF3", + "ARHGAP44", + "CCDC32", + "B4GAT1", + "AMELY", + "CCDC47", + "C2CD2L", + "CAMK2G", + "C16orf89", + "BBS7", + "C12orf60", + "CDH18", + "ATP8B2", + "CASP6", + "BRD1", + "C1orf43", + "CAPN9", + "CDCA7L", + "ARHGEF2", + "CCAR1", + "CABP5", + "BMPR1B", + "ATPAF2", + "CCDC3", + "CCDC172", + "ARL6IP1", + "CAMKMT", + "CDK18", + "CELSR2", + "BAALC-AS2", + "CDYL2", + "ANGPTL4", + "BICDL1", + "ANO3", + "BBS10", + "CACNA2D3", + "CCDC51", + "ARMCX4", + "BRD9", + "CCDC81", + "BFSP1", + "CAT", + "ATMIN", + "ASCL1", + "ASL", + "CCL1", + "C1QTNF8", + "ATP6V1D", + "BLVRA", + "ATPAF1", + "CCDC177", + "ASB6", + "BPIFB2", + "BLTP2", + "CD274", + "AIFM2", + "BOD1", + "CC2D2A", + "ATAD3C", + "BMP2", + "CASD1", + "CASK", + "ARFIP1", + "CCNYL2", + "BNIP2", + "BEST1", + "CCL23", + "C2orf81", + "BDP1", + "ATP6V1C1", + "ATP5MC3", + "CAMTA2", + "CBR1", + "CCT6B", + "ANKRD55", + "CBLL2", + "C8orf34", + "CA5BP1", + "ACTR3", + "C6orf118", + "CCDC137", + "CAPN6", + "APOO", + "CD1B", + "ATG16L2", + "CAPN11", + "B3GLCT", + "CCR4", + "CCDC87", + "CDC42BPA", + "ARF1", + "CALML5", + "CAPRIN2", + "BBS5", + "ATP6V1F", + "BSDC1", + "CASP4", + "AKT1S1", + "CAPS2", + "AXL", + "C21orf91", + "CCDC116", + "C3AR1", + "BCL7C", + "BRAT1", + "BIN1", + "ARL8A", + "CCIN", + "BICDL2", + "ARHGAP35", + "ANKLE2", + "CALB1", + "CCER1", + "CCDC7", + "CCDC85C", + "CARD10", + "C1GALT1", + "CARMIL1", + "CAMK1D", + "B3GALT5", + "ANKRD1", + "CASP9", + "C19orf38", + "ATP5MG", + "C2", + "C16orf46", + "ALDOC", + "CARINH", + "CDH23", + "C2orf66", + "CD226", + "CD19", + "CACNG5", + "CCL22", + "CCDC112", + "CD4", + "BRMS1L", + "C1QL4", + "ATF7", + "CD207", + "ARHGEF1", + "CASP5", + "CCDC86", + "CELA1", + "CENPT", + "CCDC175", + "CD96", + "ARG1", + "CHODL", + "CD28", + "CD1C", + "BRAF", + "C3orf70", + "BOD1L1", + "C2orf80", + "CCDC190", + "ATP5MC1", + "CBX2", + "CARMIL2", + "CACYBP", + "CCNE1", + "ATAD5", + "BSX", + "ARID5B", + "C11orf54", + "CABP1", + "CDC42BPB", + "C17orf78", + "CD248", + "BRD3", + "CCDC9B", + "C19orf18", + "ARB2BP", + "CA11", + "CC2D1B", + "ADGRG4", + "BTN3A1", + "CES5A", + "BTF3", + "C6orf15", + "CASP2", + "C4orf33", + "CBARP", + "CA2", + "CEACAM21", + "BTAF1", + "BBS4", + "CALM3", + "C1orf87", + "CCDC89", + "C11orf68", + "ATP5MC2", + "CDSN", + "CCDC91", + "CCDC85B", + "C1orf94", + "C6orf89", + "CCNL1", + "C4orf17", + "CANT1", + "BASP1", + "ARR3", + "ARHGEF40", + "CCDC15", + "B3GALT6", + "B3GNT6", + "CDCA4", + "ASRGL1", + "CDC42EP1", + "BORCS5", + "CDH20", + "CDKAL1", + "CEACAM6", + "CCDC106", + "CCDC92", + "CERS6", + "CCNJL", + "AGBL5", + "C19orf25", + "CBX6", + "ART4", + "CA7", + "BICC1", + "CABLES1", + "ATP5MJ", + "ARHGAP30", + "ARMH4", + "ARL5C", + "CCSER1", + "ATG9A", + "CERS3", + "CBX7", + "ATAT1", + "CCDC115", + "ANGPT2", + "C9orf85", + "CDC20B", + "ANKRD33", + "BST2", + "CDO1", + "C11orf65", + "CHADL", + "CD1A", + "BIRC6", + "CAP2", + "CDK5RAP1", + "BCL11B", + "CIBAR2", + "BZW2", + "ALPK1", + "CCNG1", + "CCDC12", + "C3orf38", + "CBLC", + "CACHD1", + "AMELX", + "C2CD2", + "CDK5R2", + "AKAP13", + "CCDC68", + "BCL6B", + "CALCOCO1", + "CLEC4C", + "CCS", + "BRME1", + "CAAP1", + "BUB1B", + "CAPN5", + "BGN", + "CABP2", + "BORA", + "CATSPERG", + "CCM2", + "CCDC62", + "AHNAK", + "CCT8", + "CHRND", + "ATP6V1G1", + "CADPS", + "CD247", + "CFAP107", + "BRD10", + "BPIFB6", + "CD79A", + "CARNS1", + "CCL20", + "BUD31", + "BTN2A1", + "BRCA2", + "ATP2B4", + "CCNT1", + "CDX1", + "AP4S1", + "ANKRD50", + "CAMK2N1", + "BRAP", + "ARL14", + "CASKIN2", + "BMP1", + "CCNB1", + "BANK1", + "CENPU", + "C12orf57", + "CLBA1", + "CALHM5", + "C5", + "CEND1", + "APC2", + "BLID", + "C19orf12", + "AWAT2", + "CDIP1", + "CCNDBP1", + "CAV1", + "CAMK1G", + "BMP4", + "CCDC178", + "BUD13", + "CAD", + "CAMKK1", + "CDKN1C", + "CALCB", + "ATP5ME", + "CD72", + "C1orf54", + "BAZ2B", + "CASP10", + "CFAP57", + "CD47", + "CCDC181", + "ATG4A", + "CCKAR", + "BTG2", + "CEACAM18", + "CD300C", + "CALML4", + "CASC3", + "CD81", + "CCL5", + "CEACAM16", + "CCRL2", + "CCNJ", + "CCND1", + "CAVIN2", + "CCR10", + "ANAPC11", + "CIMIP6", + "C8orf82", + "C2orf42", + "C2orf78", + "CAV2", + "CCDC141", + "CD80", + "C20orf203", + "AP2A1", + "AKR1C3", + "CENPM", + "CD44", + "CCDC34", + "BMPR2", + "CDS2", + "CCNK", + "CALCR", + "ATP2C1", + "CDKN2B-AS1", + "CCNE2", + "CDCA5", + "CD40LG", + "CEACAM20", + "CCDC138", + "CCDC169", + "CENPC", + "CDC23", + "C20orf96", + "CEP162", + "CARF", + "CDC25A", + "CCDC6", + "CD8B", + "CGA", + "BCAR3", + "CALML3", + "ARSA", + "BHLHE40", + "CDHR2", + "CDA", + "CEACAM4", + "CCDC43", + "BBS2", + "CD1D", + "CASC2", + "CAPN13", + "C8B", + "CALD1", + "CCDC54", + "CD99L2", + "CASZ1", + "BRDT", + "CENPK", + "CLDN18", + "C1orf115", + "CGGBP1", + "BUB3", + "C3orf52", + "CD33", + "CEBPZ", + "CACNA1B", + "CAMK2N2", + "CCDC158", + "C8orf33", + "CAV3", + "ASPRV1", + "C9orf50", + "CAMKV", + "CCHCR1", + "ASPN", + "CDKL2", + "C11orf98", + "CEACAM7", + "CCDC198", + "CD9", + "CDH2", + "B4GALT1", + "C1QTNF1", + "CLCA1", + "BCL2A1", + "CHD8", + "CC2D2B", + "CBFB", + "CFDP1", + "BYSL", + "CCDC107", + "CCDC28A", + "C14orf93", + "CENPS-CORT", + "API5", + "CBLN2", + "C6orf52", + "BEGAIN", + "CD2AP", + "CCDC184", + "CARMIL3", + "CGN", + "CAPN1", + "CCM2L", + "ADAMTS16", + "CCND3", + "C6", + "CA6", + "CBLB", + "CFAP20", + "CACNA2D1", + "C1QB", + "CLDN8", + "ARVCF", + "CABYR", + "CDX4", + "CIC", + "CENPF", + "CLRN1", + "CELA3A", + "C1orf52", + "BCAP29", + "CERKL", + "CEP41", + "CAMP", + "CDC6", + "CHKA", + "CCND2", + "ATP5PO", + "C1orf216", + "CELF5", + "C11orf86", + "CD200R1", + "CDKN1B", + "BLZF1", + "CCNT2", + "CDK9", + "BPHL", + "CARS2", + "CD5", + "BTG3", + "CDT1", + "CCDC191", + "CCDC102B", + "CES3", + "ANKRD45", + "CERCAM", + "CLPTM1", + "CDH6", + "CDC14A", + "CHCHD6", + "CDCA3", + "BOLA1", + "CCDC14", + "BECN1", + "CLASRP", + "AMZ1", + "CD46", + "CCDC88B", + "CDC42EP5", + "B3GALNT1", + "BBS1", + "CEP57L1", + "CECR2", + "ALG3", + "CCDC13", + "BHMT2", + "CEP128", + "C22orf39", + "CHST10", + "CFAP74", + "CGAS", + "C22orf23", + "B2M", + "BID", + "CFAP20DC", + "C7orf25", + "CARS1", + "CCDC174", + "CFAP184", + "CARHSP1", + "B4GALT7", + "B3GNTL1", + "CCL2", + "CEP44", + "CENPH", + "CHI3L2", + "CD74", + "CDH9", + "CCDC127", + "CD24", + "CD320", + "ATP6V0E2", + "CARD6", + "ADO", + "CD79B", + "CALHM2", + "CEP70", + "CCK", + "CHEK1", + "CD27", + "CITED1", + "CHRM1", + "CEP89", + "CDKN2AIPNL", + "CFD", + "C2orf69", + "CDH15", + "C7", + "CEP15", + "CHAF1B", + "BANF1", + "COL11A2", + "CLEC4F", + "CADPS2", + "APOF", + "CHMP1A", + "CDC37", + "ALPL", + "CCDC88C", + "CD84", + "CDCA7", + "BLOC1S1", + "CHRNA1", + "CIDEA", + "CARD19", + "AOAH", + "CLCN4", + "CFAP144P1", + "BPNT2", + "CCNO", + "C16orf86", + "CEP20", + "BACH1", + "CASP3", + "BCL9L", + "CHRM5", + "B3GNT2", + "CHML", + "CCDC60", + "C12orf75", + "CETN2", + "CMA1", + "CCNC", + "CFHR5", + "CA5B", + "CFAP161", + "BTLA", + "CBLL1", + "ANAPC7", + "ANXA7", + "CDC16", + "BAHD1", + "BIN3", + "CCNB2", + "C1QA", + "CHRNA3", + "CBR4", + "CDHR5", + "CER1", + "CEP192", + "CLCN6", + "C8orf74", + "C8orf48", + "ATRAID", + "C1QTNF9", + "ATOSB", + "CIRBP-AS1", + "CATSPER3", + "CCT3", + "CD244", + "CHST13", + "CEMIP2", + "CHAC1", + "CLDN20", + "CD209", + "ANKMY2", + "CDK3", + "BARHL1", + "BCL2L2", + "CHURC1", + "ATP13A5", + "CASKIN1", + "BCKDHA", + "ATG3", + "CCT4", + "CCL17", + "CCDC17", + "CD276", + "CD2BP2", + "CDPF1", + "CCDC42", + "CDCA2", + "CHM", + "CCNA2", + "CDKN2A-AS1", + "CH25H", + "CDH8", + "CNN1", + "ARL4D", + "CASP8", + "CERT1", + "CCDC66", + "CD3E", + "CDKN2D", + "CCDC59", + "CATSPERE", + "CD164", + "CCL26", + "ARHGEF12", + "CDK19", + "CHRNB4", + "CCDC154", + "CCAR2", + "CHST3", + "CIITA", + "CERK", + "BIVM", + "CHP2", + "CEP85L", + "CDRT4", + "CENPE", + "BRI3", + "CCR6", + "C19orf47", + "CLN3", + "CHST11", + "ADGRA2", + "CEP164", + "CCL25", + "CRACR2A", + "ATP8B1", + "CBX3", + "CDC25B", + "CNMD", + "CHMP6", + "CENPL", + "CHD5", + "CNGA2", + "CFTR", + "CENATAC", + "CATSPERZ", + "CDHR3", + "ANKK1", + "CACNA2D2", + "CCNYL1", + "BBLN", + "CCDC157", + "CEP72", + "CLTA", + "CDH5", + "CETN3", + "ATP12A", + "CFAP298", + "C8orf44", + "CHDH", + "CCDC159", + "CENPV", + "CFAP119", + "BCL2L11", + "CHFR", + "ATP5MF", + "CHST9", + "CCDC150", + "CAMSAP3", + "CD48", + "CDC42EP2", + "COL4A4", + "COL18A1-AS1", + "CDR1", + "CD38", + "BAG6", + "CNOT11", + "COL23A1", + "CD300LD-AS1", + "CD160", + "CALN1", + "CIP2A", + "BTN3A2", + "CCL11", + "CELA2A", + "ATP5IF1", + "CELF6", + "C19orf73", + "CFAP43", + "CD7", + "CALM1", + "COL9A1", + "CLCNKB", + "CNN3", + "CEP57", + "CENPP", + "CLDN10", + "BTBD9", + "CCL4", + "CEP135", + "CCR9", + "CFAP46", + "CIMAP1D", + "CEP152", + "CCDC125", + "CD68", + "CEP290", + "BCS1L", + "CENPB", + "CHCHD4", + "CRYGA", + "CNOT6L", + "CFHR3", + "ARPC2", + "CFAP221", + "CD86", + "CCL13", + "CCDC78", + "CCP110", + "BLTP1", + "CHST15", + "C6orf58", + "CDKN2C", + "CTXN1", + "CFAP45", + "CDV3", + "CDCA8", + "CCDC8", + "CDK20", + "CCL24", + "CYP2W1", + "CASP8AP2", + "COL6A4P2", + "CCL18", + "CCDC70", + "CEP170B", + "CLUL1", + "C1QTNF7", + "CLCA3P", + "CATSPERD", + "CLPS", + "CRB1", + "CCL7", + "CPN1", + "BLCAP", + "CCL16", + "CFAP73", + "CARD18", + "CKAP2", + "CLDN9", + "CCDC25", + "CNTNAP4", + "CHAT", + "CD6", + "ATG2A", + "CDC42SE2", + "CEP68", + "CLEC2B", + "CCDC30", + "CLEC9A", + "CISD1", + "CNPPD1", + "CHRDL1", + "CLDN1", + "CCT7", + "CNKSR3", + "ARHGAP42", + "CALML6", + "CLIC2", + "CEP250", + "CHMP1B", + "CCR3", + "CLHC1", + "CD3D", + "CFAP53", + "CIAPIN1", + "ATP6V0B", + "C15orf61", + "CFAP126", + "CHAF1A", + "COL6A4P1", + "COL2A1", + "CDK17", + "CDR2L", + "CCDC120", + "CRPPA", + "CEBPE", + "CCT5", + "CASR", + "CCNB1IP1", + "CISH", + "CCNQ", + "CCN5", + "CLCN1", + "CD22", + "CLN6", + "CLGN", + "CBLN1", + "CHMP7", + "CHD1", + "CHCHD2", + "CHTOP", + "AJAP1", + "CD1E", + "CEP78", + "CLCA4", + "COA3", + "CLCA2", + "COL4A6", + "CADM4", + "CDH3", + "CLCN2", + "CNOT4", + "CPB2", + "CCN1", + "CEP55", + "C1S", + "B4GALT4", + "CENPQ", + "C9", + "BCAT1", + "CES4A", + "CHRNB3", + "CHIC1", + "CGREF1", + "CCDC77", + "CD3G", + "COPS5", + "ALYREF", + "CORIN", + "BMERB1", + "CEP295", + "CIB3", + "CHIT1", + "CORO7", + "ADSS1", + "CCL8", + "CATSPER4", + "CLDN3", + "CLRN3", + "CFAP97", + "CNN2", + "CNTROB", + "CXCL17", + "CISD3", + "CNGB1", + "AXIN1", + "CNNM4", + "ARHGEF10", + "ARSK", + "CLSTN3", + "CAPSL", + "CDK15", + "CPT1C", + "COL6A2", + "CFI", + "CD59", + "CCSAP", + "CDK10", + "CNTNAP2", + "CHAD", + "CDK6", + "CAPG", + "CDX2", + "BRSK1", + "BMP5", + "CKS2", + "CMC2", + "CLEC12B", + "CLUAP1", + "DLX3", + "CCDC167", + "CDNF", + "CDON", + "CAMK2B", + "CFAP69", + "CFAP210", + "CPSF4L", + "AQP9", + "COLEC10", + "CFAP100", + "CCDC9", + "CRMP1", + "CKAP5", + "CNPY2", + "CRCT1", + "CD200", + "CIMAP3", + "COIL", + "CLCN5", + "CLXN", + "CRELD2", + "ARIH1", + "CIMIP2B", + "B9D2", + "CIAO3", + "BATF3", + "CCDC85A", + "CLEC16A", + "CHIA", + "C2CD4C", + "CCDC93", + "CPA5", + "CCNY", + "CHRNA6", + "CNP", + "COLCA1", + "CDH10", + "CELF3", + "CAPN2", + "CDH7", + "CDH17", + "CMYA5", + "CYP4F22", + "CDKL5", + "CCDC102A", + "CEP95", + "C15orf48", + "DAND5", + "CLK1", + "CBY1", + "CILP2", + "CSNK1A1L", + "CTNND2", + "CHST4", + "CD163L1", + "CNNM3", + "CCDC24", + "BRF1", + "CRBN", + "CREB3L2", + "CHAMP1", + "CAPZB", + "COG6", + "CNRIP1", + "CHRNA9", + "CHRD", + "CHPT1", + "CHSY3", + "BMP7", + "CADM1", + "CLDN2", + "CALB2", + "DBIL5P", + "CARD8", + "DBNL", + "CFL1P1", + "CNOT10", + "CENPBD1P", + "DCAF4L2", + "CPSF3", + "CCNH", + "COL11A1", + "CLEC14A", + "CNGA4", + "CYP11B2", + "COX4I2", + "CDH4", + "CLDN14", + "DCHS2", + "DAZL", + "CCDC22", + "CES2", + "CHD9", + "CLEC4M", + "CIMAP1A", + "CACNG3", + "DBN1", + "CCKBR", + "CDK2AP1", + "CILK1", + "CCDC80", + "CDC42", + "CEP19", + "CTSH", + "ANXA6", + "DCP1A", + "CBX8", + "COL17A1", + "CCNF", + "CFAP141", + "CPLX2", + "CAPRIN1", + "DLX4", + "CXCL3", + "CLCF1", + "CTCFL", + "COMMD8", + "CHST12", + "CNOT6", + "CPSF2", + "COL5A1", + "CATSPERB", + "CPXM2", + "CUX2", + "CCDC148", + "CNTN6", + "COCH", + "CMTM1", + "CHD1L", + "CROCC", + "COQ8B", + "CLDN19", + "DCAF11", + "CITED4", + "APP", + "DBX1", + "CLSTN1", + "DCTN1", + "CHD2", + "CPSF7", + "CILP", + "CDC5L", + "CNBD2", + "CYLC2", + "CD14", + "CYP8B1", + "CASP1", + "CHRNG", + "CHCHD5", + "CHI3L1", + "CIMAP2", + "CHST6", + "CCNA1", + "DRG2", + "CDYL", + "BRPF1", + "BARX2", + "C1QC", + "CAPNS1", + "CRP", + "CPNE4", + "CLVS1", + "DCAF17", + "CEP63", + "COL19A1", + "CDC42SE1", + "CFAP52", + "CLECL1P", + "CREB3L1", + "COL12A1", + "COQ6", + "CNKSR2", + "CD58", + "CCDC82", + "COBLL1", + "CLEC5A", + "COL7A1", + "CNTRL", + "COX7B2", + "CPA4", + "CTTNBP2", + "CPTP", + "CNOT8", + "CENPN", + "CLEC1A", + "CD300LB", + "CALM2", + "CKM", + "CCDC50", + "CRB3", + "ANXA11", + "CPXCR1", + "CD93", + "CHCHD7", + "CR2", + "DCAF12L1", + "COMT", + "BLOC1S3", + "CAMK1", + "AMMECR1", + "BCL2L1", + "CHGA", + "CRIP2", + "CD300A", + "CABS1", + "CHRNB2", + "COBL", + "CHD7", + "DNAH9", + "CHIC2", + "CFAP65", + "CPB1", + "CRH", + "CDAN1", + "CMAHP", + "CDKN2AIP", + "CAMSAP2", + "DNAI7", + "DELE1", + "CIRBP", + "CCL27", + "BHLHE23", + "CANX", + "CLASP1", + "CLDN12", + "BMP10", + "CLEC4E", + "CUL1", + "CDH16", + "CRYBA2", + "CPLANE1", + "BTRC", + "CHL1", + "COASY", + "CTU2", + "CLEC10A", + "ATIC", + "CLTCL1", + "CREG2", + "CLSPN", + "CMTR1", + "CFAP44", + "CDH13", + "COL25A1", + "CNR2", + "CDC123", + "CEP76", + "DKK2", + "DEPDC5", + "CAPZA2", + "CYP17A1", + "DLX5", + "CGRRF1", + "CINP", + "CHGB", + "DBT", + "CLCC1", + "CSNK1G3", + "CD63", + "CALCRL", + "DCLRE1B", + "CHRDL2", + "COL8A2", + "APOL6", + "CXCR6", + "CLDN6", + "CLN8", + "CZIB", + "DMPK", + "DDC", + "CD164L2", + "DRC1", + "CUL4A", + "CRCP", + "CLASP2", + "CHN1", + "CIB2", + "BHLHE22", + "COL22A1", + "CHAC2", + "DACT3", + "CDK5RAP3", + "CDS1", + "COX16", + "DDX39B", + "DACT2", + "COL16A1", + "CORO2A", + "DTX3", + "CSMD3", + "CYP11A1", + "COX8C", + "CWF19L2", + "CDK7", + "CMIP", + "CTNNA3", + "CLEC17A", + "DBNDD1", + "CROT", + "CCR7", + "CHRNB1", + "CST2", + "CYP46A1", + "CRTAP", + "CFHR2", + "CXCR5", + "CYP2E1", + "CERS2", + "BPI", + "CCL19", + "CRAT", + "CPO", + "COPB1", + "CLEC2D", + "DENND2B", + "CPNE5", + "COPS7A", + "DAGLB", + "CNIH3", + "CNIH2", + "COPZ2", + "DCHS1", + "CLIP4", + "CHCT1", + "COLGALT2", + "CITED2", + "DLK2", + "CHMP4C", + "CYLC1", + "COL1A1", + "COMMD10", + "CDH1", + "CNPY4", + "CDC42EP4", + "CFP", + "ANKRD13C-DT", + "CD151", + "DIP2B", + "DMRTA2", + "CKAP4", + "COPS9", + "CEACAM5", + "CFAP77", + "DHX35", + "CDC73", + "CKB", + "CAPN7", + "CLNS1A", + "CPT2", + "DRC3", + "CTH", + "CSRNP1", + "CTRC", + "CCDC83", + "CEMIP", + "DES", + "CTSZ", + "CHRNA10", + "CST6", + "APPL2", + "DGKG", + "CD52", + "CPAP", + "CLDN7", + "CD53", + "COMMD2", + "CRIPT", + "DDB1", + "DUSP28", + "CEP104", + "CRTC2", + "CDK5", + "COX20", + "CENPX", + "CHCHD3", + "CYBA", + "CROCCP3", + "DSC1", + "CPLANE2", + "CTBP1-DT", + "ATP5F1D", + "COMMD3", + "CHUK", + "CHTF8", + "CYB5R1", + "CDH11", + "CFAP299", + "CNNM2", + "DNAJC18", + "CPLX1", + "CYP2J2", + "DEFB125", + "CLEC11A", + "DOK5", + "CCDC170", + "CPSF1", + "CST1", + "DAW1", + "CPEB2", + "COQ5", + "CPSF4", + "DIPK1B", + "CTCF", + "CALHM1", + "CHST8", + "DDX47", + "E2F1", + "DUSP13A", + "AURKB", + "CIZ1", + "CHRNA5", + "CTF1", + "DLGAP3", + "CPD", + "CLIC6", + "DSG1", + "CMTM7", + "CACNA1A", + "CYSTM1", + "CSNK1E", + "EWSAT1", + "CRYM", + "ANKDD1A", + "DDX41", + "CROCCP2", + "CIART", + "CCR5", + "BCL6", + "CFAP206", + "CBR3", + "DEPDC1", + "CFAP410", + "DOHH", + "COPB2", + "CORO1A", + "CCR2", + "CTBS", + "CNOT1", + "CDC45", + "CNIH1", + "COL10A1", + "CELF1", + "DGCR5", + "DNAH3", + "CXCL8", + "CKAP2L", + "DCTN2", + "CD300LG", + "CPA6", + "CTSV", + "DCAF4", + "COL20A1", + "COPS6", + "CDC34", + "CNDP2", + "DOLK", + "CHRNE", + "DEFB129", + "CCNG2", + "COMP", + "CFAP61", + "CRNN", + "CLEC4D", + "CPT1A", + "CEBPB", + "CSN3", + "DBR1", + "CPA1", + "CSRP3", + "CERS4", + "CLSTN2", + "CREBRF", + "CBX4", + "CALR3", + "DENND4B", + "DDX20", + "DHX58", + "CCDC146", + "CCNL2", + "CPN2", + "DEPDC1B", + "CIROZ", + "CCDC122", + "CYP2R1", + "CMAS", + "DOK4", + "CRY2", + "CEACAM8", + "DNAJC3", + "CXXC1", + "COX11", + "CHMP2B", + "CDK16", + "COQ2", + "COX4I1", + "DSG3", + "CP", + "COA5", + "CCT6A", + "DIABLO", + "CMTM6", + "CHMP2A", + "CD36", + "CHORDC1", + "CDK2", + "DAGLA", + "CDH22", + "CMTM3", + "COX7C", + "CD40", + "DCST1", + "DXO", + "CPNE9", + "DERA", + "CFAP92", + "CETN1", + "CEP120", + "CEBPG", + "CYTL1", + "CLCN7", + "CYP4X1", + "CRISP3", + "CSGALNACT2", + "CLTB", + "DARS1", + "CSNK1G2-AS1", + "DPH3", + "DCLK1", + "CLEC2A", + "DPH6", + "CIAO2B", + "CIB4", + "DHH", + "CCDC140", + "CYP1A1", + "EPHA1", + "COL24A1", + "DEPDC4", + "CXCL16", + "CYP26A1", + "C1orf21", + "BLOC1S4", + "CLINT1", + "CSTL1", + "DENND11", + "DBF4", + "CIR1", + "CNBD1", + "CPLX4", + "COG3", + "CENPO", + "CDC27", + "CRTC1", + "DGKB", + "CTSG", + "COPA", + "COLGALT1", + "COQ9", + "C4BPB", + "CLTC", + "CRHBP", + "CSTPP1", + "DIP2C-AS1", + "DGCR8", + "COA8", + "CTTNBP2NL", + "ELK4", + "DCAF7", + "CYP26C1", + "DGAT2", + "CDADC1", + "COPG1", + "CTNS", + "CMBL", + "CHRNA2", + "DRD3", + "COL4A3", + "COL9A3", + "CWC22", + "COX7B", + "CSE1L", + "CIMIP4", + "CORO1B", + "DARS2", + "CWF19L1", + "CMTM4", + "CHST14", + "DDX3X", + "DCLK2", + "CSTF1", + "CEP350", + "DTWD1", + "CD302", + "CYP20A1", + "BCL11A", + "CCDC88A", + "C2CD6", + "DIO1", + "CUL9", + "CC2D1A", + "CLDN11", + "CSN2", + "CCNP", + "DNER", + "DAB1", + "DLGAP1", + "CLIP3", + "CSTB", + "CEPT1", + "CPXM1", + "DIRAS2", + "CXCL1", + "CREBZF", + "DDI2", + "CCDC124", + "FRMPD1", + "DSE", + "DNAJC16", + "CPQ", + "CHTF18", + "CRYAB", + "DCAF4L1", + "BCO2", + "CHRNA4", + "CCT2", + "CLVS2", + "DNAI3", + "CHD3", + "CDK1", + "DUSP19", + "DMBT1", + "CIAO1", + "ERCC8", + "CSN1S1", + "DFFA", + "C2CD5", + "DAPK3", + "DENND5B", + "CLDN15", + "COX6A2", + "DBX2", + "CYB561", + "DUS3L", + "DCDC1", + "EGLN3", + "CIDEB", + "CYYR1", + "DIPK2A", + "CTNNA2", + "GML", + "DNHD1", + "CALCOCO2", + "DPP7", + "CD300LF", + "DNAAF2", + "DPYS", + "CTDP1", + "CTDSP2", + "CWC15", + "DAPK2", + "COL4A5", + "EPCIP", + "CTAG2", + "DMAC2", + "CIMIP1", + "CST8", + "COX14", + "DLL3", + "CEACAM1", + "CBFA2T3", + "ESPL1", + "DUSP12", + "DUSP4", + "CNOT7", + "CFAP144", + "DMKN", + "CYP19A1", + "DBI", + "DNAL1", + "DOCK10", + "CYB561A3", + "DSEL", + "CSNK1G1", + "DCP1B", + "DHX8", + "CYB5R4", + "CIB1", + "CPE", + "DCAF8L1", + "CTRB2", + "CORO1C", + "CTSW", + "CYP51A1", + "EME1", + "CELSR3", + "CREBL2", + "CYP3A43", + "ERF", + "CDK2AP2", + "DENND1A", + "CNTN4", + "CLIC4", + "CNTN2", + "DUOX2", + "CNPY1", + "CLDND1", + "DOP1B", + "CLDN5", + "CEP83", + "CNDP1", + "CMSS1", + "EGR4", + "CLEC4G", + "CDC7", + "DNAJB5", + "COMMD5", + "DCAF6", + "CLOCK", + "DNAJB11", + "CIPC", + "DNAJC2", + "CFAP251", + "C1orf56", + "DHX33", + "CLIP1", + "DPH7", + "CGNL1", + "CRNKL1", + "DIMT1", + "DESI1", + "EN1", + "DNAH17", + "DNLZ", + "DAOA", + "ELAVL2", + "DCSTAMP", + "H4C1", + "CYP27C1", + "CCDC97", + "C3P1", + "DHX16", + "EFCAB2", + "DCAF8", + "FANCD2OS", + "DAO", + "DGCR2", + "CNTN3", + "EQTN", + "CASQ2", + "CHRM3", + "CTSS", + "CDK14", + "CRKL", + "CNST", + "DSCAML1", + "CRAMP1", + "CUBN", + "COG7", + "CUTC", + "BORCS7", + "CSMD2", + "CHERP", + "COQ3", + "CFAP263", + "DDX28", + "CTIF", + "COX18", + "CRYGB", + "CXADR", + "FAM170A", + "FDCSP", + "DCTD", + "DDI1", + "CMPK2", + "EEF1AKMT1", + "COG4", + "DSG4", + "GADL1", + "DRP2", + "CACNA2D4", + "CLDN16", + "FAM241B", + "FANCD2", + "DNAJC15", + "EDA", + "COL4A2", + "CLU", + "CAP1", + "DHX34", + "DCAF12", + "CCPG1", + "DOP1A", + "DDIT4L", + "CREB3L4", + "CWH43", + "CPS1", + "DCLRE1A", + "DZIP3", + "DPEP3", + "FAF2", + "CUL5", + "CRACR2B", + "EPCAM", + "EPB41L4A", + "CKMT2", + "EDDM3A", + "CRY1", + "DDX60L", + "CTSL", + "DHFR2", + "CD34", + "DNAI2", + "COA6", + "DYRK3", + "CHLSN", + "DIS3L", + "DCAF10", + "DEGS1", + "DCTN5", + "CYTH1", + "COL1A2", + "COMTD1", + "DYDC2", + "CRISP1", + "FBLN7", + "CRLF3", + "DRGX", + "EPHX2", + "CBX5", + "COL18A1", + "DHPS", + "DNAJA4", + "CYFIP1", + "CORO2B", + "FBXL9P", + "DAXX", + "DLEU1", + "CREBBP", + "CD8A", + "CREB1", + "DLG4", + "CXCL11", + "CREM", + "CTPS1", + "CST9", + "CIAO2A", + "CRTC3", + "DDB2", + "CDC14B", + "CSDC2", + "DUSP5", + "COA4", + "CYP7B1", + "DAP3", + "BEND7", + "DAAM2", + "DZIP1", + "DEXI", + "DUSP3", + "DCDC2C", + "CNGA3", + "ENDOG", + "CTNNAL1", + "ERLIN2", + "ENTHD1", + "CYP1B1", + "CYB561D2", + "FIGLA", + "CIT", + "EXOC8", + "CLEC1B", + "CHD4", + "CTAGE1", + "CPED1", + "EPHB1", + "CLEC3A", + "CUL3", + "DNAJC8", + "H2BC3", + "CD109", + "EMID1", + "DNAJC5G", + "DYNLT4", + "DHX36", + "CTLA4", + "EPN3", + "DNAJC25", + "C19orf53", + "CHST7", + "DDX51", + "DNAJB14", + "ELL", + "EVPL", + "AXIN2", + "DEUP1", + "DHRS1", + "DDX6", + "ELP4", + "COX6B1", + "CXCR2", + "CXCL12", + "CCDC69", + "CYBB", + "CYSLTR1", + "DLL4", + "CAMKK2", + "DSCC1", + "DAG1", + "CYP11B1", + "DLX2", + "DOCK11", + "EDC4", + "DDX39A", + "FAM83A", + "FER1L5", + "DDX27", + "COA7", + "CRELD1", + "CTSO", + "HAGHL", + "CMC1", + "DNASE1L2", + "EZR", + "CNKSR1", + "DLEU2", + "CTC1", + "CCDC61", + "CNTD1", + "CPAMD8", + "BCR", + "COPS4", + "EPHA8", + "DHX15", + "DTNBP1", + "EFCC1", + "CLDN24", + "COA1", + "CHCHD10", + "FAM170B", + "DNM1", + "FERMT1", + "FOXM1", + "CSNK1G2", + "DKK4", + "CRYAA", + "DUSP18", + "CYMP", + "DNAJC14", + "FAM219B", + "CFAP58", + "DPP9", + "DEFA6", + "COL6A3", + "GAL3ST4", + "GPR141", + "CSRP2", + "ERMN", + "CLRN2", + "CPPED1", + "DHTKD1", + "DTD2", + "DPEP1", + "GALT", + "FAAH2", + "GSG1L", + "DNTT", + "DNAH7", + "DRICH1", + "DPCD", + "GRIA2", + "EEF1D", + "DEFB114", + "CRYZ", + "DPY19L1", + "CYP39A1", + "COMMD7", + "DNA2", + "DYRK1B", + "CYB5D1", + "CTNNBL1", + "DNASE2", + "EEIG2", + "CFAP54", + "CPOX", + "FAM50B", + "ERG", + "CYP2S1", + "FGF3", + "COTL1", + "EPOR", + "CLEC4A", + "DNAAF8", + "EIF2B1", + "FBXL15", + "ERVFRD-1", + "DNM2", + "DLGAP5", + "GABRB1", + "CST4", + "CREB3L3", + "CLIC1", + "CLPX", + "DECR2", + "CIMAP1C", + "DCANP1", + "GRM3", + "CCNB3", + "FN3K", + "DHRS2", + "DNAJA1P5", + "CREB5", + "GJB1", + "DOK3", + "CRYBB1", + "GSX1", + "FASTKD3", + "DNAJB1", + "ERBIN", + "CLTRN", + "EMX2", + "CDIN1", + "ESR2", + "ESRP2", + "CLP1", + "DHRS12", + "CXCL5", + "DGKD", + "DPM3", + "DIO3", + "CEP112", + "DHCR24", + "CDHR1", + "DNAI1", + "COP1", + "CNGB3", + "LCN15", + "EDDM3B", + "CBL", + "DRAM1", + "FAM131A", + "DNAJC30", + "DOCK5", + "CTR9", + "CSNK2A2", + "CYP26B1", + "EIF4E1B", + "FN1", + "DTYMK", + "DGKI", + "CLC", + "DTX4", + "GDPD2", + "CDC25C", + "KTN1-AS1", + "CTSA", + "COX7A2", + "COQ10A", + "DNAJB6", + "CXCL2", + "CHID1", + "GOT1L1", + "DISC1", + "FSIP1", + "FBXO10", + "CRYGD", + "EFCAB7", + "CTSB", + "DYNLRB2", + "DENND3", + "FAM135B", + "DCUN1D4", + "DEPP1", + "EEFSEC", + "ERCC6", + "DRD2", + "DMRT1", + "EXOC3", + "EVA1C", + "DOLPP1", + "EXTL1", + "ITGAD", + "DGKE", + "DNAJC13", + "DNAJC17", + "GRM2", + "CDCP1", + "DQX1", + "FBXW8", + "COQ7", + "COX10", + "OR4P4", + "EFNB3", + "EPHB6", + "H4C7", + "DMC1", + "DLX1", + "EXOG", + "DNALI1", + "F13B", + "FARSA", + "FAM209A", + "FLJ30679", + "CRYBG3", + "EIF1B", + "DLGAP2", + "CRACD", + "DPY30", + "DUOX1", + "CSMD1", + "FA2H", + "FRK", + "GRIK5", + "HAO1", + "DHX38", + "ENPP7", + "CEACAM19", + "ENTPD6", + "CSTA", + "GABRR2", + "GPR87", + "DCUN1D3", + "EPOP", + "CREG1", + "ELMO3", + "DUS4L", + "CYP27B1", + "CXCR3", + "ENPP3", + "DST", + "ELOA", + "CNTLN", + "COL3A1", + "EBP", + "DCUN1D5", + "HNF4G", + "COPS2", + "FGA", + "DIAPH3", + "DCTPP1", + "DDX5", + "DERL2", + "EFCAB11", + "FAM114A1", + "DNAH1", + "CPM", + "CDKL3", + "CNNM1", + "DEGS2", + "CYP3A7", + "DOK7", + "GNAO1", + "GAS8-AS1", + "DTHD1", + "FEV", + "FGL1", + "MSH4", + "DDX42", + "CHPF", + "CLDN4", + "COX7A2L", + "FUNDC2P2", + "EBNA1BP2", + "DLG1", + "DSCR10", + "CPNE7", + "CNTNAP1", + "FAM32A", + "FXYD2", + "FAM13C", + "HID1", + "CTBP1", + "DVL3", + "DHDDS", + "DMWD", + "CPA2", + "FABP2", + "DNTTIP1", + "DYNC2LI1", + "DKK3", + "DYRK1A", + "DEFB128", + "DISP1", + "GSX2", + "EIF3D", + "HCN3", + "EML4", + "CDK5R1", + "FOXG1", + "EP400", + "DUSP10", + "CUEDC2", + "HOATZ", + "ILDR1", + "GPR108", + "DMTF1", + "FASLG", + "DPF1", + "DUSP29", + "GAS8", + "FANCF", + "COL5A3", + "DYNC2H1", + "DDX4", + "FIZ1", + "DNAJC4", + "DDX54", + "FAM177B", + "CELSR1", + "DCXR", + "FAIM2", + "EAPP", + "CCDC18", + "FBXO16", + "FGFR4", + "ENGASE", + "FADD", + "CNBP", + "DOC2A", + "HORMAD2", + "FFAR1", + "DNAJC19", + "DNAJC28", + "CMPK1", + "KDM2B", + "FSTL4", + "CYP4F2", + "FAM120C", + "F3", + "DAB2", + "EPB41L3", + "COQ8A", + "COQ10B", + "DNM1L", + "CYTH3", + "CNOT2", + "FCAMR", + "DHX57", + "DECR1", + "CFAP70", + "EXOSC5", + "DHRS7B", + "ERAS", + "ETNK1", + "COX5B", + "DIDO1", + "DLX6", + "CDK5RAP2", + "EPGN", + "GFRAL", + "EFCAB14", + "FUT4", + "GPR78", + "DHX32", + "EMILIN2", + "DIRAS3", + "CRIP3", + "CSPG4", + "CDH19", + "EPYC", + "COL6A5", + "DDX50", + "DTL", + "ELOA2", + "CYP4B1", + "DDX10", + "FCRLB", + "GNG4", + "DNAJC1", + "CXCR1", + "DGKZ", + "CUL4B", + "DACH1", + "EDF1", + "CAVIN3", + "CAMLG", + "OR5AU1", + "FAM209B", + "CD70", + "CRYBA4", + "DHX40", + "DHDH", + "CYP4F8", + "FANCB", + "EMILIN1", + "CYP4V2", + "FAM27E5", + "CLDN17", + "GRAMD2A", + "CAMK2A", + "FBXL17", + "EFNA5", + "EXPH5", + "GPR31", + "CSNK2B", + "E2F3", + "ENO2", + "OTUB2", + "CXXC5", + "CRISPLD2", + "GSK3B", + "ERC2", + "DAD1", + "HAO2", + "DNAJC7", + "FCRL6", + "DYNC2I2", + "CSF3R", + "RNF121", + "EGLN1", + "EPX", + "CXCL14", + "CTPS2", + "KLHL31", + "ERCC1", + "FAHD1", + "GRID2", + "GRK1", + "DMRTB1", + "KDM4D", + "EEF1A2", + "EMC10", + "SIGLEC6", + "DMRTC2", + "CXCL9", + "EOMES", + "GNMT", + "DISP2", + "COL6A1", + "CYLD", + "EMD", + "EPG5", + "FLJ13224", + "CDK13", + "CYP3A5", + "E2F5", + "FSHR", + "FADS6", + "CEP126", + "CLK3", + "DPF2", + "GNPDA2", + "OR1M1", + "EVX1", + "FILIP1", + "FAM180B", + "F11R", + "GABRB3", + "IL21", + "FBXO24", + "FBXO21", + "CRADD", + "DUSP23", + "ERMARD", + "SPINT4", + "FZD1", + "DMP1", + "KRTAP4-2", + "ECHDC2", + "GPR143", + "FXYD7", + "DAPK1", + "ETV3L", + "COL9A2", + "DEDD2", + "DRAM2", + "NIPA1", + "DNAI4", + "ELF5", + "F8", + "DDX60", + "CSTF3", + "DCAF15", + "DNAAF3", + "EIF2S3", + "CYP2C9", + "DBH", + "FITM1", + "COPRS", + "ELMOD1", + "DCAKD", + "FBXO7", + "MDK", + "ENHO", + "CAMSAP1", + "ENTR1", + "OR9G1", + "ENOPH1", + "COPE", + "DENND5A", + "FAT3", + "DCT", + "EBAG9", + "FSD1L", + "DYRK2", + "FGF6", + "FBXW11", + "RAPGEFL1", + "OR10J3", + "DDX17", + "CPEB4", + "CSF1R", + "COG1", + "GNA13", + "FAS", + "ENTPD7", + "DSCAM", + "CYP27A1", + "GGACT", + "DCLK3", + "CPVL", + "CUL7", + "GKAP1", + "ESS2", + "DCAF16", + "ERH", + "HNRNPL", + "HOXC5", + "GNG12", + "FAM47B", + "COLEC11", + "C18orf32", + "ERLIN1", + "DOK2", + "DCX", + "CYP3A4", + "CSF2", + "TAF6L", + "CTTN", + "ZNF852", + "DNAJC5B", + "DDHD2", + "FOXL1", + "DTX1", + "DPYSL3", + "GJC1", + "FOXR2", + "EHF", + "CISD2", + "EGF", + "FANCA", + "HSD3BP4", + "FAP", + "GLOD4", + "DNM1P35", + "DUT", + "FLJ42393", + "EPSTI1", + "GHRL", + "FAM107A", + "ELMOD3", + "BCAM", + "GRIN2C", + "KCTD14", + "DMAC1", + "EDNRB", + "FAM178B", + "DCAF8L2", + "DYNAP", + "FKRP", + "KLHL12", + "INTS1", + "KYAT1", + "HOGA1", + "SLC8B1", + "DNAAF1", + "DAP", + "CSRP1", + "MCM10", + "DZANK1", + "DIPK1C", + "IHH", + "FGF18", + "OR10A3", + "ECM1", + "FEZF1", + "DAB2IP", + "CXCL13", + "FAT4", + "DNASE2B", + "GREB1", + "FCSK", + "COL21A1", + "FUNDC1", + "DDX1", + "FAHD2A", + "EIF3H", + "KCNIP3", + "CDR2", + "FGGY", + "EDEM2", + "COPZ1", + "GAL3ST3", + "GPR84", + "KHK", + "DALRD3", + "SERPINA2", + "EIF4E2", + "EDEM3", + "CATSPER1", + "GLP2R", + "ETNK2", + "GLIS3", + "RORC", + "DRD1", + "FAM184B", + "FZD4", + "CLDN23", + "HAPLN4", + "H2AC21", + "GARNL3", + "CYSLTR2", + "CYP2C18", + "FOXI2", + "FDX1", + "IAPP", + "NKX2-1", + "CRYBB3", + "FAM241A", + "DCAF13", + "CSTF2T", + "FAM83D", + "GATA1", + "DCUN1D2", + "ZNF775", + "B3GNT8", + "DUSP26", + "DDT", + "FAAP24", + "EFHB", + "CERS5", + "DEFB124", + "HS6ST2", + "KLF14", + "FSCN3", + "GAR1", + "DNASE1L1", + "FAM114A2", + "FMO4", + "DIP2A", + "DAPP1", + "FSD1", + "DCK", + "CD55", + "HASPIN", + "GABRA6", + "DYNLL1", + "HNRNPUL1", + "EPHX4", + "FLYWCH2", + "DDX11", + "H2BW1", + "GPR174", + "SPATA3", + "EPO", + "EXOSC3", + "FZD5", + "ITGA10", + "FAM180A", + "ELL2", + "GPRIN3", + "FAM167A-AS1", + "EVX2", + "DDX56", + "DHODH", + "DNASE1L3", + "GAP43", + "FAM53B", + "GLIS3-AS1", + "FAM217B", + "EVA1B", + "DOCK7", + "GIN1", + "EXTL3", + "DTX2", + "GH1", + "DSTYK", + "CFAP36", + "EGLN2", + "DEFA4", + "GNG8", + "GFRA4", + "ENOSF1", + "FGF16", + "DAPL1", + "DOCK4", + "DUOXA2", + "CSF3", + "DNAL4", + "GSAP", + "CRABP2", + "MUSK", + "CEP85", + "F2RL2", + "HPD", + "DPEP2", + "CEL", + "DRAP1", + "MAPKAP1", + "EREG", + "MCHR2", + "COX8A", + "EMX1", + "DDA1", + "FANCM", + "HADHA", + "FAM118B", + "FAM98C", + "CRYL1", + "CHPF2", + "ICAM4", + "ENKD1", + "DPP6", + "CYB5B", + "ESX1", + "IL11", + "IFNA6", + "FLRT1", + "CYSRT1", + "DNAH8", + "PAX5", + "EIF2B2", + "RMND5A", + "FTMT", + "DEFB132", + "GVINP1", + "DANCR", + "FUZ", + "ETV1", + "EZH2", + "C6orf132", + "FOXK1", + "GTF3C2", + "FAXDC2", + "EIF3M", + "CSPP1", + "IRS4", + "DMRTA1", + "FAM167B", + "DUSP11", + "H2AC16", + "ELMOD2", + "GPATCH1", + "HIF1AN", + "FGF23", + "HOMEZ", + "EXO1", + "DNAH5", + "EEF1E1", + "COX6C", + "GABPB1", + "EIF1AD", + "DSC3", + "EEF2", + "CYP1A2", + "GP6", + "DMAP1", + "FBXL12", + "POU2F1", + "NCS1", + "GKN2", + "DDR2", + "STK31", + "GUCY1B2", + "FBL", + "EP300", + "HEATR4", + "FAM98B", + "COL15A1", + "FAM174A", + "CLYBL", + "DUSP5P1", + "GPC2", + "HESX1", + "KCNK18", + "DDX55", + "F12", + "EFEMP2", + "EPB42", + "DSC2", + "CLIC3", + "ESCO1", + "DDAH1", + "CRABP1", + "CDK4", + "EFHD1", + "DICER1", + "FBRS", + "CLEC3B", + "CYP2A6", + "FZD9", + "DRC7", + "COG5", + "FARP1", + "CPZ", + "LMOD3", + "PTPN23", + "CX3CL1", + "KCNH2", + "GAS2", + "FAM9C", + "EFTUD2", + "CLK4", + "TUBB7P", + "EFR3A", + "FAM53A", + "FAM83H", + "ECM2", + "EFHC2", + "DUSP7", + "HIGD1A", + "EIF4EBP1", + "EIF4EBP2", + "FBXW9", + "GRIA1", + "GPR83", + "DNAJB7", + "IPPK", + "GAPDH", + "OR10W1", + "EEPD1", + "DPP10", + "CYP2B6", + "CSRNP2", + "HEY2", + "P2RX2", + "NPAS3", + "DRG1", + "ELFN1", + "EHD3", + "MYADML2", + "HIPK4", + "CPNE2", + "ETAA1", + "EIF3K", + "CLIP2", + "CST5", + "KPNA7", + "OTUB1", + "NATD1", + "COX7A1", + "DDX18", + "FAM120AOS", + "GABBR1", + "OR52B4", + "LCE5A", + "CSDE1", + "DESI2", + "HELZ2", + "MBD3L1", + "KCNN1", + "DUSP15", + "EIF4G1", + "GUCA2B", + "EPB41", + "DNAAF9", + "MRAP2", + "FATE1", + "GABRD", + "CTNNB1", + "FAM168A", + "ESPNL", + "CEACAM3", + "ELANE", + "CYB5R2", + "CD69", + "CTSD", + "EXD1", + "FYB2", + "SLC6A3", + "FDX2", + "CUTA", + "KLHL32", + "IGHMBP2", + "HBEGF", + "FFAR3", + "EPM2AIP1", + "ELFN2", + "PRSS41", + "ENO3", + "LINC00336", + "LRRC49", + "MUC6", + "LY6G6E", + "FRRS1L", + "DMXL2", + "DEF8", + "EPHA6", + "GRK4", + "CPNE6", + "FBXO36", + "KLRD1", + "GRM6", + "DDX49", + "DNAJB8", + "NALF2", + "ATP6V0D1", + "DDAH2", + "EID2", + "CTDSP1", + "EPN2", + "HTR6", + "H6PD", + "CRMA", + "GDF2", + "GPR85", + "HDAC6", + "NDUFA4L2", + "KIAA1549", + "FANCL", + "EIF3B", + "GSTO2", + "CYTIP", + "NPFFR2", + 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a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Atrial_Fibrillation.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Atrial_Fibrillation.json @@ -1,300 +1,12021 @@ { "significant_genes": { "Variable": [ - "A1CF", - "AASDH", + "A1BG", + "AADAT", + "A2ML1", + "AAAS", + "A2M", + "AARSD1", + "AANAT", + "ABCC8", + "AAGAB", + "A4GALT", + "AAA1", + "ABCB8", + "AARS2", + "A4GNT", + "ABCD2", + "AASS", + "ABCG2", + "ABCA2", + "ACAA1", + "ABCA1", + "ABCB4", "AAK1", - "ABCB1", + "ABCC11", + "ACAN", + "ABCA7", + "ABHD13", + "ACAD9", + "ABCB5", + "ABRAXAS1", + "A1CF", + "ACD", + "ABCB6", + "ACAP3", + "ABCC12", + "ABCA5", + "AATF", + "ABCD3", + "ABCB9", + "ABI3BP", + "ABCC4", + "AACS", + "AAMDC", + "ABCF3", + "ABCA12", + "ABRACL", + "ABCC6", "ABHD17B", - "ADPGK", - "A1BG", - "AA06", + "ABRAXAS2", + "AADAC", + "ABCA10", + "ABHD6", + "ACER2", + "ABTB1", + "ABHD11", + "ACADL", + "AADACL2", + "ABHD14A", + "ACAA2", + "ACTL10", + "ACOT12", + "ABHD12", + "ABTB2", + "ACOT11", + "ABI2", + "ABCD1", + "ABCC5", + "ABR", + "ABHD14B", + "ACER1", + "ABCF1", "ABCB10", - "AADAT", - "AOPEP", - "ADAMTS14", + "ABL2", + "ABTB3", + "ACKR3", + "ACACA", + "ABCC1", + "ABCG4", + "AASDHPPT", + "ACBD7", + "ABCA13", + "ABO", + "ABCA8", + "ACOD1", + "ABLIM3", + "AAMP", + "ACBD6", + "AAR2", + "ABCA4", + "ACE2", + "ABHD15", + "ABCC10", "ABCA9", - "ABCA17P", - "ABHD14B", - "ACAD11", - "ADAT2", + "ABCA6", + "ABHD12B", + "ABL1", + "ADAM7", + "ACRV1", + "ACTL6B", + "ACAP1", + "ABHD10", + "ACAT2", + "ACAP2", + "ABCA3", + "ACTRT1", + "ADAM11", + "AADACL3", + "ABCC3", + "AASDH", + "ACACB", + "ACTR3C", + "ABCA15P", + "ACADM", + "ABCC13", + "ACOX2", + "ACTG2", + "ACO2", + "ACTC1", + "ACVR1", + "ABLIM2", + "ACIN1", + "ACSM4", + "ACOX3", + "ABAT", + "ACSM2A", + "ABCB7", + "ABHD18", + "ABHD3", + "ACER3", + "ABHD2", + "ACTR5", + "ADAMTS5", + "ACTL8", + "ABCC2", + "ACVR1B", + "ACSM5", + "ACP4", + "ACAD8", + "ACY3", + "ACTA1", + "ACADS", + "ADAM23", + "ACLY", + "ACTRT2", + "AARS1", + "ACP1", + "ABI1", + "ACAT1", + "ACSF2", + "ACMSD", + "ABHD5", + "ACOT4", + "ADAMDEC1", + "ACP5", + "ACSM3", + "ACVR1C", + "ADAM2", + "ADAMTS3", + "ADAM33", + "AATK", + "ACKR1", + "ACP2", + "ADAMTS6", + "ACBD3", + "ADAMTS19", + "ABCG1", + "ADAM15", + "ABCB11", + "ADAMTS9", + "ADAM9", + "ACP7", + "ACSS1", + "ADAD2", + "ADAM5", + "ADAMTS16", + "ACSBG1", + "ADAM19", + "ACP6", + "ADAMTS18", + "ADGRF1", + "ADAMTS12", + "ACTL6A", + "ACCS", + "AACSP1", + "ADGRG7", + "AFP", + "ACKR4", + "ADAM21", + "ACTR1A", + "ABITRAM", + "ACTL7A", + "ADIG", + "ACOT7", + "ADHFE1", + "ACTBL2", + "ACTL9", + "ACTR10", + "ACADSB", + "AHR", + "ADCY10", + "ALB", + "ACVRL1", + "ACSL1", + "ACADVL", + "AGXT", + "ACYP2", + "ADCK5", + "ACO1", + "ACVR2B", + "ACTA2", + "ANAPC2", + "ADCY2", + "ADCY3", + "AMHR2", + "ADCY8", + "ARL9", + "ANKRD23", + "AFG2A", + "ADAMTS15", + "ADGRE4P", + "ANKRD2", + "ADGB", + "AHRR", + "AHCYL2", + "ADGRL4", + "ALDOB", + "ACTN2", + "ACTL7B", + "APOBEC4", + "ABHD1", + "ACTR8", + "AGER", + "ADAMTSL4", + "ADAMTS14", + "ABRA", + "ADAMTSL3", + "ADGRG6", + "ADCY6", + "AFG3L2", + "ALS2CL", + "AHSA2P", + "ACOT8", + "ANXA9", + "ADD1", + "ADGRF2P", + "APBB1", + "AMBN", + "ADGRB2", + "APOL5", + "ABI3", + "ANGPTL3", "ADAM12", - "ABCC5", - "ADCY1", - "ABTB1", - "ARHGAP1", - "ABCB8", + "ADAMTS13", + "ACBD5", + "ADAM28", + "ADGRF4", + "AGPAT4", + "ALDH1L2", + "AGXT2", + "AFDN-DT", + "ADCK1", + "AKR1C8", + "AGT", + "AMIGO3", + "ADH7", + "AGR3", + "AMER1", + "ADPRS", + "ADCYAP1", + "ADIPOQ", + "AMPD1", "ABHD4", - "ANXA1", - "C1QTNF7", - "FAHD2CP", - "ADAMTS6", - "DR1", - "ABHD16A", - "DCUN1D5", - "TMEM127", + "ADRM1", + "AMDHD1", + "ADGRG5", + "AKT1", + "ABT1", + "AKIP1", + "APH1B", + "ALDH7A1", + "ADGRG3", + "ALX4", + "ANKRD26", + "AMIGO1", + "ACSS2", + "AHCYL1", + "AMIGO2", + "AFMID", + "ANKH", + "ADNP2", + "ADAMTSL2", + "ADAMTS4", + "ANAPC4", + "ACBD4", + "ADAMTSL1", + "AHNAK2", + "ACTB", + "ACTN1", + "AP4E1", + "ARHGAP24", + "ANKHD1", + "AKAP5", + "ADCY5", + "AMOT", + "ACOX1", + "ACVR2A", + "AMT", + "ASF1B", + "AMOTL2", + "ADAMTS10", + "AP4M1", + "APOBEC1", + "ACTMAP", + "ALOX15B", + "ADTRP", + "ADARB2", + "AHDC1", + "ANKRD42", + "ANXA2R", + "ART1", + "ANO8", + "AKR1B1", + "AGAP1", + "ANKRD24", + "ADGRE2", + "ANOS1", + "AEBP1", + "AFG2B", "AP1G1", - "ASB3", - "MEAF6", - "MEAK7", - "ADAMTS12", - "WDFY2", + "ANKAR", + "ANGEL1", + "ANKRD12", + "ADH5", + "ADI1", + "AK2", + "ANXA13", + "AFF4", + "ARG2", + "ANO4", + "ANTXR1", + "ADAM3A", + "AKAP14", + "ADCY9", + "ACYP1", + "ARL10", + "ARX", + "ANKRD31", + "AKAP11", + "AOC2", + "ABHD8", + "AGGF1", + "AIMP2", + "ADGRG4", + "ARMC7", + "AGAP3", + "ALKAL2", + "ARF6", + "ANTKMT", + "ANKRD30A", + "ADGRA1", + "ANXA5", + "AIRE", + "ALKBH6", + "ADGRG1", + "ALOX12", + "ADAMTS17", + "AGAP11", + "APOE", + "AMH", + "ANO5", + "ARHGEF38", + "ADM", + "ALDH8A1", + "ALKBH7", + "AIF1L", + "AGL", + "ACTRT3", + "ARID4A", + "AP5M1", + "ARSI", + "ANKRD13A", + "ACTR6", + "ASB16", + "ANKRD39", + "ADA", + "AGK", + "AGPAT5", + "AKTIP", + "ALDH18A1", + "APOB", + "ATP2A1", + "ADAM20", + "ADIPOR2", + "ANXA3", + "AKAP4", + "ADGRL1", + "AKR1B10", + "AFF2", + "AKR1B15", + "AIG1", + "ANGPTL6", + "ANKRD17", + "AK8", + "AP3S2", + "ALKBH1", + "ANO10", + "ADSS2", + "ALDH1A1", + "AKNAD1", + "ADAT2", + "ACTR3", + "AMMECR1L", + "ALDH6A1", + "ALDH3B2", + "AGFG2", + "AKAP3", + "ADM2", + "APBA3", + "ARHGEF39", + "AP1M2", + "AKAP10", + "APRG1", + "ADAMTS2", + "ARHGDIA", + "ALAS1", + "ALDOA", + "ALKBH4", + "AFTPH", + "ARHGAP39", + "ADAMTS8", + "AMER3", + "ANPEP", + "APBB1IP", + "ALCAM", + "AP1G2", + "ADAMTS1", + "ASCC1", + "ARHGAP20", + "AP5Z1", + "ANGEL2", + "AKAP8L", + "AGAP2", + "ALDH3A2", + "ALDH16A1", + "ACTR2", + "ARSJ", + "ACOT13", + "ADGRA3", + "ANKRD13C", + "ARL5B", + "AFAP1L2", + "ARID2", + "ARFGEF3", + "ARID4B", + "AQP1", + "AIPL1", + "AICDA", + "ANKRD37", + "AMER2", + "AKR1D1", + "ALDH9A1", + "APOC3", + "ARAF", + "AK3", + "ALPG", + "AGPAT2", + "AMBRA1", + "AKAP12", + "ALG2", + "ABCG8", + "AK5", + "ANKRD22", + "ADA2", + "ADGRF5", + "ADGRL2", + "ANKRD26P1", + "APLP1", + "AKAP7", + "AP2S1", + "ANKRD29", + "AOX1", + "ADGRF3", + "ASPG", + "ANP32CP", + "APLN", + "ARRB1", + "AIRIM", + "ARID5A", + "ANKRD49", + "AP2A2", + "ALX1", + "ARTN", + "ANKRD54", + "AFM", + "ADAM29", + "ALS2", + "ACY1", + "ACP3", + "APEH", + "ADAM8", + "ARMC5", + "ANKRD35", + "ASIC4", + "ADGRG2", + "AKR7A2", + "ASPH", + "ADK", + "ARK2C", + "ARHGAP6", + "AFG3L1P", + "AP5S1", + "AQP10", + "ANAPC13", + "ANGPTL5", + "ADAP2", + "ANKLE1", + "ADAM30", + "AHCY", + "ANP32E", + "ACAD11", + "AGO3", + "ARHGAP33", + "ARMC1", + "ACTG1", + "ADCYAP1R1", + "AKIRIN1", + "ASIP", + "ANKRD40", + "ARHGAP40", + "ARHGAP25", + "ATP8B3", + "ADCY7", + "AQP11", + "ARL6", + "ATP10D", + "ANKRD16", + "ATP6V1B1", + "AJUBA", + "ANKRD40CL", + "ARHGAP12", + "ANXA2P2", + "AMOTL1", + "ADH4", + "ANO7", + "AGFG1", + "ALDH3A1", + "AQR", + "AQP8", + "ANKMY1", + "ARMCX2", + "AFG1L", + "ADIRF", + "ADCY1", + "ALKBH8", + "ARMC10", + "ADPRHL1", + "APOBEC3G", + "ASAP3", + "AIFM3", + "ANKRD9", + "AMTN", + "AGTR2", + "B3GALT5-AS1", + "ARHGDIB", + "APCS", + "ALPK3", + "ARPC1A", + "ALG9", + "APBA2", + "ALDH2", + "ALG13", + "ARHGAP19", + "ARMH1", + "ADAMTSL5", + "AJAP1", + "APOL3", + "ASIC2", + "AHSG", + "ASH2L", + "ACTR3B", + "ALDH4A1", + "ATG2B", + "ADAD1", + "ANKRD34C", + "AP3B1", + "ANKRD60", + "ART3", + "AOPEP", + "ASB8", + "APOL4", + "ASAP1", + "APLP2", + "ACSBG2", + "AMZ2", + "ALDH1B1", + "AOC3", + "ATCAY", + "ARL8B", + "APEX1", + "ANKRD18B", + "ANO6", + "ALKAL1", + "ALPK2", + "ADGRD1", + "AFF3", + "ALOXE3", + "BAIAP2L2", + "ACSL5", + "ATP11B", + "ARHGAP11A", + "BMP3", + "ARID3A", + "APTX", + "ARL3", + "BAIAP3", + "ABLIM1", + "ARFGAP3", + "ALAD", + "AVP", + "ANKRA2", + "APC", + "ASB13", + "ADD3", + "ARHGEF28", + "AMPH", + "AP3B2", + "ASB15", + "AMN1", + "ANK1", + "ASTN2", + "AGPAT3", + "ASB12", + "APOL1", + "ANKRD46", + "AIM2", + "ANKZF1", + "ALG12", + "ANKRD53", + "ARHGEF9", + "ARL13A", + "AHCTF1", + "ADGRE1", + "ANO1", + "ALDH5A1", + "AFAP1L1", + "AKIRIN2", + "ANKRD13B", + "ATP2A3", + "ARSB", + "ARB2BP", + "ARPIN-AP3S2", + "APBB2", + "ALPK1", + "AREL1", + "APOBEC3B", + "ACHE", "ANKRD34A", - "ADAM33", - "COX3", - "MCHR1", - "CUL7", - "CENPO", + "ANKS1B", + "BACE1", + "ARPP21", + "ABHD16A", + "ANKRD34B", + "AIP", + "ADAR", + "C12orf42", + "BLM", + "ARHGAP23", + "ANXA10", + "AHSA1", + "AP1M1", + "ASB4", + "ARHGEF6", + "APCDD1", + "ARRDC1", + "ASCL5", + "AURKA", + "ANLN", + "ATP13A2", + "ARMC2", + "ALKBH3", + "AP1AR", + "ANK2", + "ARFGEF1", + "AP3M2", + "AKAP1", + "ARSG", + "BABAM1", + "BAIAP2L1", + "ARHGEF19", + "ARHGEF15", + "B4GALT3", + "ATF6B", + "AP1B1", + "ARHGEF37", + "ARB2A", + "ANKRD6", + "AP1S1", + "ASCL4", + "APLF", + "ALAS2", + "ADISSP", + "ANGPTL7", + "ALMS1", + "C7orf33", + "ASNS", + "BIRC7", + "ATP5IF1", + "ARHGEF17", + "ASPHD1", + "BARX1", + "B4GALNT2", + "AXDND1", + "AQP4", + "ARHGAP26", + "B4GALNT3", + "APOOL", + "AMBP", + "ANKS4B", + "ANKFN1", + "ARHGEF5", + "ACTR1B", + "ASB7", + "ATP11AUN", + "ARAP1", + "ARRB2", + "ALDH1L1", + "ATG101", + "BCL7A", + "ATR", + "ARAP2", + "ALG1", + "ATP5PF", + "ATP2B1", + "ANXA1", + "ATP5F1A", + "ARIH2", + "BCORP1", + "BAX", + "ANKRD27", + "ALDH1A3", + "ARHGAP15", + "ATOH7", + "ARFGAP2", + "C17orf100", + "ANKRD13C-DT", + "ATXN10", + "ARSD", + "APBA1", + "ANXA2", + "AKR1E2", + "AGA", + "ASB14", + "BNC1", + "ATP6V0A1", + "AGRN", + "B3GNT7", + "ARL11", + "ARHGAP32", + "BRPF3", + "ARV1", + "ASTL", + "ANKDD1B", + "AMMECR1", + "CACNB3", + "ARL6IP4", + "ATG4B", + "ARHGEF2", + "BRMS1", + "ASAP2", + "ARMC8", + "BCDIN3D", + "ATP5F1C", + "ANKRD33", + "BPIFC", + "ARID1A", + "ALOX15", + "ARHGAP22", + "ASB9", + "BTNL3", + "ANGPTL2", + "AHSP", + "ARHGEF7", + "ANGPT4", + "AFDN", + "ARHGAP36", + "ACSF3", + "ARAP3", + "C18orf54", + "ARMC12", + "ANGPT1", + "ARRDC4", + "ATP1B3", + "AP1S3", + "ALYREF", + "B3GNT5", + "BCL2L15", + "ADSL", + "C11orf42", + "APOA1", + "ADO", + "APOD", + "ARHGAP5", + "AZI2", + "ADPRM", + "AUP1", + "ARHGEF33", + "ANKRD52", + "AP3M1", + "ANKRD33B", + "ADARB1", + "ARMC9", + "ANKRD45", + "ACRBP", + "BDKRB1", + "ATG10", + "APOL6", + "ARFIP2", + "ATP13A3", + "C12orf43", + "APOM", + "ATG7", + "C16orf90", + "B4GALT2", + "BUB1", + "BCAS1", + "ASGR2", + "ADPRH", + "B3GNT4", + "ARMT1", + "BCL2", + "ASGR1", + "BOK", + "ATP2A2", + "ARHGAP5-AS1", + "AIF1", + "ACTN4", + "ATL3", + "AKR7A3", + "AMPD3", + "ATRNL1", + "C17orf75", + "BCAS4", + "ARHGAP4", + "ANKS1A", + "AVPR2", + "ARL13B", + "ANKRD20A8P", + "ASTN1", + "BCKDHB", + "AK1", + "ASB11", + "ALDH3B1", + "ARCN1", + "BEX1", + "AEN", + "ANKRD1", + "ARMC6", + "BCKDK", + "BAZ1A", + "ADPGK", + "C1QTNF6", + "AVL9", + "BSG", + "ANP32B", + "ATP23", + "AKT2", + "BRD2", + "ATF7", + "ALPL", + "C10orf55", + "AP2B1", + "AQP9", + "BCORL1", + "BEND5", + "BTBD2", + "BRD7P3", + "ALPI", + "BDNF", + "AOAH", + "ATP5F1B", + "BLVRB", + "AURKC", + "BRINP3", + "BLK", + "BAZ1B", + "AIFM1", + "C8A", + "ARPC4", + "C1orf220", + "AGRP", + "AKAP9", + "C1orf116", + "ATP6V0A2", + "ATP6V1G2", + "B4GALT5", + "AVPR1A", + "B3GNT9", + "ARMCX5", + "ANGPTL4", + "C16orf92", + "BBOF1", + "ASF1A", + "BNIP5", + "AGPAT1", + "AMDHD2", + "ARL6IP1", + "AKNA", + "C15orf32", + "APOA4", + "ALX3", + "B3GAT1", + "APOBEC3D", + "C12orf56", + "ARHGEF16", + "BPIFB1", + "ASB17", + "ADAT3", + "ALG5", + "AMZ1", + "ARHGDIG", + "AGPS", + "BBS9", + "ALDOC", + "BRD4", + "BTNL9", + "C19orf48P", + "ADGRL3", + "C16orf78", + "ATP5MF", + "ATP6V1B2", + "C10orf90", + "ATF1", + "BCL2L13", + "BOLL", + "C15orf39", + "C1orf105", + "C10orf71", + "ANKK1", + "CASP14", + "ATP2C2", + "CAMTA1", + "AUNIP", + "BMP6", + "BAG5", + "BLNK", + "BMX", + "ARHGEF10", + "ASTE1", + "ATRX", + "ANAPC15", + "C17orf99", + "ARHGAP27", + "BAD", + "ADGRE3", + "B3GAT3", + "ATOX1", + "AMZ2P1", + "AUTS2", + "ANKS6", + "BMPR1B", + "ARL1", + "ATP6V0E1", + "ARSL", + "BOLA3", + "BTK", + "C4BPA", + "ARMCX5-GPRASP2", + "ANKMY2", + "BPIFB3", + "C11orf16", + "ARNT", + "ATAD2", + "AJM1", + "ASB5", + "ASNSD1", + "C5orf34", + "BET1L", + "BMP15", + "C10orf95", + "BLTP3B", + "ANKFY1", + "ATP11C", + "ATL1", + "ARHGEF3", + "ARMC3", + "ATP6V0A4", + "ATXN7L2", + "ASCL3", + "C1orf74", + "ARHGAP31", + "C1QTNF2", + "ATG4D", + "ALKBH5", + "AIFM2", + "ARMCX4", + "BCAN", + "ATP8B4", + "ARHGAP29", + "ATP6V1E2", + "BPIFB2", + "B3GALNT2", + "ATOSA", + "C10orf67", + "CA10", + "C20orf173", + "ANKRD62", + "APOH", + "ASPA", + "ALG6", + "B4GALNT1", + "ATP2B3", + "AGTRAP", + "BEST2", + "BRD9", + "ATE1", + "ASIC5", + "C12orf54", + "APPBP2", + "BNIP3L", + "ANO3", + "BRICD5", + "ATP2B4", + "ANAPC5", + "BICD2", + "AQP3", + "C15orf40", + "BEX4", + "ATP9B", + "BBS12", + "ASZ1", + "BROX", + "BST1", + "ANAPC7", + "ATOH8", + "B9D2", + "ARL5A", + "ARRDC3", + "ALK", + "AR", + "ASXL2", + "BAG3", + "BTBD8", + "B3GLCT", + "BANF2", + "ARFGEF2", + "ART4", + "BMF", + "ANKRD18A", + "ARL2BP", + "BTG1", + "BMS1", + "ANTXRL", + "ALG3", + "ADORA2A-AS1", + "BCAP31", + "C16orf74", + "ASB10", + "ATP5MC1", + "CARTPT", + "CACTIN", + "ASH1L", + "C11orf40", + "C11orf87", + "BMPER", + "C16orf82", + "BLMH", + "CA5A", + "ANKDD1A", + "ATP13A1", + "C5orf46", + "BRAT1", + "ARID1B", + "BCL2L12", + "BMP8B", + "ATF5", + "BHLHA15", + "ANTXR2", + "C19orf33", + "CACNA1H", + "ATP5MC3", + "BEND6", + "C5orf47", + "ARHGEF4", + "ATP11A", + "ATG12", + "CACUL1", + "ANAPC11", + "BRIP1", + "BTN1A1", + "API5", + "C10orf120", + "BPESC1", + "C3orf20", + "BLTP3A", + "CCDC38", + "ATP5MG", + "BARX2", + "ANKLE2", + "C15orf62", + "BIN1", + "ATXN7L3", + "BRWD1", + "ATP8A2", + "BIK", + "CCDC185", + "ATRN", + "BTBD6", + "BDH1", + "CACNA1G", + "C5orf15", + "ANKRD10", + "ATP6V1C1", + "CALY", + "C9orf163", + "ATOSB", + "AQP2", + "C17orf50", + "ANKIB1", + "C1orf35", + "APLNR", + "ATRAID", + "ATG2A", + "C9orf43", + "BPIFA4P", + "BRF2", + "AVPI1", + "BANP", + "BICRA", + "APAF1", + "CARD14", + "ATP4B", + "BNIP1", + "ARHGEF11", + "BARHL2", + "CAB39", + "BTN2A2", + "ASB2", + "BPGM", + "ADAP1", + "CCDC171", + "ALPP", + "C18orf21", + "BEAN1", + "BEND2", + "BAZ2A", + "ATL2", + "ADGRA2", + "BRK1", + "ATP9A", + "APC2", + "C4orf36", + "C1orf174", + "APOBEC3C", + "ALOX5AP", + "AP2M1", + "B9D1", + "ADH6", + "C1QBP", + "ATP2B2", + "BIRC5", + "BEX2", + "ATF6", + "BICDL1", + "CCDC121", + "CACNG4", + "BDP1", + "ADGRB1", + "ASCC2", + "C20orf204", + "CAPN15", + "ANKRD13D", + "AIMP1", + "ANGPTL1", + "BMP8A", + "ANP32D", + "BICD1", + "C1orf210", + "C2orf66", "BMP2K", - "AFF3", - "DBH-AS1", + "ATP13A4", + "ARF4", + "C1QL2", + "ASCL2", + "AVIL", + "CCDC33", + "C6orf120", + "C6orf141", + "CAPZA3", + "CACNG1", + "ATP6V1H", + "BNC2", + "C3orf18", + "ARR3", + "ALKBH2", + "CACNA1I", + "AHNAK", + "ADAT1", + "CACNA1E", + "B3GALT1", + "C9orf72", + "ATXN3", + "BEST1", + "C1R", + "CABLES2", + "ATP7B", + "BFSP2", + "CAPS", + "ANKRD36BP1", + "ALOX12B", + "BCL6", + "BTBD10", + "BUD23", + "BNIP3", + "AKAP8", + "APOL2", + "C22orf31", + "ASPHD2", + "ASCL1", + "CCDC126", + "C14orf180", + "B3GNT6", + "C1orf87", + "CACFD1", + "BAIAP2", + "C8orf58", + "CALCA", + "ARHGEF26", + "CACNG7", + "C1QL1", + "C11orf58", + "AQP4-AS1", + "CDH24", + "AK9", + "BEND3", + "CBS", + "BABAM2", + "BICDL2", + "ATPSCKMT", + "ATP6V0E2", + "BCOR", + "ATAD3C", + "C2orf74", + "BTBD7", + "ANKS3", + "C12orf50", + "ATP6V1D", + "C3orf62", + "ADAM18", + "ASB1", + "BTBD3", + "C14orf119", + "CCDC117", + "C19orf44", + "CALHM3", + "ALG8", + "C1orf198", + "ANO9", + "BBC3", + "ARC", + "CALHM4", + "CATIP", + "CACNG6", + "ATF7IP2", + "ATAD3A", + "AQP5", + "BAMBI", + "C1orf50", + "B3GALT2", + "CA3", + "APMAP", + "CCBE1", + "C1orf159", + "CALHM6", + "CELF4", + "BBS5", + "ARHGAP17", + "CABCOCO1", + "ANKEF1", + "BPNT1", + "ATAD2B", + "CBLN3", + "CA5BP1", + "C1QTNF12", + "BEND7", + "ATG14", + "ASPM", + "ART5", + "APOA2", + "ANKRD7", + "C22orf39", + "ATP7A", + "BIN2", + "C3orf33", + "BACH2", + "ATG13", + "BSDC1", + "CCDC27", + "CBY2", + "AKR1C3", + "CA8", + "BMP2", + "C11orf96", + "ATP8B1", + "BTBD1", + "ARMH3", + "BIN3", + "ATP6V1E1", + "BBX", + "BPIFB4", + "BAHCC1", + "BRWD3", + "C7orf57", + "CARD10", + "BATF", + "C16orf89", + "CCDC110", + "C5AR1", + "BEX5", + "CAST", + "ARHGAP1", + "ARPC1B", + "C3orf36", + "ARPP19", + "BSPH1", + "C2CD2L", + "ANGPT2", + "BATF2", + "BCHE", + "C6orf136", + "C2orf81", + "ATXN7", + "ARLN", + "BRD10", + "C14orf132", + "AGBL5", + "ATOH1", + "BRD8", + "BLOC1S2", + "BICRAL", + "AWAT2", + "BIRC8", + "C8G", + "CABP7", + "ATP5ME", + "APOBR", + "CDC20", + "ABCG5", + "ASXL3", + "C1orf122", + "AP1S2", + "CARINH", + "BSPRY", + "ATP10B", + "CACNB4", + "C1RL", + "CABLES1", + "ATF7IP", + "C21orf58", + "BRAF", + "C2", + "CALR", + "BRCA1", + "AQP6", + "BPIFA3", + "ANKRD55", + "ARHGEF18", + "C3orf49", + "ADCK2", + "AURKAIP1", + "C2CD4A", + "ARL6IP5", + "BRINP2", + "BMAL2", + "ASPRV1", + "CCDC134", + "CACNB2", + "ARL8A", + "BBS7", + "BCAT2", + "C5AR2", + "ARHGEF10L", + "CBLN4", + "C5orf52", + "BBOX1", + "ADH1A", + "AKT1S1", + "C3AR1", + "CADM2", + "B3GNT8", + "B3GALT5", + "CALML5", + "AFAP1-AS1", + "CA14", + "CCL21", + "CACNA2D3", + "BACH1", + "ATG5", + "CD5L", + "AMPD2", + "CARMIL2", + "C2orf15", + "CCDC196", + "ATXN7L1", + "ATP5MJ", + "CAPS2", + "ADGRB3", + "C14orf39", + "CASP7", + "CASP6", + "BHLHE41", + "CAMTA2", + "C20orf144", + "BRAP", + "ARHGAP30", + "CCDC63", + "C19orf38", + "APCDD1L", + "ARVCF", + "C16orf87", + "BBS2", + "BCL7B", + "C9orf40", + "BCS1L", + "CBLL2", + "CAPN6", + "C1D", + "C9orf152", + "BET1", + "BFAR", + "AHI1", + "AVPR1B", + "ARRDC2", + "C19orf67", + "C2orf68", + "BCL10", + "BCCIP", + "CADM3", + "CCDC190", + "ATP6V1A", + "CAGE1", + "CASD1", + "CBR1", + "ATP5PO", + "C2orf80", + "C1QL3", + "C11orf24", + "C5orf24", + "AP3D1", + "CA4", + "AVEN", + "C1orf54", + "ASB3", + "C20orf181", + "CCDC32", + "C1orf162", + "C11orf54", + "CCDC39", + "CASQ1", + "ATP13A5", + "BSX", + "ALG14", + "C2orf88", + "CDH23", + "BCLAF1", + "B4GALT6", + "CCT6B", + "BRSK2", + "CCDC168", + "C12orf60", + "ARHGEF1", + "CCDC47", + "CDH18", + "CCDC81", + "ATP6V1G3", + "C1orf43", + "BTG2", + "BANF1", + "ATP5MC2", + "ATP6AP2", + "C1GALT1C1", + "BDH2", + "CDK18", + "B3GNT2", + "C16orf54", + "CDIPT", + "CABIN1", + "BMP7", + "ARF3", + "BIRC2", + "CARMIL1", + "BUD13", + "C3orf52", + "BTLA", + "CCDC89", + "BLOC1S6", + "AXIN2", + "AGMO", + "CCAR1", + "ARL4D", + "ARGFX", + "C10orf88", + "C9orf78", + "CCDC73", + "CD19", + "ATP5F1E", + "CDYL2", + "ARL5C", + "BDKRB2", + "C11orf68", + "C1QTNF8", + "C6orf118", + "ATP1B2", "AKAP13", - "ACTA2", - "ACP3", - "ANKRD9", - "ACTR3", - "ERO1B", - "SUSD4", - "PRR19", + "CELA1", + "CAPN13", + "C1QTNF4", + "CAPN12", + "B4GAT1", + "AURKB", + "CAT", + "CDCA7L", + "CCS", + "BLCAP", + "ANO2", + "BCL9", + "CASTOR3P", + "CELSR2", + "ATF3", + "ARHGAP44", + "CDX1", + "BTN2A1", + "BPHL", + "CD274", + "C8orf76", + "BMAL1", + "BRME1", + "CDC42BPA", + "CABP4", + "C3orf22", + "CASP5", + "C11orf21", + "C3", + "CAPN1", + "ARID5B", + "BOD1L1", + "BTN3A3", + "BSND", + "C22orf46P", + "C12orf71", + "ATG4A", + "CCDC28B", + "C16orf46", + "BCAS3", + "CALM3", + "C2orf76", + "CCL23", + "CCDC87", + "CCDC51", + "BCAS2", + "BARHL1", + "B4GALNT4", + "BCL2A1", + "CAPN9", + "BECN1", + "CDK5R2", + "AP2A1", + "ARFIP1", + "CD4", + "BCO2", + "ARHGEF40", + "BAALC-AS2", + "C3orf70", + "AGBL2", + "CAPRIN2", + "BRWD1-AS2", + "C2orf78", + "C11orf65", + "CA9", + "CARM1", + "C8orf34", + "CCDC3", + "CAMK2N2", + "CENPT", + "ATP12A", + "BST2", + "ATP6V0D2", + "CCNJL", + "CDC42BPB", + "BCL9L", + "BOC", + "CD28", + "ATMIN", + "CAMK1G", + "CAMP", + "BIRC6", + "CADPS", + "CCDC86", + "CC2D2A", + "CCDC116", + "APOA5", + "CDCA4", + "CDKAL1", + "B4GALT1", + "CD1B", + "CCDC91", + "C12orf76", + "BZW2", + "C6orf62", + "ARL14", + "CCNYL2", + "BTAF1", + "BACE2", + "BPIFB6", + "CCM2", + "CCDC137", + "ARHGEF12", + "CAMK2N1", + "CHODL", + "C8orf74", + "BLID", + "BAP1", + "ATP6V1G1", + "CABP2", + "CCDC112", + "CCDC9B", + "CABP5", + "BHMT", + "BTN3A1", + "CCL1", + "BAAT", + "BICC1", + "CCNL1", + "BRIX1", + "CD1A", + "CES5A", + "C19orf25", + "CATSPERG", + "C1QL4", + "AZGP1", + "CD248", + "ARIH2OS", + "CEACAM21", + "CCNB1", + "CD8B", + "CAB39L", + "CD96", + "ARHGAP28", + "CCR4", + "AMFR", + "CERS3", + "CDC20B", + "CASTOR1", + "CCL22", + "CABYR", + "CCNG1", + "BAG1", + "C19orf53", + "C21orf91", + "BYSL", + "CAMKMT", + "CASP4", + "C6orf132", + "CCSER1", + "CARHSP1", + "BPIFA2", + "BLOC1S1", + "CAPN5", + "CCDC178", + "CASK", + "BPI", + "CACNA2D2", + "ANAPC16", + "CD1C", + "CCDC198", + "CCDC14", + "CALHM5", + "BAG6", + "ATAD1", + "C1S", + "CASKIN2", + "CC2D2B", + "BCR", + "CBLC", + "ATP6V1C2", + "ASB6", + "BAALC", + "BUD31", + "CASP2", + "CBFB", + "CCNE1", + "CD80", + "ADCY4", + "CCDC34", + "BSN", + "CDH20", + "ARK2N", + "AXIN1", + "CASR", + "APOBEC2", + "ACSM1", + "CHADL", + "ARF5", + "ALLC", + "CANT1", + "ADGRV1", + "ARPC2", + "CD226", + "CD40LG", + "BRD1", + "CALCB", + "BLVRA", + "CCDC159", + "CD247", + "CCT8", + "ADIPOR1", + "CCDC12", + "CDC42EP1", + "C19orf12", + "BTNL8", + "CLEC4C", + "BUB1B", + "AKR1A1", + "CD207", + "BOD1", + "CCDC85B", + "CLBA1", + "C5orf22", + "BNIP2", + "C19orf18", + "CCDC17", + "CBX6", + "CALHM2", + "CECR2", + "CA13", + "C2CD2", + "BCKDHA", + "CCIN", + "CCDC177", + "CC2D1B", + "CA6", + "AMELY", + "CAD", + "CEACAM6", + "C15orf48", + "BCAR3", + "ATXN3L", + "CCND1", + "CCDC115", + "CCND3", + "CAMK2B", + "C17orf58", + "BMPR2", + "CAPN11", + "C1GALT1", + "CBLN2", + "BRD3", + "ARG1", + "CEACAM4", + "BCAR1", + "BORCS6", + "CD79A", + "C8B", + "C8orf44", + "CEND1", + "CCNO", + "CDSN", + "CBY1", + "CD72", + "CCER1", + "CDC25A", + "BGN", + "CDC42EP5", + "BUB3", + "CELA3A", + "ARSF", + "C1orf115", + "C6orf15", + "ARSA", + "C22orf23", + "CCDC138", + "CD300C", + "CAPZA2", + "CDCA5", + "CHRND", + "BTBD9", + "CERS6", + "CDH2", + "CBX7", + "CDIP1", + "CDK5RAP1", + "CCDC106", + "CCDC60", + "ADSS1", + "CD44", + "CCNK", + "C6orf52", + "BCL6B", + "CCDC15", + "CD47", + "C1QTNF3", + "CDKN2B-AS1", + "CASKIN1", + "ARMH4", + "BCL2L10", + "CACNG2", + "AFAP1", + "CFAP57", + "C2CD4C", + "CD99L2", + "C10orf105", + "ATP2C1", + "ARHGAP9", + "CCNT1", + "CDA", + "BFSP1", + "CCL11", + "ATP6V0D1", + "CACNA2D1", + "BCO1", + "BPNT2", + "CDX2", + "CCDC68", + "AMELX", + "CBX2", + "CDHR2", + "CACNG5", + "CALD1", + "CAMKV", + "CD81", + "CARNS1", + "CEBPZ", + "CDS2", + "C19orf73", + "ARHGAP35", + "CDO1", + "CDKN1C", + "CARMIL3", + "CALCOCO1", + "ATPAF2", + "CASP9", + "CCDC174", + "CCDC172", + "CALML4", + "CCM2L", + "ATP8A1", + "CLRN1", + "C6orf58", + "CLDN18", + "CLDN8", + "CCDC107", + "CCNJ", + "CDK9", + "CADPS2", + "CCRL2", + "CCNE2", + "CD200R1", + "CCHCR1", + "CCDC7", + "CASC2", + "BRMS1L", + "CDC6", + "CIBAR2", + "CACNA1B", + "BLTP2", + "ATAD5", + "C1QTNF9", + "BORA", + "CDKL2", + "CCDC191", + "APOC4", + "CGA", + "CENPU", + "CCNDBP1", + "BCL2L1", + "CCDC158", + "C11orf98", + "CGGBP1", + "CCL5", + "BEX3", + "CD33", + "BCL2L2", + "CFDP1", + "CCL2", + "CCL27", + "BMP1", + "BCAM", + "CIMIP6", + "CCDC85C", + "BCL7C", + "CGN", + "CDC37", + "CARD6", + "ATP5F1D", + "BCAT1", + "C7orf25", + "C17orf78", + "AGTPBP1", + "CD5", + "ASRGL1", + "BAG2", + "C7", + "CD209", + "ARMCX1", + "CFAP74", + "CCDC102B", + "CDH6", + "CHCHD6", + "CCR10", + "CDK19", + "B2M", + "CARD19", + "CFAP107", + "CDCA7", + "CCNT2", + "BRCA2", + "CENPF", + "CEP15", + "BCL11B", + "CLASRP", + "CALN1", + "CBX3", + "BMERB1", + "AUH", + "CARD8", + "CCDC6", + "ATP6V0B", + "CENPK", + "CHD8", + "CDKN2A", + "CD38", + "CD79B", + "CHST10", + "C1QTNF1", + "C9orf85", + "CHI3L2", + "CFAP20", + "CIC", + "CEACAM18", + "CD9", + "CAAP1", + "CLCA1", + "CENPM", + "C1QB", + "CLEC4F", + "ATPAF1", + "C5", + "C11orf86", + "C16orf86", + "CEACAM16", + "CENPH", + "CITED1", + "ARSK", + "CDKN2A-AS1", + "CATSPERE", + "CBLL1", + "APPL2", + "C4BPB", + "CENPC", + "CA2", + "CLCN4", + "B4GALT4", + "BLZF1", + "CFAP210", + "CD1D", + "BBS10", + "CEACAM1", + "BATF3", + "CCDC43", + "CERKL", + "CHKA", + "CEP162", + "CDH9", + "CALML3", + "CCND2", + "CCDC78", + "CDC23", + "C14orf93", + "CD24", + "BMP4", + "C15orf61", + "BRSK1", + "CATSPER4", + "C2orf69", + "BTNL2", + "CHMP1A", + "ATG16L2", + "ATG9A", + "C6orf89", + "CFAP144P1", + "CDC16", + "C3P1", + "CAPRIN1", + "CHAC1", + "CCDC184", + "ASL", + "CDT1", + "CD2AP", + "CEP44", + "C1orf216", + "CAMK1D", + "ABCD4", + "CDCA3", + "CES3", + "CEP128", + "CHRNB4", + "CACNA2D4", + "CELA2A", + "CDR1", + "CALCR", + "CCNA2", + "ASCC3", + "CDK20", + "ARF1", + "CAVIN3", + "CAMKK2", + "CCT3", + "APRT", + "C12orf75", + "CATSPER3", + "CAV3", + "CERCAM", + "CCNC", + "CAMSAP1", + "CDH15", + "CMA1", + "CHRM5", + "CENPL", + "ALOX5", + "CCDC59", + "ARFRP1", + "CD46", + "CFHR5", + "CENPS-CORT", + "CACHD1", + "CHRNA1", + "CHRNA3", + "ARIH1", + "CACYBP", + "ATP8B2", + "CD160", + "CLPTM1", + "CCDC88B", + "C2CD6", + "CEACAM7", + "CFD", + "CCDC150", + "CFAP184", + "CDKN1B", + "ATG3", + "CENATAC", + "CD300LB", + "CGAS", + "CCL20", + "CENPE", + "CIRBP-AS1", + "BBS4", + "CEP57L1", + "CIDEA", + "BTG3", + "CCDC54", + "CEP41", + "CCDC140", + "CABP1", + "ATN1", + "BCL11A", + "CFAP20DC", + "CLCNKB", + "CCT5", + "C9", + "CCDC25", + "CDCA2", + "CDHR3", + "ANKRD50", + "CCDC62", + "CALHM1", + "CENPV", + "CD3E", + "CD7", + "CALM2", + "CD84", + "CCDC102A", + "BHMT2", + "CASC3", + "CEMIP2", + "ATP6V0C", + "CD6", + "BEST4", + "CD320", + "CEP72", + "BTRC", + "CNN1", + "COL4A6", + "CCR3", + "CDKN2B", + "CHML", + "CATSPER1", + "CASP8AP2", + "CLDN20", + "CDH5", + "CDHR5", + "CLCN1", + "CCK", + "CFHR3", + "CELSR1", + "BOLA1", + "CARS1", + "CETN3", + "CHST13", + "CBR4", + "ASPN", + "CEP192", + "C12orf57", + "CDKN2AIPNL", + "CERT1", + "CHURC1", + "CCDC24", + "CLEC2B", + "CAPNS1", + "BTN3A2", + "CHST11", + "CLCN6", + "CDX4", + "C1QA", + "CHM", + "AEBP2", + "CLDN10", + "CRACR2A", + "ARL6IP6", + "CCR9", + "CCDC77", + "APP", + "CD48", + "CD200", + "CAMK1", + "CER1", + "AZU1", + "CCDC66", + "CCDC22", + "CHMP6", + "CEP20", + "CNTNAP2", + "CCL8", + "CEACAM20", + "CD164", + "CCDC8", + "CD300A", + "CEP89", + "CCKBR", + "C1QTNF7", + "CHCHD4", + "CD68", + "CCDC181", + "CPN1", + "C4orf17", + "C6", + "CEP164", + "CHAD", + "CAMKK1", + "CIMAP1D", + "CLTA", + "CCNB2", + "BBS1", + "CHDH", + "CELF5", + "CHP2", + "CCDC122", + "CAMSAP3", + "CDH11", + "CDKN2C", + "ATP6V1F", + "CEP290", + "COL9A1", + "CHD5", + "COL11A2", + "CAMSAP2", + "CNGA2", + "CCDC175", + "ATXN2L", + "CCN5", + "CLDN9", + "CATSPERZ", + "CH25H", + "CEP57", + "CDK3", + "CDC42SE2", + "CEP70", + "CC2D1A", + "CADM4", + "CDHR1", + "CLN3", + "ARMCX3", + "CFAP141", + "CHFR", + "CLCA4", + "APOF", + "CHD1L", + "CD74", + "CCNH", + "CFAP100", + "CTXN1", + "CIP2A", + "CCL24", + "COL6A4P2", + "CCT7", + "CDH1", + "CHAF1B", + "CLSTN3", + "CNOT11", + "CHRNA9", + "CCT4", + "CAVIN2", + "CNNM4", + "CHST4", "CHEK1", - "MIR195", + "ARHGAP18", + "ARL4C", + "CHST15", + "CIITA", + "CCDC13", + "CFAP45", + "CDC42EP2", + "BASP1", + "C9orf50", + "CHAF1A", + "C8orf33", + "CEMIP", + "BCAP29", + "CFTR", + "CNOT6L", + "CDR2L", + "CFAP299", + "CNTNAP4", + "CNR1", + "CLXN", + "CLHC1", + "ANXA6", + "BIVM", + "CHCHD2", + "CNN3", + "CEP152", + "CISD3", + "CERK", + "CCDC169", + "CBX4", + "CLIC2", + "CHST9", + "CYP2W1", + "CRYGA", + "CIAPIN1", + "CETN2", + "CNMD", + "CD59", + "CLRN3", + "C1orf52", + "CENPBD1P", + "CEP295", + "CHST3", + "CD86", + "CEP135", + "CDK15", + "CHSY3", + "CD1E", + "CCNYL1", + "COL18A1-AS1", + "COL23A1", + "CCP110", + "CHIA", + "CDC7", + "CATSPERB", + "CLEC9A", + "CFAP161", + "CD3D", + "CCDC9", + "CRMP1", + "CIB3", + "CASP1", + "CHRNB3", + "CASP10", + "CNPPD1", + "CCL4", + "C8orf48", + "CCDC197", + "CES4A", + "CCN1", + "CPT1C", + "CLEC12B", + "CLGN", + "C19orf47", + "CHRM1", + "CISH", + "C2CD5", + "CFAP119", + "CALB2", + "ALG10", + "CPNE4", + "CHTOP", + "CCDC154", + "CNKSR3", + "CHGB", + "CIMIP2B", + "CARD18", + "COL4A4", + "CHI3L1", + "CDIN1", + "CCDC18", + "CCDC124", + "CDH7", + "CTNND2", + "CLK1", + "CRB1", + "CDH13", + "CFAP65", + "CDKN2AIP", + "CFAP97", + "COL11A1", + "CCL17", + "CHAMP1", + "CDV3", + "APPL1", + "CLCF1", + "CLCA3P", + "CDC25B", + "CILP2", + "CLUL1", + "CCDC42", + "CNN2", + "CCL13", + "CCDC61", + "ANP32A", + "CALM1", + "CLDN1", + "CBLN1", + "CEP55", + "CRPPA", + "CLPS", + "CORO7", + "DLX3", + "CFI", + "CLEC14A", + "CELF1", + "CDS1", + "CAVIN1", + "BRI3", + "CDC45", + "CAP1", + "CEP19", + "COL2A1", + "COPS5", + "CELF6", + "CDH22", + "CDON", + "CCDC82", + "CCL18", + "COIL", + "CAPN7", + "B4GALT7", + "BANK1", + "COL6A2", + "CFAP46", + "CPA5", + "CALR3", + "C20orf96", + "CFP", + "CPB2", + "CD163L1", + "CCDC97", + "COLEC10", + "CCL7", + "CLUAP1", + "CYP4F22", + "CES2", + "CHST12", + "CLDN3", + "COMT", + "CHD1", + "CCNB1IP1", + "CFAP73", + "COL6A4P1", + "CDH19", + "CKAP5", + "DCHS2", + "CPSF2", + "BLTP1", + "CCR6", + "BCL2L11", + "CCDC88C", + "CNGB1", + "CLCA2", + "CLCN5", + "CHRDL1", + "CHAT", + "COLCA1", + "CHRD", + "CAMK2G", + "CFAP144", + "CEP250", + "CHIC2", + "BEGAIN", + "BAZ2B", + "CNOT6", + "CHRNA6", + "CRELD2", + "CDH3", + "CLEC16A", + "CCDC146", + "CEP170B", + "DAZL", + "DBN1", + "CALML6", + "CREB3L2", + "CCSAP", + "CFAP54", + "CRP", + "CNPY2", + "CD27", + "CDC14A", + "CDK2AP1", + "CHMP7", + "BTBD16", + "CA11", + "CXCL17", + "CPSF3", + "CHRNE", + "ATIC", + "DCAF4L2", + "CKS2", + "CKAP2", + "CILK1", + "CA5B", + "CD70", + "CUX2", + "CISD1", + "CFAP126", + "CPXCR1", + "CEP76", + "CBFA2T3", + "CXCL3", + "CHRNG", + "ANKRD28", + "CILP", + "CDK17", + "CEBPE", + "CYP11B2", + "CNNM3", + "CDC14B", + "CCDC170", + "CCDC28A", + "BTF3", + "COA3", + "CD22", + "CENPB", + "COBLL1", + "DRG2", + "CPB1", + "CEBPB", + "CRBN", + "CTU2", + "CROT", + "CCR1", + "CD2BP2", + "CRCT1", + "CMYA5", + "CCL26", + "C1orf21", + "BHLHE22", + "AZIN1", + "CYLC2", + "CLDN6", + "CD244", + "CLCN2", + "CCNB3", + "CIMAP3", + "DLX4", + "CHD7", + "AGO2", + "CDH4", + "COASY", + "CD180", + "CASP8", + "CAPSL", + "CYP8B1", + "CACNG3", + "CPSF4L", + "DCP1A", + "COBL", + "DBIL5P", + "CHMP4C", + "CPLX2", + "COX7B2", + "CLNS1A", + "CD63", + "COMMD8", + "CDKL5", + "CHIT1", + "CCDC148", + "CLDN15", + "CSNK1A1L", + "ATAT1", + "COMMD10", + "AK4", + "CLSPN", + "CD164L2", + "CARS2", + "CLN6", + "CLDN16", + "CIAO3", + "CHD3", + "DELE1", + "COG6", + "CPA6", + "CNOT10", + "CFAP410", + "CENPX", + "CIMAP1A", + "DEPDC5", + "CNOT8", + "CNTN6", + "DCAF11", + "CEACAM8", + "CXCR6", + "COL5A1", + "C20orf203", + "CDH8", + "CITED2", + "CPLANE2", + "BHLHE23", + "DCLRE1B", + "CNKSR2", + "CLDN19", + "COL7A1", + "CLIP4", + "CCNP", + "CDC42", + "CCDC125", + "CLCC1", + "CAMK2A", + "COQ6", + "CKM", + "CTSH", + "DNAH9", + "CROCC", + "CTCFL", + "CNRIP1", + "CLTCL1", + "CREB3L1", + "CPSF7", + "CCDC136", + "DRC1", + "CHST6", + "CD3G", + "CLEC10A", + "DCTN1", + "CHAC2", + "CLEC11A", + "CD300LG", + "CLDN14", + "CCT2", + "COL19A1", + "DAGLB", + "CD53", + "CLEC1A", + "CEPT1", + "CIART", + "CCR5", + "DACT2", + "CNR2", + "DBNDD1", + "CNP", + "CALCOCO2", + "CLEC2D", + "CORO2A", + "CMAS", + "C18orf32", + "CEP350", + "COX4I2", + "DMPK", + "DBX1", + "DCAF17", + "CLEC17A", + "CLSTN1", + "CFAP206", + "CIMAP2", + "CIRBP", + "CHRNA10", + "C2orf42", + "CYP2E1", + "BORCS5", + "ANXA11", + "CHCT1", + "CPAP", + "DBNL", + "CNTRL", + "CLEC4M", + "COL17A1", + "COCH", + "CDC42SE1", + "DNAJC18", + "CAP2", + "CHRNB1", + "DAND5", + "DCAF12L1", + "ANXA7", + "CDKN2D", + "COPS9", + "CHMP1B", + "CLEC3A", + "CADM1", + "CLECL1P", + "CIMIP4", + "CREBRF", + "CDC73", + "CDKL3", + "DSC1", + "CMC2", + "CLEC5A", + "DNAI7", + "CIAO2B", + "DLX5", + "C3orf38", + "CENPP", + "CNOT4", + "CCDC85A", + "CHST8", + "DDC", + "CNST", + "COQ8B", + "CDCA8", + "CERS4", + "CCDC50", + "CYLC1", + "CLVS1", + "CDH12", + "CIB2", + "COL24A1", + "CD93", + "DRC3", + "CALB1", + "CMTR1", + "CFAP298", + "CTTNBP2", + "CLASP1", + "CPXM1", + "DMRTA2", + "CLEC20A", + "CD52", + "CLIP3", + "CLDN5", + "CYP46A1", + "CFAP52", + "DDX39B", + "DBT", + "CALCRL", + "COPZ2", + "COMMD5", + "COQ2", + "DTX3", + "CLN8", + "CEP63", + "CIT", + "APOO", + "CLVS2", + "CHD4", + "COL16A1", + "CPTP", + "ARHGAP42", + "CRB3", + "CYP17A1", + "CERS5", + "DPH6", + "DKK2", + "DOK5", + "CROCCP2", + "CHPT1", + "CFAP69", + "CD8A", + "CHRNB2", + "CSNK1G3", + "CMTM1", + "CGREF1", + "BLOC1S4", + "COPS7A", + "DLK2", + "BPIFA1", + "CPSF1", + "CITED4", + "COX4I1", + "CR2", + "DDX20", + "CCDC127", + "CZIB", + "AXL", + "COMMD3", + "CFAP263", + "CPD", + "COX6A2", + "DOHH", + "CMTM3", + "CMAHP", + "DGKG", + "CINP", + "CCDC141", + "CRYBA2", + "CNTN2", + "DEPDC1B", + "CCNY", + "DUSP19", + "CLCNKA", + "DHX35", + "DLGAP3", + "CDKN3", + "BBLN", + "COL8A2", + "CXCL16", + "DIP2B", + "CPLANE1", + "DENND2B", + "CROCCP3", + "DENND4B", + "CPSF4", + "CLDN2", + "CTSV", + "CDYL", + "CCDC157", + "CUL1", + "CPA1", + "DEPDC1", + "DOLK", + "EWSAT1", + "CHIC1", + "DEFB125", + "COMTD1", + "CYBA", + "CD40", + "CRACD", + "CAMLG", + "CCPG1", + "CHRDL2", + "CIMIP1", + "CHCHD7", + "COX8C", + "CKAP4", + "CYP2J2", + "DBR1", + "CLINT1", + "DEFB129", + "CDC25C", + "CHCHD3", + "DACT3", + "CPN2", + "CLASP2", + "CFL1P1", + "CDK16", + "CIDEB", + "CREG2", + "CRELD1", + "CIAO2A", + "DUSP28", + "CHD9", + "COMMD2", + "CREM", + "DNAJC3", + "CRCP", + "DSG1", + "CRTAP", + "CTCF", + "CTNS", + "CHPF", + "CORO1B", + "CTBS", + "CRH", + "CST8", + "CNDP2", + "DARS1", + "COPS6", + "CYP26C1", + "CRYM", + "CRIPT", + "E2F1", + "DCTN2", + "CDK5RAP3", + "EPHA1", + "CEL", + "CWF19L2", + "DDB1", + "CRIP2", + "CCDC120", + "CPNE5", + "DXO", + "COLGALT2", + "BRDT", + "CRHBP", + "CAND1", + "DPH3", + "CYP11A1", + "CPEB2", + "DIPK1B", + "CRISP3", + "DSG3", + "DAPK3", "CHORDC1", - "IFT57", - "HECA", - "COL3A1", - "MTERF4", - "EMP2", - "ARHGEF11", - "DISP1", - "EBF4", - "ARL17A", - "TACC1", - "ABCF1", - "ACCS", - "CDC42EP3", - "PARD6G-AS1", - "AKIP1", - "PGBD1", - "H6PD", - "ABCC13", - "ARF1", - "ADCY5", + "CSTPP1", + "CMIP", + "CXCR5", + "DAW1", + "ELK4", + "CLEC4G", + "CYTL1", + "CYP2R1", + "CDH17", + "DOK4", + "CTNNBL1", + "CRNN", + "COL22A1", + "CYB5R1", + "CXCL12", + "CSRP3", + "CTSZ", + "CSPG4", + "CST2", + "CRYGC", + "CYB561A3", + "COL1A2", + "CLPX", + "CYSTM1", + "DCHS1", + "CCL16", + "CUL4B", + "CABS1", + "CXXC1", + "CORO1C", + "CSN1S1", + "DCAF4", + "CYP1A2", + "CPXM2", + "DDX3X", + "CLIC3", + "DNAI3", + "CSRNP1", + "GML", + "CMTM7", + "CENPQ", + "CLTC", + "DLL3", + "CELF3", + "CTSA", + "CD300LD-AS1", + "CLDN17", + "CCDC83", + "COQ3", + "CNTN3", + "DCLK1", + "CD14", + "ESPL1", + "DDX47", + "CDC5L", + "CDK10", + "CRAT", + "DERA", + "CYB5R4", + "CNTD1", + "DBF4", + "CHN1", + "CMTM6", + "CTSG", + "CACNB1", + "FRMPD1", + "DAP3", + "CTRB2", + "CHCHD5", + "DCST1", + "CTBP1-DT", + "CPT2", + "DUSP13A", + "CBX5", + "CYP26A1", + "CEACAM3", + "CEP83", + "COL1A1", + "CNTLN", + "CNTN4", + "CRTC1", + "CYB561", + "CTH", + "CST1", + "CFAP58", + "CDRT4", + "CNOT7", + "COX7C", + "CHL1", + "DEPDC4", + "EPCIP", + "DCDC1", + "CRYBB1", + "EGR4", + "COA7", + "COL4A3", + "COMP", + "DCAF7", + "CAPZB", + "DHX16", + "CLDND1", + "CNBD2", + "DPEP3", + "CLSTN2", + "CSNK1E", + "CRACR2B", + "CREBL2", + "B3GNT3", + "CLEC4D", + "COL6A1", + "CYP2S1", + "DGCR8", + "CYFIP1", + "DLGAP1", + "CLEC1B", + "DPYS", + "DUS3L", + "CHD2", + "CTRC", + "CWC22", + "DIP2C-AS1", + "CXCL8", + "CRYAB", + "CFAP221", + "CPE", + "C1orf94", + "C1orf56", + "GADL1", + "ATM", + "CCN2", + "EME1", + "DNAH3", + "CACNA1A", + "COL21A1", + "H4C1", + "CPNE9", + "DPP7", + "DTWD1", + "COA5", + "CPA4", + "DNER", + "CPLX1", + "CYP27C1", + "DIO1", + "CCDC80", + "CELSR3", + "DHFR2", + "CIB4", + "DESI1", + "CDCP1", + "EPCAM", + "DHH", + "CRIP3", + "CHID1", + "DES", + "CCDC69", + "CENPN", + "DCLRE1A", + "CLIC1", + "CISD2", + "COX11", + "FDCSP", + "CPT1A", + "DSE", + "COPA", + "CMPK2", + "CSNK1G1", + "CFB", + "CD36", + "COQ9", + "CNNM2", + "CTNNA2", + "DCAF4L1", + "COPB2", + "CIPC", + "DENND11", + "CIB1", + "FANCD2OS", + "DSG4", + "ERCC8", + "CNIH2", + "B3GALT6", + "FGF3", + "CYP4X1", + "DNAJC15", + "DNAJB5", + "CWC15", + "DDI1", + "DNAAF2", + "CFAP43", + "CSE1L", + "DIABLO", + "DDX41", + "DEFB114", + "CWF19L1", + "DAGLA", + "CDK5", + "DHX8", + "ATP1B4", + "CERS2", + "DUOX2", + "DYDC2", + "CNIH1", + "DCAF8", + "DUSP12", + "DHX58", + "CLCN7", + "CEACAM5", + "BMP10", + "CPO", + "CYP3A43", + "CNBD1", + "CST6", + "DRD3", + "EEF1AKMT1", + "EGLN3", + "DCSTAMP", + "CTF1", + "EDA", + "CBLB", + "COX14", + "DNAJC5G", + "ERF", + "CD58", + "EPHB1", + "CMC1", + "DGKE", + "CRAMP1", + "DBX2", + "CDC123", + "DYNLT4", + "DDI2", + "CHMP2A", + "EQTN", + "COPG1", + "FAM241B", + "DMAC2", + "DPEP1", + "CNGA4", + "HAGHL", + "CLDN12", + "CTTNBP2NL", + "DEUP1", + "CYMP", + "GRIA2", + "DCAF12", + "COA8", + "CSTL1", + "DMKN", + "CKAP2L", + "DNAH17", + "CIMIP2C", + "CNIH3", + "CNTROB", + "ENDOG", + "CSTF1", + "DBI", + "COL12A1", + "DAOA", + "DEPP1", + "COX16", + "GPR141", + "COPB1", + "DUSP4", + "DPH7", + "CTIF", + "DERL2", + "GAL3ST4", + "COL10A1", + "FANCD2", + "CLEC2A", + "DCTD", + "DOCK10", + "CORO1A", + "CRY2", + "CKMT2", + "FAM170A", + "CPLX4", + "EIF4E1B", + "DGCR2", + "DUSP3", + "COPE", + "FBXL9P", + "DEXI", + "CTAG2", + "DENND3", + "DGCR5", + "ELL", + "H2BC3", + "DNAJC2", + "EDC4", + "DNAJC16", + "CHGA", + "CEP95", + "COLGALT1", + "FAF2", + "DARS2", + "CRHR1", + "CBR3", + "DBH", + "DLG4", + "CHTF8", + "DMP1", + "CLIC4", + "FAM131A", + "DCAF8L1", + "CREB3L4", + "CYYR1", + "ELOA", + "FBXW8", + "DIPK2A", + "FER1L5", + "CRTC2", + "CXCL2", + "FAM50B", + "GRM3", + "CSDC2", + "EFCAB2", + "DNHD1", + "C4orf33", + "DFFA", + "DSCAML1", + "DIAPH3", + "DTX4", + "CNGA3", + "DAZAP1", + "ARFGAP1", + "DLEU1", + "CLEC3B", + "COQ5", + "CKB", + "CYBB", + "CIZ1", + "CSTB", + "DGAT2", + "DNAL1", + "FAM209A", + "CYP3A5", + "FLJ30679", + "FBLN7", + "CMBL", + "DCT", + "DYRK3", + "DRP2", + "ELAVL2", + "CYP1A1", + "DOK7", + "DNLZ", + "CHN2", + "FAAH2", + "DHRS12", + "DNASE1L2", + "BAHD1", + "CTDP1", + "EXOC8", + "CMPK1", + "GSG1L", + "CYP20A1", + "CIMAP1C", + "CSNK1G2-AS1", + "CYP4F2", + "COL5A3", + "CFHR2", + "DUSP5", + "CFAP53", + "CHRNA4", + "CYP39A1", + "DCAF8L2", + "DZIP3", + "F13B", + "CLDN7", + "EFCC1", + "GJB1", + "DHX33", + "DAG1", + "CD300LF", + "ERBIN", + "FASTKD3", + "CLIP2", + "FAM219B", + "CYP27B1", + "DIRAS3", + "EMX2", + "COL4A2", + "DRGX", + "CYP2C18", + "KTN1-AS1", + "CDPF1", + "DNAJC30", + "DNAJA1P5", + "COX19", + "EZR", + "OR4P4", + "CXCL1", + "FN3K", + "DCLK2", + "B3GNTL1", + "COG7", + "DPY30", + "DMBT1", + "GALT", + "DNAJB11", + "DNM1", + "DYRK1B", + "DNTT", + "FN1", + "EN1", + "COL20A1", + "CORO6", + "DNM2", + "ENTHD1", + "ERVFRD-1", + "DAPK2", + "EDDM3B", + "CPPED1", + "CNKSR1", + "CEP78", + "DHPS", + "DOP1B", + "DHTKD1", + "CFAP77", + "CRLF1", + "DPM3", + "CLDN24", + "FAM83A", + "FOXM1", + "ERLIN2", + "DTNBP1", + "CSMD1", + "CLDN11", + "CCDC70", + "DDX39A", + "CTSO", + "DLX2", + "CORO2B", + "ETV3L", + "BMP5", + "CNNM1", + "GDPD2", + "GPR87", + "DNAI2", + "CX3CR1", + "CSDE1", + "CPNE6", + "DNALI1", + "CNTNAP1", + "CRYL1", + "HAO1", + "CSGALNACT2", + "COG3", + "DSEL", + "DPCD", + "CARF", + "GRIK5", + "DEGS1", + "COX7A1", + "DQX1", + "CRY1", + "CCNL2", + "CCR7", + "CLIP1", + "FBXO10", + "DCTN5", + "AP4S1", + "CDC34", + "LCN15", + "EVA1C", + "CSN3", + "DUOX1", + "CDNF", + "CYP19A1", + "DLEU2", + "H4C7", + "ITGAD", + "MSH4", + "DNASE2", + "DCUN1D3", + "DOCK11", + "EFCAB11", + "CHMP4B", + "DRAM1", + "GSX1", + "DHRS7C", + "EDDM3A", + "COX7B", + "CREBBP", + "FGL1", + "CTDSP2", + "CD69", + "ERG", + "GOT1L1", + "COQ7", + "FBXL15", + "FIGLA", + "CHMP2B", + "EEF1A2", + "DDX51", + "DNAJC4", + "HID1", + "DISP2", + "CA7", + "DECR2", + "DZIP1", + "CHCHD1", + "DPP9", + "DDX4", + "DPYSL3", + "FEV", + "EPHX2", + "FAM184B", + "FAM170B", + "DDX17", + "CLTB", + "COQ10A", + "CST5", + "DHX32", + "FSTL4", + "CXCL14", + "DCAF6", + "DNAH7", + "CLDN4", + "CPA3", + "DIS3L", + "DUS4L", + "CEP85", + "GRM2", + "DLL4", + "EMID1", + "DNAH1", + "COL6A6", + "EPB41L4A", + "EVPL", + "FADS6", + "CUL9", + "GNAO1", + "CTSS", + "FARSA", + "DAAM2", + "BID", + "DRD2", + "FUNDC2P2", + "DHDDS", + "DOCK5", + "EBP", + "DCAF15", + "FRK", + "FGA", + "FAM32A", + "DISC1", + "DRICH1", + "DNA2", + "DTYMK", + "CNGA1", + "GAS8", + "FGFR4", + "DYNC2LI1", + "FXYD2", + "GAS8-AS1", + "DCAF12L2", + "EPOR", + "BORCS7", + "CDH10", + "DIRAS2", + "DNAJB1", + "DNAAF8", + "FA2H", + "CCT6A", + "FAM114A1", + "HNF4G", + "BLOC1S3", + "CSF1R", + "FIZ1", + "GSK3B", + "HCN3", + "ERCC6", + "HORMAD2", + "CHRNA2", + "DDX28", + "DALRD3", + "GFRA4", + "DCAF10", + "BRF1", + "CRNKL1", + "FUT4", + "CFAP251", + "COL4A1", + "CDC42EP4", + "CEACAM19", + "DMC1", + "ESRP2", + "GABRR2", + "EXOC3", + "GALNT6", + "DNAJC25", + "CD151", + "DSCC1", + "DGKD", + "CDK5R1", + "COA4", + "DTD2", + "EPYC", + "DNAJC17", + "ILDR1", + "ELP4", + "COL4A5", + "CSMD2", + "EXOG", + "DHX38", + "COG5", + "DAB1", + "CTR9", + "CTSL", + "COL6A3", + "CTC1", + "CDK1", + "FAM209B", + "DCUN1D4", + "EAPP", + "ENPP7", + "CFAP36", + "DHX34", + "FANCF", + "DNAJC8", + "GPR108", + "CRABP2", + "CYB5B", + "CD37", + "KDM2B", + "SIGLEC6", + "CLPB", + "FASLG", + "DNAJA4", + "GFRAL", + "HOATZ", + "DIO3", + "CAPN2", + "RNF121", + "DYRK2", + "OR9G1", + "GNG8", + "CNPY4", + "FLRT1", + "FAIM2", + "NIPA1", + "CSF3R", + "CSMD3", + "ENTPD6", + "OR5AU1", + "DYRK1A", + "GSX2", + "AK7", + "HAPLN4", + "CYTH3", + "ELMO3", + "CPEB3", + "DHX36", + "CTPS1", "DNAAF3", - "ADGRE2", - "ADORA3", - "CERS5", + "FUNDC1", + "EPB41L3", + "HAO2", + "DDB2", + "CYP2C9", + "SPINT4", + "EIF2B1", + "GNA13", + "FOXG1", + "OR1M1", + "ASIC1", + "BRPF1", + "COMMD6", + "CPNE7", + "EHD3", + "FBXL17", + "CTAGE1", + "EFCAB14", + "ESR2", + "DCXR", + "DMRT1", + "CST9", + "DNAI1", + "ERN1", + "DDAH1", + "CIMIP5", + "B3GALNT1", + "DISP1", + "EP400", + "OR10J3", + "DUSP5P1", + "GNG4", + "DSC2", + "ATP6AP1", + "GRID2", + "HOXC5", + "EDNRB", + "COX8A", + "FCRLB", + "DNAJC13", + "ENGASE", + "CSRP1", + "DNAJB14", + "FSIP1", + "DENND1A", + "F8", + "CLYBL", + "OTUB2", + "DYNC2H1", + "CHPF2", + "RAPGEFL1", + "MDK", + "DKK3", + "COX6B1", + "DDX6", + "GPR143", + "DIMT1", + "GJC1", + "EPHA8", + "DEFB123", + "NCS1", + "CUL3", + "CASP3", + "DNASE2B", + "DYNLRB2", + "HOGA1", + "FANCB", + "EXOSC5", + "CXCR2", + "FBXO16", + "KLHL12", + "DUSP18", + "CCAR2", + "DIS3", + "DCP1B", + "FAM47B", + "DHRS2", + "DTX1", + "GPR78", + "COA1", + "FAM135B", + "FAM120C", + "INTS1", + "EGF", + "EBNA1BP2", + "DPP6", + "ZNF852", + "GRAMD2A", + "IL21", + "DNASE1L3", + "DDX60L", + "CYGB", + "CHUK", + "DNAAF5", + "CYP1B1", + "DCUN1D5", + "CD2", "DNAJC14", - "APEX2", - "CHTF8", - "FBXW7", - "AKAP8L", - "CFLAR", - "ABI2", - "ARL17B", - "MIR497", - "MIR497HG" + "GGACT", + "GARNL3", + "ZNF775", + "DPY19L1", + "FAM107A", + "DMRTA1", + "FFAR1", + "CRLF3", + "FOXK1", + "DLX1", + "EFNA5", + "CD109", + "DRG1", + "FCAMR", + "RORC", + "CIR1", + "DUOXA2", + "ENO3", + "ICAM4", + "D2HGDH", + "HNRNPL", + "DDIAS", + "EPG5", + "CMKLR2", + "ERLIN1", + "ERC2", + "DHDH", + "FBXW11", + "DNAJB6", + "HS6ST2", + "KRTAP4-2", + "DLX6", + "FAM13C", + "CD163", + "HIF1AN", + "CLPTM1L", + "ECHDC2", + "IL11", + "CDK2", + "CSTA", + "CYP7B1", + "DAP", + "KDM4D", + "DTD1", + "DNAI4", + "DDX27", + "ENOPH1", + "FAT4", + "FAM120AOS", + "FMO4", + "F12", + "CRYAA", + "FLJ13224", + "GNMT", + "DPEP2", + "CRISP1", + "DCTPP1", + "FAM53A", + "SERPINA2", + "HSD3BP4", + "DECR1", + "HASPIN", + "CDH16", + "EPOP", + "CSN2", + "CNTNAP5", + "DYNAP", + "DTL", + "FGL2", + "TAF6L", + "CUEDC2", + "DNAH6", + "E2F3", + "DYNC1LI1", + "COX5B", + "EIF4G1", + "DOP1A", + "CHTF18", + "FAT3", + "ENO2", + "CYSLTR1", + "DLGAP5", + "GUCY1B2", + "MUSK", + "DRD5", + "CD302", + "FSHR", + "COG4", + "GPR31", + "F11R", + "FBXO21", + "FAM178B", + "GLOD4", + "GNG12", + "SLC8B1", + "COX20", + "EGLN1", + "DENND5B", + "FAM114A2", + "CLDN23", + "DDX11", + "OR10K2", + "FAM27E5", + "ENPP3", + "IRS4", + "GNPDA2", + "HNRNPUL1", + "ETNK1", + "KCTD14", + "CFAP300", + "CLEC2L", + "CXCL9", + "GKAP1", + "ENTR1", + "DRAP1", + "COL25A1", + "GP6", + "DUSP29", + "GSTA2", + "OR10X1", + "DDIT4L", + "MCM10", + "DRD1", + "EOMES", + "GLP2R", + "CYTH1", + "LEAP2", + "CHCHD10", + "HPD", + "DOK2", + "FILIP1", + "FXYD7", + "ATP1B1", + "OR10A3", + "COX15", + "KCNIP3", + "EPHB2", + "DHRS1", + "ERMARD", + "EPX", + "FOXL1", + "BHLHE40", + "SPATA3", + "DDX60", + "DEFA6", + "DYNLT1", + "FAM83H", + "FGF16", + "DKK4", + "KHK", + "DIO2", + "CREG1", + "CHST14", + "FDX1", + "CNGB3", + "CCDC30", + "CYTH2", + "KYAT1", + "FITM1", + "DDX42", + "F3", + "FAHD1", + "COX6C", + "COQ8A", + "ESYT3", + "DNAJB2", + "PRIM2", + "COX18", + "DNAAF1", + "HOMEZ", + "C8orf82", + "DUT", + "KLHL31", + "CFAP44", + "CDK14", + "FSD1L", + "IL36RN", + "ECT2", + "IHH", + "COPS4", + "GAP43", + "CRIPTO3", + "GATM", + "ELL2", + "GPATCH1", + "CLEC4A", + "DDX59", + "EHF", + "FAM174A", + "COL18A1", + "GPR85", + "NKX2-1", + "CSF3", + "DDX50", + "DAPP1", + "CCNQ", + "HIPK4", + "DHRS7B", + "CRACDL", + "HTR1D", + "DHX37", + "EPB42", + "DPF1", + "DDX3Y", + "DBF4B", + "GH1", + "FUZ", + "TRIM54", + "FANCA", + "DDX55", + "F2RL2", + "COPG2", + "GPC2", + "DCPS", + "KPNA7", + "STK31", + "HIGD1A", + "MUC6", + "EEFSEC", + "RMND5A", + "EGLN2", + "OR10W1", + "CRMA", + "CD55", + "ERCC1", + "ELMOD1", + "CXADR", + "CPNE2", + "COMMD7", + "FAM180B", + "ESCO1", + "EPN3", + "DOLPP1", + "DRC7", + "FOXI2", + "FTMT", + "FADD", + "CPZ", + "DHRS3", + "GSTO2", + "KCNN1", + "HESX1", + "DUSP10", + "OR14J1", + "GATA1", + "PAX5", + "EIF1B", + "DRAM2", + "GPR84", + "PRSS41", + "CST4", + "IGHMBP2", + "FAP", + "FABP2", + "MAS1", + "EPO", + "EEIG2", + "EDF1", + "PTPN23", + "EIF2B3", + "ELOA2", + "FOLR1", + "GABBR1", + "CSNK2A2", + "CREBZF", + "RGR", + "DNAJC19", + "DVL3", + "GPR179", + "GRIN2C", + "FOXH1", + "DGKQ", + "FKRP", + "CRYGD", + "DIAPH1", + "FMO6P", + "ENHO", + "CUTC", + "FRRS1L", + "CRYBG3", + "HEPHL1", + "CYP3A7", + "GPR45", + "DYNLT5", + "EEF1D", + "CRKL", + "EML6", + "CCKAR", + "FAS", + "CRISPLD2", + "DNASE1L1", + "LCE5A", + "FBXO24", + "CTSB", + "DGKA", + "NDUFA4L2", + "GRK1", + "EXTL3", + "MAPKAP1", + "ERMN", + "FFAR4", + "DHODH", + "COTL1", + "FAXDC2", + "CD34", + "CYP24A1", + "POU2F1", + "DOCK3", + "FOXR2", + "LINC02875", + "GAL3ST3", + "FSD1", + "CYP4B1", + "CLMN", + "GTF3C2", + "GABPB1", + "SLC6A3", + "FAM180A", + "OR10J5", + "CCNG2", + "ESPNL", + "EDEM2", + "H2AC16", + "FAM228A", + "FAHD2A", + "FAM98C", + "DYDC1", + "FZD9", + "NPAS3", + "OTULIN", + "EPB41", + "ENTPD3", + "ENAH", + "CYSLTR2", + "FCRL6", + "CRABP1", + "EXD1", + "CLU", + "DNAJB8", + "CYBC1", + "LCE4A", + "EEF2", + "CDK12", + "FCMR", + "GUCY2C", + "FBXO7", + "DYM", + "NPAS4", + "FAM193B", + "EXPH5", + "FAAP24", + "GIPR", + "EIF4EBP2", + "EVA1B", + "LINC00304", + "GAS2", + "KLRD1", + "DMGDH", + "CSPP1", + "CYCS", + "DCUN1D2", + "GALNT16", + "CLC", + "EFHD2", + "DGKZ", + "MRNIP", + "CXCL10", + "IAPP", + "COL15A1", + "GAD1", + "FAM177B", + "DDX49", + "CTLA4", + "FAM83D", + "GLIS3", + "DAO", + "HEY2", + "DIDO1", + "HS6ST3", + "EPAS1", + "DNAJC6", + "GREM2", + "EFNB3", + "MYADML2", + "EHD1", + "COMMD4", + "KIAA1549", + "FBXO4", + "CYSRT1", + "GNL2", + "EPSTI1", + "FZD5", + "SLC38A4", + "MBD3L1", + "KRTAP4-1", + "CTSE", + "OPHN1", + "COLEC11", + "CLRN2", + "DHX15", + "DEFB124", + "HDAC9", + "FBH1", + "GPRIN3", + "CYTIP", + "GPR83", + "HADHA", + "MRAP2", + "FGF6", + "ERC1", + "DROSHA", + "GGTLC1", + "H2BW1", + "GPR174", + "DEGS2", + "KCNE2", + "KCNK18", + "EREG", + "MCHR2", + "FCRL1", + "PGBD5", + "EXTL1", + "GINM1", + "FAM167A-AS1", + "CX3CL1", + "CNBP", + "EMX1", + "DMRTC2", + "MTRF1", + "MRGPRD", + "MESP2", + "FAAH", + "GGCX", + "CRYBA1", + "DSC3", + "TUBB7P", + "E2F7", + "CEP104", + "GIN1", + "CTDNEP1", + "OR5D13", + "OR52B4", + 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b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Bipolar_disorder.json index c2f47abd4b7bbdafe8edaaed0fffc2db4fac29f9..8d128c33258520bd1a027d6cabb063556e8aa30a 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Bipolar_disorder.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Bipolar_disorder.json @@ -1,240 +1,423 @@ { "significant_genes": { "Variable": [ - "AASDH", - "A1CF", - "ABCB1", - "AADAT", "A1BG", - "ADAMTS14", - "AAK1", - "ABCB10", - "ABHD17B", - "ADAM33", - "ABTB1", - "ARHGAP1", - "ABCC5", - "ACAD11", - "AFF3", - "ADPGK", - "ABCA9", - "ABHD14B", - "ADAMTS1", - "ACSL5", - "ALPK1", - "AOPEP", - "AA06", - "ADAMTS6", - "ADAT2", + "AAMDC", + "ACTRT2", + "ACTN2", + "ABL2", + "A2M", + "ACER1", + "CCDC38", + "AADAT", + "ACAA2", "ACKR3", - "PRR19", - "ACSS2", - "ADAM12", - "APRG1", - "ADCY1", - "ADAM22", - "ADH4", - "WDFY2", - "ABHD12", - "ADAMTSL4", - "AKAP13", - "GABRB3", - "C6orf163", - "ADCY5", - "ABHD4", - "ASB3", + "ADAMTS5", + "CREB3L2", + "AARSD1", + "ACSBG1", + "ALKBH6", "ABHD15", - "ABHD16A", - "ADPRH", - "FAHD2CP", - "CERS6", - "EIF1AD", - "ANXA1", - "DNAJC9", - "MEAK7", - "GABPB1-AS1", - "ALKBH5", - "ARSK", - "AP1G1", + "AP2A2", + "ABCF1", + "ANAPC2", + "CTRC", + "AFF3", + "ACP1", + "ACBD7", + "MERTK", + "GREB1", + "AASDHPPT", + "ABI1", + "BDKRB1", + "PTK7", + "ATXN7L2", + "CASP9", + "ACOX2", + "ABCC10", + "ASB9", + "ACSS1", + "AAGAB", + "AKR7A3", + "TMPRSS11A", + "ABCD1", + "ADARB2", + "C1D", + "ACTBL2", + "C1QC", + "CPS1", + "BMP8B", + "AARS1", + "ASB7", + "API5", + "ACTG1", + "ABHD2", + "OR13C8", + "PSG4", + "ARHGEF39", + "ATF6B", + "ANKRD31", + "ATG9A", "ABCC13", - "CENPO", - "ING1", - "ANAPC1", - "HECA", - "CKAP4", - "GPR75-ASB3", - "MCUR1", - "CCDC57", - "DCUN1D5", - "TMEM125", - "KIAA1549", - "C4orf46", - "C6orf52", - "PCMTD1", - "MCHR1", - "CYP4V2" + "ACTR3B", + "ATAD3A", + "OR52E8", + "SGSM1", + "FHDC1", + "RFXANK", + "AKAP5", + "ASB14", + "MMP3", + "AFP", + "ALG12", + "ACER3", + "ALX4", + "BRWD1-AS2", + "ABHD3", + "ACRV1", + "TMEM177", + "KRTAP10-8", + "SFMBT2", + "ACVRL1", + "ASTL", + "IFNE", + "OR52N1", + "ABCD3", + "C12orf42", + "AP2M1", + "AGBL2", + "CAPN5", + "GAL3ST3", + "ADH4", + "AMHR2", + "ABHD12B", + "ROS1", + "ST3GAL3", + "HOMER3", + "MAT1A", + "ABCB8", + "AIMP2", + "ADISSP", + "ALKBH4", + "ASB2", + "SULT1C2", + "ADAM3A", + "CACNG4", + "ABCD2", + "ARHGEF2", + "PAEP", + "DKK1", + "TENT5D", + "C19orf44", + "GPSM1", + "LOXL2", + "ACP4", + "OR4K13", + "PHF10", + "ABT1", + "ACER2", + "SCAF1", + "GINS4", + "ACBD3", + "ARHGDIA", + "ACKR1", + "ABTB1", + "C5AR2", + "LENEP", + "ADGRD1", + "ACAP3", + "ALDH8A1", + "MS4A12", + "COL9A1", + "ACSM1", + "CAPNS1", + "CABP4", + "RPH3AL", + "EEIG2" ], "Coefficient": [ - -0.10481969502172064, - 0.09339276011944034, - -0.08717824450878386, - 0.06821561184135382, - 0.05782981167128941, - 0.05316152740084447, - 0.0523392238859487, - -0.04884317089562722, - -0.04683155369615973, - -0.03732806731812014, 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"accuracy": 80.0, - "precision": 60.0, - "recall": 50.0, - "f1": 53.33333333333333 + "accuracy": 86.66666666666666, + "precision": 89.33333333333333, + "recall": 96.0, + "f1": 92.0 }, "selection": { - "precision": 1.1013974051948736, - "recall": 1.9047619047619047, - "f1": 1.3940654605114218, - "jaccard": 0.7062231049321417 + "precision": 0.17391304347826086, + "recall": 0.25, + "f1": 0.20512820512820512, + "jaccard": 0.10309278350515463 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Breast_Cancer.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Breast_Cancer.json index d9bf16f9d5392de59ee91048a70a985d4161e53c..8f3c09ce1d220e346990ec291efe7ed14f3ba282 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Breast_Cancer.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Breast_Cancer.json @@ -1,252 +1,12567 @@ { "significant_genes": { "Variable": [ - "AASDH", - "A1CF", - "AAK1", - "ABCB1", - "AA06", + "A1BG", "AADAT", - "ADPGK", - "ABCB10", - "ADAMTS14", + "A2ML1", + "A2M", + "AARSD1", + "AAAS", + "AANAT", + "A4GALT", + "ABCC8", + "AAA1", + "ABCB8", + "AAGAB", + "ABCA2", + "AAK1", + "AASS", + "ABCB4", + "ABCB5", + "ABCG2", + "ABCD2", + "ABCA1", + "ABHD6", + "AACS", "ABHD17C", - "ABCA17P", - "ADAM33", - "ABCC5", - "ARHGAP1", + "ABCC11", + "ACAD9", + "A4GNT", + "ABI2", + "ABCA12", + "AATF", + "AARS2", + "ACAN", + "ACAP3", + "ABHD13", + "ACD", + "ACAA1", + "ABCA10", + "ABCA7", + "AASDH", + "ABCC6", + "ABCC4", + "ABRAXAS1", + "ABRACL", + "ACAA2", + "ABCA5", + "ABCB6", + "ABCD3", "ABHD17B", - "A1BG", - "AOPEP", - "ACAD11", - "ABCA9", + "ABCB9", + "ABHD12", + "ACOT12", + "ABI3BP", + "ACER2", + "ABCD1", + "AAR2", + "ACADL", + "ABCB10", + "AASDHPPT", + "ACKR3", + "ABR", + "ABHD11", + "ABCF3", + "ABHD14A", + "A1CF", + "ABHD15", + "AAMP", + "ABL2", "ABHD14B", - "ADH4", - "CENPO", - "ABCB8", + "ABCC5", + "ACTL10", + "ABLIM3", 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"AMELY", + "ADSL", + "AKNA", + "ADGRL3", + "ALX1", + "ANKRD40CL", + "ARAF", + "APEX1", + "ARNT2", + "AHI1", + "ANKRD9", + "AEN", + "APOM", + "BARX1", + "AIRE", + "AP1M2", + "APBB1IP", + "AFDN-DT", + "ANKRD13C", + "ADAM3A", + "ASB11", + "ASIC2", + "ALDH1A3", + "ANKRD30A", + "AP2B1", + "ALG13", + "ANO9", + "AMBP", + "AQP8", + "ANGPTL7", + "ANGPT4", + "ACKR4", + "ACTN4", + "ASB3", + "AMDHD1", + "AKIRIN1", + "ATAD3A", + "ARG2", + "ANKDD1B", + "ARL1", + "ARHGAP15", + "ATP10D", + "AKR1C8", + "AFDN", + "AFTPH", + "ANKLE1", + "ANO5", + "ATP6V1B1", + "AP3S2", + "ARL4D", + "AKR1B1", + "APCS", + "ARRB1", + "ASCC1", + "AJUBA", + "ASIC4", + "ALKAL2", + "ASPH", + "ADAM20", + "ALOX5", + "ANO2", + "ATP13A4", + "ANKRD46", + "APBA2", + "AURKA", + "ANKRD17", + "ADORA2A-AS1", + "ARSI", + "AGBL5", + "ANKFY1", + "AKR1A1", + "ARHGEF28", + "ARHGAP19", + "AKAP5", + "AGTPBP1", + "ARAP3", + "AP5S1", + "AFAP1L2", + "ARPC1A", + "AKAP14", + "ARMCX5-GPRASP2", + "ACTR1B", + "AMFR", + "ALDOA", + "ANGPTL5", + "ANKZF1", + "AP2A2", + "APOBEC3G", + "ADGRG1", + "ARHGDIB", + "APOB", + "AMBN", + "AMZ1", + "AOPEP", + "ANKS3", + "ATP8B3", + "ALDH1L1", + "ASAP1", + "ASF1A", + "ARPP21", + "ADM", + "ALG14", + "ADA2", + "ARFIP2", + "ASB12", + "ANKRD33", + "ARMC6", + "ATG4B", + "ATP11B", + "ARRDC1", + "ALOX15", + "ADK", + "ARMC3", + "ARMH3", + "ASB16", + "AREL1", + "AQP1", + "AP1B1", + "ANKRD18A", + "BACE1", + "AHNAK", + "AVP", + "AGPAT3", + "ALPG", + "ADH6", + "AP1AR", + "AJAP1", + "ATRNL1", + "ANXA10", + "AHSA1", + "ATG2B", + "ARSG", + "ARF6", + "ANO7", + "ACY1", + "ANGPT1", + "ADAT3", + "APOL3", + "BMP3", + "ADH4", + "ARFGEF1", + "ANKRD52", + "ARHGAP12", + "AKAP12", + "ARMH1", + "ANKRD62", + "AIM2", + "AP3B1", + "ANKRD26P1", + "AFAP1", + "ALKBH7", + "AGRN", + "ALKBH1", + "AP1G2", + "ALDH9A1", + "ALDH3A2", + "ARHGEF6", + "ADGRG5", + "ASH1L", + "ATP2B3", + "AIG1", + "ARL10", + "AP1S3", + "APBA3", + "ALG12", + "ADA", + "AP3M2", + "ALDH3A1", + "ADAM21", + "ARHGAP9", + "AMMECR1", + "BAZ1A", + "BAIAP2L2", + "AP1S2", + "ATP6V0A1", + "APOBEC3H", + "ANKRD39", + "ARHGAP31", + "AJM1", + "ANXA7", + "BRWD1-AS2", + "B3GALT5-AS1", + "AP2S1", + "AK1", + "ANAPC13", + "ALKBH2", "ALPK1", - "FAHD2CP", - "ADAM1A", + "ARMT1", + "AKAP4", + "ARNT", + "ASTN1", + "ALG5", + "AFG3L1P", + "ARHGAP42", + "ATOH8", + "ATOSA", + "AVPR1A", + "ARHGEF17", + "ATP1A3", + "APTX", + "APLP2", + "AK8", + "AKAP13", + "APOBEC3D", + "ASGR2", + "AMPH", + "ATP6V0E1", + "AGAP11", + "AUP1", + "ADGRE3", + "ARL13A", + "ARHGEF5", + "ARHGAP40", + "ANGPTL4", + "BCDIN3D", + "AP4E1", + "ATCAY", + "ASB17", + "ANKRD1", + "ATP2A3", + "ATL1", + "AP3M1", + "ARHGEF2", + "ARHGEF10", + "ARMC5", + "APMAP", + "BABAM1", + "AKR1C3", + "ATP10B", + "ANP32E", + "ANKRD60", + "BEND5", + "AMTN", + "APOA5", + "ADIRF", + "BCL7A", + "ATP11AUN", + "ANKS4B", + "ATG101", + "ARGFX", + "ARID1B", + "ANKRD54", + "ARHGEF19", + "ARL3", + "AHSA2P", + "ARID2", + "APRG1", "ADARB1", - "ANO7", - "ANK2", - "ANAPC1", - "AGO2", - "DCUN1D5", - "ACTG2", - "ATAT1", - "ABHD12", + "AKAP10", + "ANKRD6", "ANKRD35", - "ADAM22", - "ADAMTS6", - "ADGRE2", - "ADAMTS12", - "ARL17A", - "PRR19", - "MARVELD1", - "CCDC71L", - "WDFY2", - "ABRAXAS1", - "ABHD4", + "ANKRA2", + "APC2", + "ANXA2", + "ARHGEF4", + "AKR1B15", + "AQP4-AS1", + "BDKRB1", + "BPIFC", + "ADSS1", + "APOH", + "AGFG2", + "AKAP8L", + "ALDH6A1", + "ANKRD37", + "ANLN", + "B3GNT7", + "APOD", + "AP4S1", + "ARHGAP10", + "ATP5F1A", + "AXDND1", + "ADGRG4", + "AGTR2", + "AIFM2", + "ANAPC5", + "ASB15", + "ANP32B", + "ARCN1", + "ARHGAP11A", + "ASB7", + "C10orf95", + "APBB2", + "ARHGAP22", + "ALS2", + "ATG10", + "ATP6V0D2", + "ASB5", + "ALOX15B", + "C15orf39", + "C1orf220", + "BAD", + "ALKAL1", + "ADAT1", + "B4GALNT2", + "AK2", + "ASB4", + "ARV1", + "ARHGAP39", + "APCDD1", + "ATAT1", + "ANKLE2", + "ARMCX2", + "BIRC7", + "ASPRV1", + "AIFM3", + "ATPSCKMT", + "ARMH4", + "AGPS", + "AP1S1", + "ALOX12B", + "ADH5", + "AGBL2", + "APOL2", + "ATP5PF", + "ATL3", + "AMN1", + "ADIPOR1", + "ARHGEF1", + "ASXL1", + "ATF1", + "BBOF1", + "AOX1", + "ATP5F1C", + "ANKRD13D", + "BARHL2", + "APAF1", + "ARHGEF10L", + "APOBR", + "ASB8", + "ASTL", + "ATP4B", + "BLM", + "BBC3", + "ARL14", + "ATP5F1D", + "ANGPTL2", + "ARRDC3", + "ARHGDIG", + "ATP6V0C", + "APOE", + "ARHGAP18", + "C10orf67", + "ARHGEF15", + "ADCK2", + "ATP6V0A2", + "ASIC1", + "APOL6", + "C10orf120", + "ATP2B1", + "ARAP2", + "ARPP19", + "ACTL7B", + "AGK", + "BATF", + "C19orf44", + "AKAP8", + "BAIAP2L1", + "BDNF", + "ATG3", + "APP", + "C17orf99", + "AGTRAP", + "ARL5A", + "ALX3", + "AP2A1", + "ARHGAP28", + "ADRM1", + "ADAM28", + "C15orf40", + "ARL8B", + "ALPP", + "AVL9", + "BEX5", + "ANXA2P2", + "ARMCX4", + "ARID4B", + "ARID1A", + "AFAP1-AS1", + "ARL11", + "ATP1B3", + "BET1L", + "C4orf36", + "BRWD3", + "CACNG1", + "ATP6V1D", + "ATG5", + "BMP15", + "AMBRA1", + "BNC1", + "CCDC171", + "ALAS2", + "ANO6", + "AGT", + "ATP6V1E2", + "ARMC12", + "ANKMY1", + "ALKBH5", + "AQP11", + "ARLN", + "BAG2", + "ATF7IP2", + "BTNL3", + "ASTE1", + "CAMTA1", + "ATP13A2", + "AQP10", + "ACOT8", + "ADORA1", + "BARX2", + "BEST2", + "AVPI1", + "ATG4D", + "BFSP2", + "ASAH1", + "AMELX", + "ARIH2", + "AMOTL1", + "BMP6", + "ALPI", + "BAIAP3", + "BRME1", + "B4GALNT3", + "ANKRD13C-DT", + "AMMECR1L", + "BBS9", + "ATOX1", + "BCHE", + "ARFGEF3", + "BTN2A2", + "B3GALNT2", + "CACNG4", + "ARFRP1", + "ADORA2A", + "ATXN7", + "C11orf40", + "ATAD5", + "BUB1", + "ARHGEF37", + "CACNA1H", + "C11orf21", + "ASCC2", + "AFF4", + "ATR", + "C10orf55", + "BRMS1", + "ANKK1", + "B4GALT2", + "ARC", + "ASAP3", + "ASCL4", + "CACNB3", + "BRD4", + "AIF1", + "ATP8A2", + "BNIP1", + "ARHGAP25", + "ATP11C", + "ANKRD36BP1", + "B3GNT6", + "BRD7P3", + "ANKS6", + "C11orf16", + "ANXA1", + "ATF5", + "AZI2", + "AMZ2", + "C17orf100", + "BFSP1", + "ATP1B1", + "B4GALT7", + "B3GAT3", + "ALPL", + "BRPF3", + "BRK1", + "ASPM", + "ATXN7L3", + "BMF", + "C7orf33", + "BOLA3", + "ADGRV1", + "ARMC10", + "ARSF", + "BRMS1L", + "ATP6V0B", + "BTBD8", + "BPIFA4P", + "ARHGAP44", + "BTNL9", + "ANAPC4", + "ANK1", + "ARSB", + "B4GALT5", + "ACTL9", + "BSG", + "ANKRD33B", + "C16orf74", + "ATP6V1H", + "BAZ2B", + "AMPD2", + "CA5A", + "C19orf33", + "ATP6V1C2", + "CACNA1E", + "BDH1", + "ASGR1", + "ATOSB", + "BLK", + "AVPR2", + "AGPAT2", + "C16orf82", + "ARHGEF3", + "BFAR", + "C5orf34", + "ATP6V1G1", + "ATP6V1B2", + "AP2M1", + "CELF4", + "ATF7", + "CALR", + "C1orf116", + "BATF2", + "ACADVL", + "ARHGAP5", + "ANKRD28", + "ATE1", + "BRICD5", + "C16orf54", + "ASH2L", + "AKR7A2", + "BLVRB", + "ATP13A3", + "C12orf43", + "BCL2", + "APEH", + "ARSK", + "C16orf78", + "AGA", + "ATRX", + "B3GNT2", + "C12orf42", + "ATXN3L", + "ATG12", + "ATP9A", + "AFG2B", + "ANKRD50", + "BMP2K", + "ALG10", + "ASIC5", + "CABP4", + "AKIRIN2", + "ARL6IP6", + "BMPER", + "ASNS", + "ALCAM", + "ATP1B2", + "C1QTNF2", + "ATP5PO", + "AMH", + "CCDC27", + "ATAD2", + "CACNA1C", + "C19orf25", + "ARPC1B", + "C16orf87", + "BAG1", + "BCKDHB", + "C16orf86", + "BNIP3L", + "ARVCF", + "AVIL", + "BCKDK", + "BEX4", + "ANP32A", + "ANXA4", + "ATG14", + "B3GNT8", + "ARK2N", + "ATP5MC1", + "AKAP1", + "ARHGEF26", + "BANP", + "BCL2L12", + "BLNK", + "BMP8B", + "ANKRD18B", + "BMAL1", + "BAALC-AS2", + "CABLES2", + "ARHGAP17", + "ADH1A", + "BPIFB3", + "BET1", + "AVEN", + "BROX", + "ARID5B", + "BMAL2", + "ARHGEF33", + "CASTOR3P", + "BACH1", + "BOK", + "BMPR1B", + "ATP8A1", + "BBS1", + "BUD23", + "ASRGL1", + "C5orf22", + "BORCS6", + "C18orf54", + "AQP2", + "BCL10", + "CA13", "ANKRD10", + "BEST4", + "C15orf62", + "B3GALT5", + "C10orf90", + "ATP5IF1", + "C1orf174", + "ARL5C", + "C11orf58", + "B3GALT1", + "C15orf32", + "ANKRD34B", + "BCKDHA", + "C22orf23", + "BCL3", + "ATXN3", + "BCLAF1", + "BASP1", + "ATG7", + "C1orf122", + "ARMC9", + "BBS12", + "CCDC38", + "BPIFA3", + "BAG5", + "CA2", + "BCORL1", + "CADPS", + "AURKAIP1", + "BCL2L13", + "C3orf22", + "BEGAIN", + "C12orf60", + "C1QL2", + "ATPAF1", + "ASL", + "C5AR1", + "ATP6V1E1", + "AK4", + "BRD2", + "ALG6", + "ANKRD45", + "ASCC3", + "ARF3", + "BCORP1", + "BBLN", + "C3orf18", + "ATP5MF", + "ATP2B2", + "CACNA2D3", + "ATAD1", + "C4BPB", + "APCDD1L", + "CAPN12", + "CAMK2D", + "ATP6V0A4", + "ARPC4", + "C12orf54", + "BAALC", + "CARD14", + "BHLHE40", + "BLMH", + "BSN", + "BCS1L", + "C14orf93", + "ASPA", + "ATP5F1B", + "BSX", + "CASQ1", + "CACNB2", + "ASTN2", + "ARMCX5", + "CABP2", + "C19orf48P", + "CAND2", + "ASXL2", + "CAMKV", + "C11orf87", + "AURKB", + "ATG2A", + "ANKRD16", + "ANKAR", + "CALHM6", + "B3GNT3", + "CCDC7", + "ARID5A", + "C1orf74", + "BPIFB4", + "ALG3", + "C1QTNF4", + "BST2", + "BNIP5", + "ATP13A1", + "CASP14", + "BCL2L10", + "CCDC117", + "BBX", + "C17orf75", + "CCL1", + "BAP1", + "AMPD3", + "BCL7C", + "ATF7IP", + "BMS1", + "CAB39", + "BPIFB2", + "CA3", + "BIK", + "C5orf24", + "BBS7", + "APOA1", + "C1QL4", + "APOF", + "BRWD1", + "ATPAF2", + "BICDL1", + "C2orf76", + "C11orf86", + "ALDH1A2", + "BST1", + "BRD9", + "CA8", + "C1orf159", + "C1orf56", + "ARMCX1", + "BLID", + "BRPF1", + "BSND", + "BAX", + "ASB10", + "CDC20B", + "C3orf20", + "ATP7B", + "CALY", + "BCAS1", + "C12orf56", + "ATP2C1", + "C14orf180", + "BRIX1", + "AOAH", + "BOC", + "ANGEL2", + "ATF6", + "BIN3", + "CCDC47", + "BLOC1S6", + "CCDC89", + "AQP6", + "C1orf94", + "BTG1", + "BACH2", + "AKT1S1", + "B3GLCT", + "BRF2", + "ARK2C", + "BABAM2", + "ADORA3", + "CABS1", + "BORA", + "B4GALT1", + "CAPZA3", + "APOBEC3B", + "AZU1", + "CALD1", + "BDP1", + "CCDC126", + "APLP1", + "C20orf173", + "CDHR2", + "C1orf210", + "ALYREF", + "CCDC63", + "CBY2", + "C1orf162", + "BTK", + "ADM2", + "ATP2B4", + "ATP23", + "CACNB4", + "C3P1", + "BAG3", + "ARL6IP5", + "BPIFB1", + "AOC3", + "ANK2", + "BANF1", + "C10orf105", + "C9orf72", + "CACTIN", + "BANF2", + "CBLN3", + "CBLC", + "AUH", + "C3orf62", + "C2orf74", + "ADAD1", + "CCDC134", + "ASCL5", + "BATF3", + "CCDC32", + "B3GNT4", + "ATAD2B", + "BAZ1B", + "CD207", + "ATP6V0E2", + "ATP6V1F", + "C6orf120", + "BTN3A3", + "C21orf91", + "C5orf47", + "BPIFB6", + "C3orf36", + "ANKRD34A", + "C2CD2L", + "B3GALT2", + "BICRAL", + "CDH18", + "CADM2", + "AKR1E2", + "ARL2BP", + "ATP1A1", + "C1orf43", + "BHMT2", + "C21orf58", + "BIRC5", + "ATN1", + "CCDC175", + "CCDC85B", + "B4GALT6", + "CA14", + "ASB1", + "CD5L", + "CCDC39", + "CCR4", + "CELA1", + "CADM3", + "BTG2", + "BCL2L2", + "APLNR", + "ATP8B4", + "C6orf136", + "C8orf76", + "CEACAM6", + "CDSN", + "CCDC12", + "BMP2", + "CARTPT", + "B4GALT3", + "AFF3", + "AXIN2", + "BSPRY", + "BEND6", + "AVPR1B", + "BUD13", + "C2orf78", + "BGN", + "CAP2", + "C11orf68", + "C11orf96", + "C17orf50", + "C20orf144", + "CALB2", + "C19orf73", + "CAST", + "BTBD10", + "CCDC121", + "C1orf35", + "C8orf58", + "C20orf204", + "ARF4", + "ADAR", + "ANO3", + "C9orf163", + "CDH23", + "CDH24", + "CACFD1", + "BICC1", + "CCDC172", + "ARF5", + "BTAF1", + "AZGP1", + "BHLHE41", + "BOD1L1", + "CCDC140", + "ARSL", + "BNC2", + "CAPN9", + "ATF6B", + "CBLN4", + "CALHM3", + "BLTP3B", + "BPI", + "ATP2A2", + "C1D", + "ASCL3", + "CARM1", + "ASB14", + "C5orf52", + "C1QBP", + "BSPH1", + "C6orf141", + "CDIPT", + "CA5BP1", + "CAMTA2", + "AQP5", + "C8orf48", + "BAMBI", + "BHMT", + "CCDC33", + "ARL4C", + "C9orf40", + "BRAP", + "ATP1A2", + "AIMP1", + "CCAR2", + "BCL6B", + "BHLHE23", + "C1QTNF3", + "CBX6", + "ATP11A", + "CCDC81", + "BAHCC1", + "ARSA", + "CD1C", + "BLOC1S4", + "ALDOC", + "C20orf96", + "ARRDC4", + "CAMKMT", + "CCDC43", + "AUTS2", + "ASXL3", + "BRD3", + "CACNA1G", + "CCDC91", + "ARF1", + "AXL", + "ATP9B", + "C1GALT1C1", + "C1orf105", + "ATG13", + "C9orf85", + "CDCA4", + "ATP6V1C1", + "CCDC9B", + "CCDC184", + "BTBD6", + "CCDC181", + "BIN1", + "CCBE1", + "CARNS1", + "CBR1", + "B3GALNT1", + "BCAR1", + "CD1B", + "AWAT2", + "C20orf203", + "CD4", + "BEND3", + "C5orf46", + "AKR1B10", + "ARG1", + "BAIAP2", + "CABIN1", + "CCNL1", + "BAZ2A", + "C22orf39", + "ALG1", + "CARMIL3", + "C14orf39", + "C18orf21", + "BPNT2", + "BRSK2", + "CEACAM21", + "AP3B2", + "CCDC77", + "C2CD6", + "ASCL2", + "CCDC24", + "C2CD5", + "CCDC51", + "ATXN7L2", + "CCL22", + "CDC42BPA", + "CATSPERE", + "ANXA11", + "CEND1", + "ART4", + "CALCA", + "BIRC2", + "BCL2L15", + "BUD31", + "CACNA1B", + "C5orf15", + "C7", + "ATOH1", + "C1GALT1", + "ARHGAP23", + "CDC20", + "BBS2", + "BCAS4", + "CC2D2A", + "C2orf80", + "B3GNTL1", + "CBS", + "C15orf48", + "BCAR3", + "C19orf67", + "ATMIN", + "BIRC8", + "CCDC107", + "CDK5RAP1", + "CCDC191", + "BRSK1", + "BMP10", + "CAV1", + "CACNA1I", + "CCDC73", + "C22orf31", + "ATP6V0D1", + "C1RL", + "ARAP1", + "CBX7", + "CAMP", + "CCDC177", + "ARHGEF7", + "BCL7B", + "BEND2", + "CCDC154", + "CACNG3", + "C16orf89", + "ARIH1", + "C6orf89", + "CCDC85C", + "CEACAM7", + "BPIFA1", + "CAAP1", + "ARFGAP1", + "CC2D2B", + "BCL11B", + "C1QB", + "ADPRH", + "C9orf152", + "CADM4", + "C9orf43", + "C19orf38", + "CACNA1S", + "ATXN7L1", + "CCER1", + "CCDC110", + "BOD1", + "ATG16L2", + "C1orf50", + "ATP5F1E", + "CDC25C", + "CCDC88B", + "BTBD3", + "ATP8B2", + "ANKRD55", + "BICD2", + "ATIC", + "CAPS", + "C8orf33", + "ASB2", + "CASTOR1", + "C2orf68", + "CCDC185", + "BICRA", + "ARHGAP35", + "CASC2", + "CCSER1", + "ALX4", + "ASPHD2", + "CAPN11", + "AQP3", + "BEX3", + "CCNYL2", + "CDK18", + "ANO10", + "C3orf38", + "CCDC116", + "ATXN10", + "CCL21", + "ASNSD1", + "C4orf33", + "ANKS1A", + "CASP7", + "CAPN1", + "BTN1A1", + "ALAS1", + "CCAR1", + "CCNT1", + "BTBD16", + "ADAMTS2", + "CCDC169", + "APOO", + "CEMIP", + "CANT1", + "CDO1", + "ATP6AP2", + "CAT", + "CA11", + "C2", + "ADSS2", + "C5AR2", + "CDK9", + "ATP6AP1", + "CABP1", + "CATSPERG", + "APRT", + "CCDC150", + "C6orf132", + "C18orf32", + "CFAP107", + "CDS2", + "ARHGEF18", + "CBLB", + "CHADL", + "CCIN", + "ADRA1D", + "C3", + "CCDC14", + "CA4", + "CALCR", + "AR", + "CENPU", + "CCR10", + "CABP7", + "CAMSAP2", + "CCDC112", + "CANX", + "BNIP2", + "ARHGEF12", + "ASZ1", + "ATP12A", + "ATP6V1A", + "CACNG7", + "C1orf115", + "CD8B", + "CENPS-CORT", + "ANAPC11", + "CD276", + "CDH7", + "CHRND", + "ATP5MG", + "B3GNT5", + "C4BPA", + "CD300A", "C1QTNF7", - "CCDST", - "ADAM12", - "ASB3", - "ATP6AP1L", - "WNT2B", - "FEM1A", - "VPS33A", - "AMZ2P1", - "ARL17B" + "CD72", + "CA10", + "BMP7", + "CAPN15", + "CARMIL1", + "C11orf24", + "C6orf62", + "CCL26", + "ANKDD1A", + "BUB1B", + "CASKIN2", + "CCDC86", + "CCL23", + "CAMK2A", + "ANKRD27", + "CALCOCO1", + "CCNJL", + "CALCB", + "CAGE1", + "CCDC196", + "ATP8B1", + "CCNK", + "C3AR1", + "ARHGAP4", + "ARHGDIA", + "BTF3", + "CCNG1", + "C1R", + "CD200R1", + "BEND7", + "CAB39L", + "BTRC", + "CBLN2", + "CDC42BPB", + "CCDC92", + "CDIP1", + "BEX2", + "CDK5R2", + "BAAT", + "CALB1", + "CASKIN1", + "BIVM", + "CBARP", + "AXIN1", + "CCDC115", + "CCDC137", + "CASP5", + "CDC5L", + "CCDC80", + "BICD1", + "CDCA5", + "CEBPZ", + "CAMK2B", + "BCAN", + "ARHGAP30", + "CD27", + "ARFGAP3", + "CARINH", + "CASD1", + "C22orf46P", + "CD40LG", + "CCM2", + "BLZF1", + "ARMC8", + "ANP32D", + "CD46", + "B3GAT1", + "C1QL1", + "CACYBP", + "C8A", + "BPIFA2", + "BMERB1", + "C1orf198", + "CEP128", + "ANXA6", + "ADAMTSL2", + "CASP6", + "CD3E", + "CD22", + "CEACAM18", + "C10orf88", + "CELSR2", + "CD80", + "CCL20", + "C16orf90", + "CASZ1", + "ARB2BP", + "ARFIP1", + "CAPS2", + "CAMK2G", + "ATP5MJ", + "BOLA1", + "CCRL2", + "CDRT4", + "BORCS5", + "BAG6", + "CD19", + "CDKAL1", + "CALML4", + "ARTN", + "CCDC68", + "CA7", + "ATP5MC2", + "BYSL", + "CD226", + "B3GNT9", + "CDX1", + "CARD18", + "C1QTNF6", + "CCN5", + "CA9", + "CAPN13", + "CDH8", + "APOL1", + "CD84", + "CCNA1", + "B9D1", + "CAPG", + "BBOX1", + "CCDC120", + "ARHGAP32", + "ALKBH6", + "CCDC8", + "CCKAR", + "BCL2L11", + "BRINP2", + "C2CD4C", + "CCL24", + "CFTR", + "BRDT", + "CFAP221", + "CEP41", + "ADAMTS8", + "ATG4A", + "APPL1", + "CELF5", + "C3orf70", + "CBR4", + "CAD", + "CCM2L", + "BMP5", + "BTLA", + "CDH20", + "CDCA7L", + "CAMK1D", + "C1orf54", + "CELA2A", + "BRD10", + "CCDC141", + "C2CD2", + "CDC25B", + "CHODL", + "CASQ2", + "BCAT2", + "CENPT", + "C12orf71", + "ARHGAP1", + "AP3D1", + "CDNF", + "CARD10", + "BEST1", + "C7orf57", + "CCHCR1", + "CASP2", + "BBS4", + "ASAP2", + "BTBD7", + "CD248", + "C2orf15", + "CDK1", + "CDV3", + "ANAPC7", + "CCDC3", + "BTN3A1", + "CERS6", + "CAV3", + "CAMKK2", + "CDH5", + "CCDC60", + "CELF6", + "BICDL2", + "BRINP3", + "C6orf118", + "CCND3", + "CACNG2", + "CDX4", + "CBX2", + "BUB3", + "CD44", + "CA5B", + "CCL2", + "CENPH", + "CD93", + "C3orf52", + "CEACAM4", + "CDC14A", + "C2orf66", + "CASP4", + "CD2AP", + "CABP5", + "CCT6B", + "CENPB", + "CATSPERD", + "ANKRD34C", + "BLOC1S3", + "C1QTNF8", + "ANAPC16", + "ARHGEF40", + "CABLES1", + "ATXN2L", + "CAVIN2", + "CALM3", + "APOA4", + "BTN2A1", + "C9orf78", + "CD209", + "ARHGAP26", + "CERKL", + "CCDC148", + "CEP162", + "CCT7", + "CFAP74", + "CC2D1B", + "ATAD3C", + "CCDC127", + "C6orf52", + "CCDC174", + "CHAC1", + "CCNDBP1", + "CENPF", + "C14orf119", + "CEACAM20", + "ARR3", + "CELF1", + "BCAT1", + "BMPR2", + "CIP2A", + "CDKN2B-AS1", + "CCDC124", + "CEBPG", + "CCDC78", + "CALM1", + "BTNL8", + "CDC45", + "BLVRA", + "CEP152", + "CDA", + "CCDC6", + "CHRM1", + "CACNA2D4", + "C2orf88", + "CCNL2", + "CHIC1", + "BNIP3", + "CFAP57", + "CCR1", + "CFAP61", + "C1QTNF9", + "ASPHD1", + "CALML5", + "CERT1", + "CLBA1", + "CATIP", + "BEST3", + "ATP5ME", + "CDH22", + "CDIN1", + "CEP72", + "BHLHE22", + "CCDC88A", + "ANGPTL1", + "C1QA", + "CDK5RAP3", + "CDK12", + "ANKRD7", + "COL11A2", + "CDKL2", + "CELA3A", + "CHMP1A", + "CD79B", + "CDK19", + "C8orf82", + "CCDC54", + "CENPM", + "CD74", + "CERS3", + "CAV2", + "CAPSL", + "CIMIP6", + "CDH12", + "CCR9", + "CFD", + "CEP44", + "C1QTNF12", + "ASB13", + "CHD8", + "CADM1", + "CDH16", + "CDC37", + "ARL8A", + "CCR6", + "CERCAM", + "ARHGAP29", + "ASPN", + "CBX5", + "CDH9", + "CFAP69", + "CEMIP2", + "CBX3", + "CARS1", + "CACNA2D2", + "CCDC102A", + "CLEC4C", + "CFAP20", + "CD247", + "CDC27", + "CCT8", + "CALR3", + "CDK2", + "CERK", + "CHST10", + "CLDN18", + "CIBAR2", + "CCDC198", + "CLRN1", + "BMP1", + "CIMAP1D", + "CCDC28B", + "CD9", + "BTG3", + "AURKC", + "BEX1", + "BCL9", + "CCNY", + "C8B", + "CD1A", + "CCN1", + "CDADC1", + "ACRBP", + "CFAP45", + "C6orf58", + "CCDC157", + "CCNT2", + "CHDH", + "AHCY", + "CCDC106", + "BCAS3", + "CASK", + "CNNM4", + "BRAT1", + "CEL", + "CCDC87", + "CCDC83", + "CENPK", + "BLOC1S1", + "CNTROB", + "CDCA7", + "BTBD9", + "ADAMTS17", + "AQP9", + "CD1D", + "CCR5", + "CBFB", + "CBY1", + "CFAP65", + "CATSPER1", + "CDYL2", + "B4GALNT4", + "ARRB2", + "CASP8", + "CENPC", + "CDKN1A", + "CD5", + "CGA", + "CHTOP", + "CDT1", + "CAMK2N1", + "CFAP20DC", + "CAPN2", + "CHEK1", + "CEP78", + "CD244", + "CACNB1", + "CAMK1G", + "CD2BP2", + "CDR2L", + "CEP70", + "CHRNA10", + "CNGA4", + "CARD8", + "CDHR5", + "BOLL", + "CD160", + "CCDC168", + "BCL6", + "C1QL3", + "CHAF1B", + "CGN", + "ATRAID", + "C2orf42", + "CPN1", + "CFDP1", + "CDK5RAP2", + "AGO2", + "CIC", + "CHCT1", + "CCDC42", + "CIITA", + "CCNE1", + "CLPTM1", + "CALML6", + "CCL25", + "CEP290", + "BPNT1", + "CLDN8", + "CAPRIN2", + "CLCN4", + "ARL6IP4", + "APPBP2", + "CC2D1A", + "CCDC17", + "CD200", + "CD1E", + "CFAP46", + "BLOC1S2", + "C20orf181", + "CDK17", + "CCNO", + "CDK13", + "CHD5", + "CFHR3", + "C2orf81", + "CCDC15", + "CCNB2", + "CDCA3", + "CFAP119", + "CAPN5", + "CKAP2", + "AQP4", + "CCL19", + "C8orf34", + "BTN3A2", + "CLSTN1", + "CENPV", + "CCR3", + "CD3D", + "CLCN6", + "APPL2", + "CHMP6", + "CNOT11", + "CCDC102B", + "CNP", + "B9D2", + "C10orf71", + "CCDC50", + "ARPC2", + "CIMAP3", + "C19orf18", + "CGGBP1", + "ASB6", + "CIMIP2B", + "CASP9", + "CDH19", + "CDH3", + "C16orf46", + "CCT4", + "CCDC70", + "CABYR", + "CEP57", + "CD14", + "ANKFN1", + "CLCA1", + "CALML3", + "CDKN2C", + "CDH4", + "CASP10", + "CHCHD6", + "CER1", + "CDKN1C", + "C19orf47", + "CDC25A", + "CD300LF", + "BPGM", + "CGRRF1", + "CAND1", + "CCDC97", + "CHRNA6", + "CHI3L2", + "CD48", + "CALCOCO2", + "CFHR5", + "C12orf76", + "CDK3", + "CPLANE1", + "CIDEA", + "ARFGEF2", + "CCNB1IP1", + "CCDC9", + "C6", + "CD24", + "CD163L1", + "C5", + "BCL2L1", + "CFL1P1", + "CCDC138", + "CELF3", + "CCDC25", + "ARHGEF11", + "BECN1", + "CLASRP", + "CHD7", + "CEACAM16", + "CD300LB", + "BCCIP", + "CFAP97", + "ARHGEF16", + "CTNND2", + "CLDN9", + "CEP95", + "CD99L2", + "CRPPA", + "CISD3", + "CCDC158", + "CMIP", + "CABCOCO1", + "ADGRA2", + "CD79A", + "CDC42", + "CENPP", + "C6orf15", + "COLEC10", + "CEP68", + "CCDC197", + "CACNG6", + "CEP20", + "CHCHD10", + "C11orf54", + "CCDC190", + "ASCL1", + "CHST4", + "CCDC167", + "CCT5", + "CRACR2A", + "CPSF1", + "CHRNA9", + "CIRBP-AS1", + "CPT1C", + "CDC16", + "CPLX2", + "BEAN1", + "CENPX", + "CD81", + "CLCN1", + "CD163", + "CLEC4M", + "CTXN1", + "CNNM1", + "CIAO3", + "CCDC22", + "CLHC1", + "COL6A4P1", + "CEP126", + "CFAP92", + "C1orf21", + "B4GALNT1", + "CRB1", + "CIB3", + "COX7B2", + "CDKN2A-AS1", + "B4GALT4", + "CFAP100", + "CEACAM8", + "CDH11", + "CHD4", + "CCL18", + "CITED4", + "CD34", + "C8G", + "BANK1", + "COL4A6", + "BRF1", + "C1orf87", + "ANKRD20A8P", + "AP1M1", + "BLTP1", + "CDC123", + "COL23A1", + "CD151", + "CCDC125", + "CDH13", + "CA6", + "CFP", + "CHRM5", + "CDR1", + "BRD1", + "BTBD2", + "CKAP5", + "ARFGAP2", + "CD47", + "CEP295", + "CDK5", + "CFAP58", + "CDYL", + "C2CD4A", + "BCAP29", + "CREG2", + "APOL4", + "CDC6", + "C16orf92", + "CDK16", + "BACE2", + "CIMIP5", + "CAPZA2", + "ATF3", + "CCPG1", + "CCL5", + "CHST15", + "CDH17", + "AFF2", + "CLEC12B", + "CARS2", + "CD53", + "CDC42EP1", + "CCKBR", + "CHRNG", + "CEP112", + "CEACAM5", + "CDH15", + "CEP57L1", + "CLEC17A", + "CHAT", + "CD164", + "ALG9", + "CHMP1B", + "CHAF1A", + "ATP5MC3", + "CHCHD1", + "CDK7", + "CIRBP", + "CEP63", + "CBLL2", + "CELF2", + "COL22A1", + "CEPT1", + "CNOT10", + "CDX2", + "CCSAP", + "BLTP3A", + "CIZ1", + "CHURC1", + "CHRNA5", + "CACNA1F", + "CAPZB", + "CASP1", + "CNKSR3", + "CD33", + "CD7", + "BZW2", + "CNIH3", + "BPHL", + "CNOT4", + "CDH2", + "CNTNAP4", + "CHPF", + "CFAP91", + "CLTB", + "CDCP1", + "ATP13A5", + "BID", + "CHML", + "CDC73", + "CALHM1", + "CHD9", + "CNGA2", + "CPA4", + "C15orf61", + "BORCS7", + "C19orf12", + "CMTM1", + "CEP350", + "COA3", + "ATRN", + "CNTN6", + "CROCCP3", + "CEBPB", + "CHRNA1", + "CNN3", + "CYP2W1", + "CHRNA2", + "CLK3", + "C1QTNF1", + "C12orf57", + "CLDN17", + "CLDN10", + "CDPF1", + "COPS5", + "CHCHD7", + "CHIT1", + "CHGB", + "CD300LD-AS1", + "CNPPD1", + "CINP", + "CHST11", + "ANKMY2", + "CCNB1", + "CDC42SE1", + "CLTA", + "COL18A1-AS1", + "CIMIP2C", + "CHRNB1", + "CNKSR2", + "CLEC2B", + "CROT", + "ARHGAP27", + "COL6A4P2", + "CENPL", + "CPSF4L", + "ANGPT2", + "CMYA5", + "CORIN", + "CEBPE", + "CFAP70", + "C9orf50", + "CHST13", + "CNTRL", + "CITED1", + "CDK5R1", + "CIR1", + "CNOT6", + "ARRDC2", + "CAMSAP3", + "CLIC2", + "CEP89", + "CHRDL1", + "C3orf49", + "C1orf52", + "COL6A2", + "CLGN", + "CDK15", + "CHMP7", + "CHAMP1", + "C14orf132", + "BRD8", + "COL12A1", + "CIDEB", + "CRH", + "CLCNKB", + "CHCHD4", + "CDK20", + "COG2", + "CSMD3", + "CPXM2", + "CCL11", + "COX8C", + "CASP8AP2", + "CPN2", + "CHPT1", + "CCDC34", + "CFAP410", + "CMKLR1", + "CCDC30", + "CENPE", + "CRTC2", + "CRIP2", + "CD59", + "CFAP43", + "CXCL17", + "CMA1", + "CLIC6", + "ACSL5", + "CLEC2A", + "ATP2C2", + "CALHM5", + "B2M", + "CPLX4", + "CLEC1A", + "CEACAM3", + "CFAP184", + "CCDC136", + "CRCT1", + "COL2A1", + "CNST", + "COBL", + "CNN2", + "CLDN2", + "CHP2", + "CCDC85A", + "COL9A1", + "CHPF2", + "ATP7A", + "CILP", + "CD86", + "COL9A3", + "CBL", + "CYP11B2", + "CAMSAP1", + "CFAP54", + "C19orf53", + "C1QC", + "DBN1", + "BIRC6", + "BCL2A1", + "CCDC82", + "CCNH", + "CAMLG", + "CIB4", + "BPESC1", + "CTSH", + "CSNK1A1L", + "CCN2", + "CLASP1", + "CYP8B1", + "CHIA", + "CALM2", + "CPNE2", + "C1S", + "CLEC14A", + "CDC42SE2", + "CCL17", + "CLDN12", + "CPSF2", + "CRELD2", + "BCOR", + "CLCN2", + "BDKRB2", + "CCDC178", + "COL4A3", + "BCAS2", + "CLCA4", + "CRCP", + "CNRIP1", + "CRMP1", + "CD37", + "API5", + "CD69", + "CD68", + "CLCNKA", + "CENATAC", + "CXCR6", + "CLCN7", + "CORO1B", + "CLUAP1", + "CNGB1", + "BTNL2", + "COIL", + "CHL1", + "CHID1", + "COL19A1", + "CTTNBP2", + "COQ7", + "COQ8B", + "CPXM1", + "CEP55", + "CFAP263", + "CTNNA3", + "CHST2", + "DLX3", + "CAMKK1", + "CAVIN3", + "COQ5", + "COCH", + "CENPQ", + "ATOH7", + "CES3", + "CNOT1", + "CTRC", + "CD28", + "CHRD", + "CD164L2", + "CETP", + "CDC7", + "CROCC", + "CLEC11A", + "CFAP126", + "DNAH9", + "CACNA1A", + "DBIL5P", + "ATG9A", + "BCL11A", + "ARIH2OS", + "B3GALT6", + "CRYBB3", + "CHN1", + "ARL13B", + "CHD1", + "CCNQ", + "CIAO2B", + "CNOT7", + "CUX2", + "CD36", + "COPB1", + "CDKL3", + "COL4A4", + "CRNKL1", + "CPQ", + "CLRN2", + "CHST9", + "CMC2", + "CCR7", + "COX6A2", + "CMPK2", + "CDHR3", + "CMC1", + "CEACAM19", + "CCDC66", + "CKB", + "CDKN2A", + "CHERP", + "CNGA3", + "CPNE6", + "CPLANE2", + "COA5", + "CRNN", + "CCDC69", + "BBS10", + "CAP1", + "CTU2", + "CZIB", + "CCNJ", + "CMAHP", + "CHD1L", + "CD302", + "CHM", + "CLIC1", + "CLN8", + "CYP26A1", + "CD8A", + "CASC3", + "CPA5", + "CES5A", + "CHGA", + "CBFA2T3", + "CFL2", + "B4GAT1", + "CBLL1", + "CLN6", + "COPS6", + "DEFB125", + "CISD1", + "CDS1", + "CMKLR2", + "ATL2", + "CCNA2", + "CSN2", + "CNTNAP5", + "CPB2", + "CLDN20", + "CRYBA2", + "CLDN14", + "COX20", + "CIMAP1A", + "CBX4", + "CALCRL", + "CD52", + "CRTC3", + "COL20A1", + "CPO", + "CIB2", + "CHST14", + "BHLHA15", + "COG7", + "CD55", + "CCT2", + "C11orf98", + "CHST12", + "BRI3", + "DCTN1", + "DELE1", + "CHFR", + "CATSPER4", + "CR2", + "CLNS1A", + "CNTNAP1", + "CRAT", + "CD40", + "CNTN2", + "CGREF1", + "CWF19L2", + "CP", + "CIPC", + "CMBL", + "BSDC1", + "CNGB3", + "CREB3L1", + "CCDC93", + "CLSTN3", + "COA6", + "CHIC2", + "DGKG", + "DCDC2C", + "COMMD8", + "DRG2", + "DGKB", + "C4orf17", + "CCNC", + "CHRDL2", + "CYP4F22", + "CPXCR1", + "COG5", + "COL6A3", + "BMX", + "CLEC16A", + "CLK1", + "DCAF4L2", + "CCP110", + "CHUK", + "COG6", + "CDKL5", + "CXCL3", + "CRHBP", + "CERS2", + "CST2", + "CCR2", + "CDON", + "BCAP31", + "COMMD2", + "COL4A5", + "CLDN5", + "CTSW", + "DMPK", + "COX7C", + "COQ2", + "CDKN3", + "CCL8", + "CARHSP1", + "CPLX1", + "DDB1", + "CETN3", + "CH25H", + "CHRAC1", + "COL24A1", + "DBH", + "ATP6V1G3", + "CLTC", + "CNNM3", + "CES2", + "CORO7", + "DSC1", + "CCT3", + "CNOT2", + "CPT2", + "AUNIP", + "CECR2", + "CGAS", + "CCNB3", + "CRHR1", + "CGNL1", + "DNAI7", + "CPSF7", + "C8orf74", + "COQ10A", + "CRTAP", + "CHORDC1", + "DKK2", + "CUL1", + "CYP1A2", + "CADPS2", + "COBLL1", + "CYP46A1", + "CLCA3P", + "CHAD", + "CNTN3", + "CLIP2", + "CHMP2A", + "COX19", + "COMP", + "CNPY1", + "DCHS2", + "CDK14", + "CEP104", + "COL8A2", + "CREBBP", + "CHI3L1", + "CSNK1G3", + "DGCR5", + "CAPN7", + "CMTM4", + "COX7B", + "CTH", + "CD300C", + "C1orf216", + "CCNE2", + "ATP1B4", + "CRISP1", + "COPG1", + "CORO2A", + "DIP2B", + "CCNP", + "CTNS", + "CRIPT", + "CYP51A1", + "CSTPP1", + "DCP1A", + "CDCA8", + "COASY", + "CDKN2AIPNL", + "DLX5", + "CLVS1", + "COPB2", + "CTSZ", + "COL6A6", + "CORO1A", + "CRB3", + "CLYBL", + "DHH", + "CLCN5", + "CYP19A1", + "CRYGA", + "DLX4", + "CPNE5", + "DBNL", + "CPAP", + "DBX1", + "CBR3", + "DEPDC5", + "CHLSN", + "COPE", + "CTBS", + "DACT2", + "CMTM6", + "CLP1", + "CLN3", + "CPEB3", + "CITED2", + "CEP76", + "CPAMD8", + "CHST3", + "COPRS", + "CTCF", + "CRACR2B", + "CLPTM1L", + "CAMK2N2", + "CLEC4G", + "DHX58", + "DBT", + "DCLK2", + "CIAPIN1", + "CNOT8", + "CD96", + "CELSR3", + "CSNK1G2-AS1", + "CST9", + "CPZ", + "DERA", + "CDK2AP2", + "DTX3", + "CLSPN", + "DIPK1B", + "CLEC3A", + "CTDP1", + "CIMIP4", + "CKAP4", + "DENND5B", + "CTSV", + "DENND4B", + "CREB3L3", + "CIB1", + "CORO6", + "CD320", + "CFAP52", + "CRBN", + "CSF1R", + "CISH", + "DAND5", + "CYP7A1", + "DBX2", + "DAW1", + "CHRNE", + "DUSP19", + "CFAP210", + "BCO1", + "CIMAP2", + "CRYBG3", + "COL6A5", + "DPH6", + "DCAF8", + "CPPED1", + "CEP135", + "C17orf58", + "CRTAC1", + "CCNF", + "CCDC159", + "CTPS2", + "CTBP1-DT", + "DNAJC3", + "CKM", + "CHRNB4", + "CHST7", + "CAPNS1", + "DLGAP3", + "DCAF4", + "COX18", + "CTSE", + "CNMD", + "CST8", + "CPB1", + "DCAF12", + "CAPN6", + "DHRS2", + "CYB561A3", + "DACT3", + "CYLC1", + "CLDN1", + "DCTD", + "CEP250", + "COQ8A", + "CKMT2", + "DBNDD1", + "CPNE8", + "DMAC2", + "C17orf78", + "C7orf25", + "CORO2B", + "BMP4", + "CPTP", + "CNTD1", + "CLDN4", + "DCAF15", + "DCAF12L1", + "CILP2", + "CSE1L", + "ANTXR2", + "CCNG2", + "CEP15", + "CEP192", + "CD38", + "CLECL1P", + "DARS1", + "DIP2C-AS1", + "CFAP144P1", + "DOK5", + "CSN3", + "DNAL1", + "CHST6", + "CFAP44", + "CLEC2D", + "CWC22", + "CNN1", + "DRC3", + "CREB5", + "CDC42EP2", + "CCDC122", + "CST5", + "CRYBA1", + "COL21A1", + "DGCR8", + "DYDC2", + "CTSL", + "BDH2", + "DSG1", + "CLDN19", + "DEPDC1B", + "CBX8", + "DCAF17", + "COX10", + "EWSAT1", + "CRP", + "COQ9", + "DDC", + "CRYGC", + "CTCFL", + "EMID1", + "CRTAM", + "COLCA1", + "CYP4B1", + "CYSTM1", + "CRYGB", + "DIPK2A", + "EPHA1", + "CDKN2AIP", + "CSNK2A2", + "CLDN22", + "CMPK1", + "CSMD2", + "DIABLO", + "DEGS2", + "DDX20", + "CD180", + "CRLS1", + "DNAJC15", + "COPA", + "FRMPD1", + "CYP2C9", + "CYMP", + "COX4I2", + "CWH43", + "CCDC61", + "COA7", + "DUSP13A", + "C3orf33", + "CYB561", + "CEP85", + "DENND1A", + "CSGALNACT2", + "CERS5", + "CPS1", + "DCHS1", + "EFCAB2", + "DDX51", + "DEPDC1", + "DOLK", + "ANAPC15", + "CDC14B", + "CPM", + "COMMD4", + "COX7A2L", + "DCAF11", + "CYP2R1", + "CHKA", + "CLK2", + "CLPP", + "CD6", + "CTSS", + "DLK2", + "DMKN", + "CLUL1", + "CXCL8", + "EGLN3", + "COL13A1", + "DESI1", + "CSPP1", + "CTNNB1", + "CSF2", + "CLEC9A", + "FGF3", + "CUL4A", + "CRY1", + "CRIP3", + "CRABP2", + "CYB5RL", + "ENDOG", + "CSDC2", + "CTSF", + "CST1", + "DCLRE1A", + "CYFIP1", + "DENND11", + "CYP3A7", + "DEPDC4", + "CCL27", + "DNA2", + "BIN2", + "DHPS", + "CLEC4D", + "CALHM4", + "CSRNP1", + "COL1A1", + "EFCAB13", + "CKS2", + "CYBA", + "EME1", + "CCNYL1", + "CARD19", + "FBXO24", + "DDX47", + "COL7A1", + "CLC", + "CAVIN1", + "DHFR2", + "CMTR2", + "COX11", + "COL1A2", + "DYNLT4", + "CYP4X1", + "CXCL5", + "CTSG", + "CLTRN", + "FAM209B", + "CDC23", + "CLEC20A", + "DUSP28", + "CTSA", + "DGCR2", + "CRYM", + "DSG3", + "DNAJC16", + "CDC34", + "CACHD1", + "CRYBA4", + "COL4A2", + "CFAP251", + "CST6", + "CYP2E1", + "GML", + "COPS9", + "DUSP5", + "FANCD2OS", + "DNAJC18", + "E2F1", + "CYB5R2", + "CYLC2", + "CLVS2", + "CTR9", + "CSTB", + "CHD3", + "CTF1", + "CTTNBP2NL", + "COL5A1", + "DNAI2", + "CRYL1", + "CREM", + "DHX16", + "CHCHD3", + "CRIP1", + "DGAT2", + "COMMD10", + "CENPBD1P", + "DTWD1", + "CSRP2", + "COMT", + "COL16A1", + "DSE", + "DCLRE1B", + "C2orf69", + "CXCL12", + "CYP2C18", + "DDX60L", + "CTRB2", + "CXCL13", + "DCAF12L2", + "DES", + "CFAP53", + "DCLK3", + "CD83", + "DOHH", + "CRAMP1", + "CNR2", + "DRD3", + "CPEB2", + "EEF1AKMT1", + "CNPY2", + "CPD", + "CLEC2L", + "CUL9", + "COX14", + "CIMIP1", + "DLGAP4", + "DNAJC6", + "COL11A1", + "CPED1", + "CYP27C1", + "H4C1", + "CSGALNACT1", + "CREBL2", + "H2BC3", + "DLG4", + "CLMN", + "CBLN1", + "CSNK1E", + "DAD1", + "CYB5R1", + "COL5A2", + "CREBRF", + "FAM131A", + "COX16", + "DPH3", + "CTTN", + "DMTF1", + "CRYBG2", + "BAHD1", + "FBLN7", + "ELK4", + "CISD2", + "DEGS1", + "DCAF8L1", + "CST7", + "DNAJC5G", + "DUS3L", + "DENND2B", + "CLIP4", + "DNAH3", + "CRKL", + "CYP1A1", + "DCAF13", + "DCK", + "DUSP4", + "DAAM2", + "EMILIN1", + "ENTHD1", + "DGKI", + "CYP26B1", + "ERN1", + "CFAP144", + "DNAJB1", + "CTAGE1", + "DSCC1", + "DMBT1", + "CLXN", + "CREB1", + "CSTL1", + "EEIG2", + "DNAI1", + "CRIPTO3", + "CSNK1G1", + "EVX1", + "DCP2", + "CIAO1", + "CSPG5", + "CRABP1", + "DCUN1D5", + "DMC1", + "DNAJC14", + "CYP27B1", + "FIGLA", + "DHDDS", + "CXCL16", + "CNOT6L", + "CSF3", + "COL15A1", + "DUS2", + "FAM27E5", + "DOP1A", + "CLIP3", + "CHSY1", + "CWC15", + "DDX39A", + "CMAS", + "ERF", + "DOK4", + "DRC1", + "FER1L5", + "DLEU1", + "CCDC28A", + "CPNE9", + "DAP3", + "CYP3A5", + "COQ10B", + "CTHRC1", + "CHCHD2", + "CTSB", + "CDKN2D", + "DDX41", + "DIRAS2", + "DDIT4L", + "DPM3", + "CSRNP3", + "COL3A1", + "CST3", + "FDCSP", + "DUOXA2", + "FBXO10", + "EIF1AD", + "EPCIP", + "DCAF16", + "CENPO", + "ENHO", + "DPY19L1", + "FBXL15", + "FSTL4", + "DMRTA1", + "GADL1", + "COLEC12", + "CREB3L2", + "DNAAF3", + "CNNM2", + "DAOA", + "CDHR1", + "CYP1B1-AS1", + "DPP7", + "DNAJB2", + "DUSP5P1", + "CWF19L1", + "CPSF3", + "CYSLTR2", + "EZR", + "CYB5R4", + "DCPS", + "DKK4", + "CYP39A1", + "CFB", + "FITM1", + "CRYAB", + "BCAM", + "GOT1L1", + "DDX54", + "CYP2C19", + "CTNNA2", + "ERICH5", + "COTL1", + "CASP3", + "EPHB1", + "DLGAP5", + "CRLF3", + "HAGHL", + "CNTLN", + "CCL4", + "CCDC59", + "EPCAM", + "DNAJA4", + "FAM50B", + "FAM170A", + "COPZ2", + "CLK4", + "COMMD5", + "EDDM3A", + "DFFA", + "EFCAB11", + "DALRD3", + "ELAVL2", + "CATSPERB", + "CD3G", + "CRX", + "CLDN24", + "FASLG", + "EAPP", + "CLINT1", + "GSX2", + "GRIA2", + "DDX59", + "CELSR1", + "EML3", + "GAL3ST4", + "DBI", + "CRISP3", + "CHN2", + "FLJ30679", + "GDPD2", + "DCTN2", + "CPSF4", + "DHRS7C", + "CRLF1", + "COMMD1", + "COG1", + "DNAJB11", + "CX3CL1", + "BLCAP", + "EML4", + "COL6A1", + "CNTFR", + "EPHX2", + "DNAJC12", + "DPF2", + "BLTP2", + "BCL9L", + "DPCD", + "CYP7B1", + "CILK1", + "CLDND1", + "EBF4", + "DNHD1", + "FIZ1", + "ELF3", + "CACUL1", + "CYB5B", + "CAPRIN1", + "COPS3", + "FARSA", + "ESPL1", + "DDX50", + "COX4I1", + "FEV", + "COPS4", + "AZIN1", + "E2F5", + "CSTF1", + "DUSP11", + "DRAM1", + "DCAF10", + "EXOC3", + "DBR1", + "CCDC18", + "D2HGDH", + "DYNC2H1", + "EXTL1", + "GUCY1B2", + "FAM170B", + "EVPL", + "CCS", + "EXPH5", + "CYB5A", + "CSN1S1", + "DEFA6", + "DLGAP1", + "DDX6", + "DISP1", + "DXO", + "CPT1A", + "CYTH1", + "EQTN", + "EPHB2", + "DUSP18", + "CXCR5", + "DDX31", + "DDRGK1", + "DNAJC2", + "BTBD1", + "DSEL", + "COL25A1", + "CUL4B", + "DEDD2", + "CXCL1", + "DTX4", + "GRM3", + "ELP4", + "EEF1AKMT3", + "DHRS1", + "DCDC1", + "DNAI3", + "CTSC", + "CTLA4", + "ERLIN1", + "CST9L", + "FLJ13224", + "ELANE", + "CMTM8", + "EXOC8", + "CRYGD", + "CPOX", + "CSNK1G2", + "CNFN", + "COMMD3", + "FOXM1", + "FEZF1", + "EPN3", + "CHRNB3", + "H4C7", + "EBI3", + "OR4P4", + "BCO2", + "LCN15", + "EMX2", + "EMILIN3", + "FGGY", + "CDKN1B", + "CLUHP3", + "CRISP2", + "EDN3", + "DMWD", + "DUSP3", + "DHX35", + "CYP4F11", + "FBXL9P", + "FBXW8", + "BARHL1", + "DNER", + "CRACD", + "GSX1", + "FAM13C", + "FBXW11", + "DPPA4", + "FAM177B", + "GABRR2", + "DOP1B", + "CPA2", + "GKN2", + "EBNA1BP2", + "DNAJA3", + "DYNLT3", + "CFAP141", + "C8orf44", + "DAP", + "HORMAD2", + "DCBLD2", + "CNPY4", + "MSH4", + "EEF1D", + "GRIK5", + "DDX39B", + "FAM107A", + "DNAH6", + "CEP120", + "DNMT3A", + "DNAJB6", + "EDAR", + "CLEC4A", + "FANCB", + "CHMP4B", + "GSK3B", + "CYP2S1", + "DRAP1", + "DCLK1", + "GPR141", + "DUOX2", + "CXCL2", + "GLIPR1L1", + "DNASE2", + "DOCK10", + "FAM161A", + "DICER1", + "CNIH1", + "ERBIN", + "GPR108", + "DBF4B", + "FN3K", + "FFAR4", + "DPEP3", + "DNAJB7", + "EDDM3B", + "DDAH2", + "EVA1C", + "CLOCK", + "EREG", + "CDC42EP4", + "CHSY3", + "CLIC3", + "ECT2", + "DKK3", + "GNAO1", + "CSMD1", + "ERLIN2", + "GLIS3-AS1", + "GNG4", + "DNLZ", + "DEUP1", + "DNASE1L2", + "FAM184B", + "CR1", + "DOLPP1", + "FAM135B", + "FAF2", + "ENPP3", + "EPHA7", + "CYP4F8", + "DTYMK", + "CHMP2B", + "CRADD", + "CNDP2", + "CCND2", + "GSG1L", + "DEFB128", + "FUNDC1", + "HNRNPL", + "DTNBP1", + "ERG", + "HAO2", + "CDAN1", + "DDX17", + "CXCL14", + "DHCR24", + "CREG1", + "EZH2", + "DOCK4", + "DLGAP2", + "FASTKD3", + "CPNE7", + "E2F7", + "DNAH17", + "DCN", + "CXADR", + "FANCD2", + "FCAMR", + "DZIP3", + "DCTPP1", + "DCANP1", + "COL9A2", + "OR10J3", + "DEPP1", + "CTSD", + "DNAL4", + "CNBD2", + "EFCC1", + "DDX42", + "CACNG5", + "CDK2AP1", + "F2RL2", + "DIS3L", + "FAM118B", + "FOXH1", + "FGF16", + "EGR4", + "DNTT", + "ERCC8", + "CLEC10A", + "CUTC", + "DUSP14", + "DHRS11", + "FAIM2", + "EN1", + "GABARAPL3", + "GAS8-AS1", + "EPHX4", + "DIO1", + "FBLIM1", + "CSRP3", + "EGFL7", + "ERCC6L", + "CUTA", + "FAM234B", + "EIF2B1", + "HSD3BP4", + "CRYZ", + "KTN1-AS1", + "EIF2B3", + "FAM216B", + "ENAH", + "EDEM3", + "GRM2", + "ELFN1", + "GABRA6", + "CAMK1", + "DLL3", + "DNAJC7", + "FAM120AOS", + "DOCK11", + "FADS6", + "ENOSF1", + "CATSPER3", + "FGA", + "GABRB3", + "DLEU2", + "DOK2", + "CLCC1", + "EBP", + "CRELD1", + "DTD2", + "EPB41L3", + "IRS4", + "FANCA", + "EMILIN2", + "HESX1", + "FADD", + "DDX4", + "ENPP7", + "EPOP", + "CREBZF", + "DOK7", + "EXD2", + "ESRP2", + "COX6B1", + "FAM219B", + "CES4A", + "DMGDH", + "DKK1", + "ESR2", + "DNAJC25", + "CTIF", + "FANCF", + "GRIA1", + "FMO4", + "CRYBB1", + "DVL3", + "ENO3", + "HS6ST3", + "ETV3L", + "GPR78", + "EPHA8", + "DCSTAMP", + "CHTF18", + "FOXI2", + "CYB5R3", + "CLPX", + "DLEU7", + "EPX", + "LRRN1", + "DIS3", + "DIMT1", + "CENPN", + "DEF8", + "DDX10", + "FXYD2", + "DLX6", + "EMD", + "IL11", + "DYRK2", + "GPR87", + "IPPK", + "FRK", + "CHTF8", + "CCDC62", + "DUSP12", + "DOK3", + "CLEC4F", + "KLF14", + "DPM2", + "FKBP8", + "FYTTD1", + "FERMT1", + "EGR2", + "OR5AU1", + "CLDN11", + "GNL2", + "DHX38", + "DAPK3", + "CEP19", + "FGL1", + "FZD1", + "F8", + "GNMT", + "EPB41L4A", + "DNAH14", + "CARD6", + "COQ6", + "DCP1B", + "ENO2", + "CMTM3", + "ICAM4", + "DLL4", + "GJB1", + "DDI2", + "EEF2", + "HEATR4", + "COPZ1", + "CPNE3", + "EIF2B4", + "DLG2", + "DEFA4", + "ELMOD2", + "CETN2", + "ECM2", + "DAG1", + "RNF121", + "FCRLB", + "ILDR1", + "CCK", + "FSD1", + "EHBP1L1", + "CMTR1", + "EDN1", + "DACH1", + "ESRRB", + "FABP2", + "CYP3A43", + "DIRAS1", + "EXD1", + "DIO2", + "PRSS41", + "DCUN1D3", + "EBLN1", + "DDX3Y", + "CIART", + "MTFR1L", + "CRMA", + "COP1", + "GJC1", + "CST4", + "CHRNB2", + "DMAC1", + "DRD4", + "DBP", + "FCSK", + "FLJ42393", + "RGR", + "E2F3", + "CNTN5", + "CSTA", + "EEF1A1", + "ESYT3", + "GABRB1", + "DTNA", + "DNAJC24", + "SLC34A1", + "FBXO7", + "DBF4", + "DDIT4", + "DAGLB", + "DSCAM", + "EFTUD2", + "ETV1", + "DISP2", + "EEFSEC", + "FAM241B", + "CXXC1", + "HHLA1", + "COA8", + "DPY19L2", + "CTSO", + "GTF3C2", + "DDI1", + "ETAA1", + "DAO", + "GAS8", + "FAM174A", + "NPAS4", + "HEXA", + "FAM83A", + "FA2H", + "DSN1", + "FAM32A", + "DDX46", + "EP400", + "GRIK2", + "CUL5", + "ITGAD", + "DPF1", + "EPO", + "FAM47B", + "CD58", + "HAPLN4", + "FBXO43", + "OR9G1", + "DYNLT2B", + "DNAJB14", + "HOATZ", + "CSNK2B", + "FEZF2", + "GATA1", + "DDX28", + "EGLN2", + "CNBD1", + "CUL3", + "CHAC2", + "GFRAL", + "ELAVL3", + "DUSP8", + "FAT3", + "GSTA2", + "SIGLEC6", + "FSIP1", + "CYB5D1", + "FKRP", + "DRP2", + "DACH2", + "ZSCAN10", + "DUT", + "FAM151B", + "CLPS", + "DRGX", + "ENOPH1", + "FAHD2A", + "FABP3", + "CUBN", + "EXOC6", + "COL18A1", + "CDK10", + "LCE4A", + "DNM1P35", + "CFAP73", + "OTUB2", + "GLYR1", + "FGF6", + "BBS5", + "ERVW-1", + "CDR2", + "FBXL17", + "COPG2", + "DGKD", + "DMRT1", + "ETFA", + "CRISPLD1", + "DNAI4", + "ZNF775", + "EML6", + "CSDE1", + "CYTL1", + "FAM167B", + "DNASE1L3", + "DDX5", + "SPATA3", + "DAGLA", + "FER", + "HID1", + "FTL", + "OR10AG1", + "FZD5", + "IDI2-AS1", + "FAM13A", + "COL10A1", + "GPR31", + "CEACAM1", + "FAAH2", + "CIDEC", + "LINC02875", + "ENO1", + "EXTL3", + "CTDSP2", + "ELFN2", + "DGKA", + "IRGC", + "GREB1", + "EGFLAM", + "GRID2", + "EYS", + "ERCC1", + "NEUROD4", + "FNDC5", + "LY6G6E", + "KDM2B", + "FRMD7", + "LYG2", + "RMND5A", + "EIF3K", + "EOMES", + "DRAM2", + "CYP26C1", + "CHRNA3", + "DNAJC13", + "RORC", + "CYP4F2", + "ENPP2", + "EXOSC10", + "CXCL10", + "UCMA", + "CPE", + "HS3ST2", + "FSHR", + "TAF6L", + "DDX27", + "FAM114A1", + "CKAP2L", + "CHCHD5", + "DPY30", + "PRLHR", + "CMTM7", + "OR2C1", + "CPNE4", + "ECSIT", + "FUT6", + "ERCC6L2-AS1", + "NALF2", + "ERCC6", + "DUSP1", + "GRAMD2A", + "COX6C", + "ELOVL6", + "FBXO16", + "CXCR2", + "CYSRT1", + "OR10A3", + "GALNT8", + "DZANK1", + "CFI", + "DUSP6", + "FBP2", + "FBXO34", + "EFCAB7", + "CLDN6", + "CSK", + "DENND5A", + "FSD1L", + "ERMN", + "F2", + "FDX1", + "DDX23", + "FAM53B", + "ERCC5", + "CYTH3", + "DYNAP", + "DCXR", + "GRM4", + "NIPA1", + "F12", + "GGACT", + "HTR6", + "CSPG4", + "FCGRT", + "EPB42", + "DNTTIP2", + "HIPK4", + "CFAP299", + "ELOVL2", + "FSCN2", + "CXCL9", + "DYRK1B", + "GSTO2", + "DIO3", + "KIAA1549", + "FAM114A2", + "FAM83B", + "HAO1", + "H2AC21", + "F11R", + "POU2F1", + "EPHA6", + "EPB41", + "NRG2", + "HIF1AN", + "HOGA1", + "HASPIN", + "ITIH4", + "HAND2", + "EDNRB", + "EBAG9", + "GNG12", + "IHH", + "GALNT16", + "COX15", + "DDX60", + "XPO5", + "DCTN3", + "DDX56", + "OR5D13", + "ERV3-1", + "H4C16", + "DHX8", + "DRICH1", + "FOXL2", + "EVI5L", + "CROCCP2", + "KLHL12", + "KPNA7", + "ERBB3", + "EIF2B2", + "ELP3", + "DEPDC7", + "IFNA6", + "GKAP1", + "ELL2", + "KIF2C", + "RMND5B", + 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b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_COVID-19.json index b063418650bf15329458478232606121d98249d2..499b437b3ee32b1f67862de7050d56cc9e79f731 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_COVID-19.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_COVID-19.json @@ -1,300 +1,156 @@ { "significant_genes": { "Variable": [ - "A1CF", - "ABCB1", - "AASDH", - "AAK1", - "ABHD17B", - "ADAMTS14", - "ABCB10", - "ADPGK", - "ABHD14B", - "AADAT", - "ACAD11", - "AAGAB", - "ADAT2", - "ABCC5", - "ABCA9", - "ADAMTS6", - "ABCA17P", - "ARHGAP1", - "ADAM33", - "ADAM12", - "ABCG1", - "ABHD17C", - "AOPEP", - "AA06", - "CENPO", - "ANXA1", - "ALPK1", - "ACTA2", - "ACSS2", - "AKNA", - "CRTAP", - "AFF3", - "MEAK7", - "ADCY1", - "ADAMTS1", - "ABTB1", - "DCUN1D5", - "ANKRD35", - "AGPAT5", - "AKAP13", - "AIFM3", - "ABHD16A", - "ADAM1A", - "ARL17A", - "ASB3", - "AXIN2", - "ANKFN1", - "C1QTNF7", - "FAHD2CP", - "ABI3BP", - "MEAF6", - "PRR19", - "ARHGEF11", - "TMEM127", - "ADAMTS16", - "ATG10", - "ACSL5", - "ACTG2", - "AGAP6", - "ASPH", - "SIMC1", - "ADAMTS12", - "ADNP", - "ANAPC1", - "ANKRD10", - "ARID3A", - "UBE2E2", - "MIR195", - "ANKRD9", - "ALDH1L2", - "ATF6", - "CA13", - "ALDOA", - "ACTB", - "FEM1A", - "INSR", - "FKBP5", - "AKAP17A", - "LINC01551", - "TMEM248", - "VPS33A", - "ATL1", - "MCHR1", - "AGAP2", - "WDFY2", - "HOXA-AS2", - "COL3A1", - "CMYA5", - "ASXL2", - "MIR497", - "ARL17B", - "MIR497HG" + "CCDC38", + "FLYWCH2", + "FHDC1", + "OR2F1", + "INO80E", + "ALKBH6", + "GPX2", + "CABYR", + "C1QTNF4", + "CST4", + "APOL2", + "OR52E4", + "DNAJC5G", + "ARTN", + "C10orf90", + "AKR7A3", + "ANKDD1B", + "RYR1", + "AFP", + "FIGNL1", + "GPBP1", + "OR51I2", + "NPAS4", + "HEY1", + "KIF25", + "KRTAP5-9", + "SPIN4", + "DHX35", + "GPR180", + "KRBOX4", + "GAL3ST3", + "NDFIP1", + "MGA", + "NUP35", + "SRBD1", + "GPR158", + "RXRG", + "SLX4", + "GPRIN1", + "LARGE1", + "SBSPON", + "WNT1", + "DOLPP1", + "KRTAP1-5" ], 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"selection": { - "precision": 0.7604443749022062, - "recall": 1.4285714285714284, - "f1": 0.9922689075630252, - "jaccard": 0.5002733734281029 + "precision": 0.4651162790697675, + "recall": 0.25, + "f1": 0.3252032520325204, + "jaccard": 0.1639344262295082 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Chronic_kidney_disease.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Chronic_kidney_disease.json index 2999082d956983a6c19819170a472a451ca5df2d..74101ddfa48ab4ab78789683701a80d4b7679a73 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Chronic_kidney_disease.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Chronic_kidney_disease.json @@ -1,576 +1,12762 @@ { "significant_genes": { "Variable": [ - "AADAT", "A1BG", - "ABCA17P", - "ABCB1", - "A2MP1", - "AA06", - "ABCF1", - "ABCG1", - "AASDH", + "A2ML1", + "AADAT", + "A4GNT", + "AAAS", + "A2M", + "AARSD1", + "AAGAB", + "AATF", + "A4GALT", + "ABCB8", + "AANAT", + "AAA1", "AAK1", + "ABCG2", "AADACL2", + "ABCD2", + "ACAD9", + "ABCB6", + "AATK", + "AARS2", + "AACS", + "ABCA12", + "A1CF", + "ABCA1", + "ABCC11", + "AAMDC", + "ABCA13", + "ABCB5", + "ACAN", + "AACSP1", + "ACD", + "ACAA1", + "ABCC4", + "ACAP3", + "ABCD3", + "AASS", + "ABCF3", + "ABHD17B", + "AAR2", + "ABHD6", + "ABI2", + "ACADL", + "ABCB4", + "ABCA10", "ACKR3", - "ACER3", - "ABCB8", + "ABCB11", + "ABI3BP", + "ABHD12", + "ABRACL", + "ABR", "ABHD17C", - "ABTB3", - "ACOT4", + "ABCG5", + "ACOT12", + "ABCC5", + "ABRAXAS1", "ACAA2", - "ABCC3", - "ACSS3", - "ADAM11", + "ABCA4", + "AARS1", + "ABCB10", + "ABCC1", + "AADAC", + "ACOT11", + "ABCC10", + "ACBD7", + "ACER1", + "ABCB9", + "ABCC12", + "ACTL10", + "ABHD16A", + "AADACL3", + "ABCA7", + "ABL1", + "ACBD6", + "ACBD3", "ABHD2", - "ACTR8", - "AARS2", - "ACBD5", - "ABHD12", - "ABRAXAS1", - "ABCC11", - "ACTR2", - "ADAM12", - "ABCC9", - "ADAMTS9", + "ABCC2", + "ABCA15P", + "ABCD4", + "ABHD5", + "ACAT2", + "ABHD12B", + "ABLIM3", + "ADAM7", + "ABCC6", + "ACER2", + "ABCA6", "ABHD4", - "ADPGK", - "ACOT8", - "A1BG-AS1", - "ABCB10", - "ACP6", - "ADH4", + "ACOX2", + "ACADM", + "ABRAXAS2", + "ABHD15", + "ABHD8", + "ACSM3", + "ACIN1", + "ABO", + "ACTL6B", "ABI3", - "ACAD11", - "ADAMTS10", - "ABCC5", - "AAGAB", + "ADAM11", + "ACACA", + "ACTRT1", + "ACO2", + "ACOX3", + "ACTL8", + "ACAT1", + "ADAMTS15", + "ABHD11", + "ABLIM2", + "ACTR3C", + "ACSM4", + "ACE2", + "ACRV1", + "ABCB7", + "ADAD2", + "ABTB1", + "ACKR4", + "ABCF1", + "ACVR1", + "ACP5", + "ACVR1B", + "ABCG8", + "ACTRT2", + "ACOT4", + "ACADS", + "ADAM2", + "ABHD10", + "ACSM5", + "ADAM30", "ABCA9", + "ABCG1", + "ABL2", + "ACP1", + "ADAM5", + "ADAMDEC1", + "ACTG2", + "ACY3", + "ABHD14B", + "ABHD3", + "ACTR5", + "ABRA", + "ADAMTS6", + "ADAMTS19", + "AASDHPPT", + "ACSF2", + "ACSBG1", + "ADHFE1", + "ACOD1", + "ACTN4", + "ADAMTS13", + "ACAD8", + "ADAM9", + "ACAP2", + "ADCK5", + "ABT1", "ACSM2A", - "ABI3BP", - "ABCB5", - "ACTG1P4", - "ABHD12B", - "ADAM22", - "ABCC4", - "ACSM2B", - "ACBD6", - "ABCA5", - "ACAP3", - "ACAP1", - "ACSL5", - "ADAM23", + "ACO1", + "ADAMTS3", + "ADAMTSL5", + "ACCS", + "ADAMTS4", + "ACER3", + "ACACB", + "ADAMTS9", + "ACP6", + "ADAMTS18", + "ACP7", + "AFF2", + "ADAMTSL4", + "ACOT13", + "ACTL6A", + "AKNAD1", + "ACVR2B", + "ADGRB3", + "ABCA2", + "ALB", + "ADAT2", + "ACTL7B", + "ALG12", + "ABHD13", "ABHD18", - "AHSA2P", - "ADAMTSL1", - "AASDHPPT", - "ADCY5", - "ACY3", - "ACAD10", "ADAM33", - "ACP4", - "ACCS", - "ABCG8", + "ACRBP", + "ADCY2", + "AGBL2", + "ADH7", + "ABCA3", + "ADGRF1", + "ADAM28", + "ADAMTS5", "ADAMTS14", - "ADI1", + "ALKBH6", + "AK8", + "ABCD1", + "ADRM1", + "APOC4", + "AFG3L2", + "ACVRL1", + "ACTN1", + "AKAP3", + "ADAMTS2", + "ADCK1", + "AGFG2", + "AGTRAP", + "AIPL1", + "ACADVL", + "ACAP1", + "ACTR8", + "ADGRE4P", + "ACTA2", + "ACP4", + "AGXT", + "ABCA8", + "ANKRA2", + "ACTMAP", + "ADAM18", + "ACVR1C", + "ACSF3", + "AGBL5", + "AGAP1", + 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"ADCY9", + "ANKRD9", + "AFMID", + "APOM", + "ADGRG3", + "ADAP1", + "APOL5", + "ADCY8", + "ADGRG7", + "AFDN", + "AKAP7", + "AKAP10", + "ALOXE3", + "ADGRG5", + "ASIP", + "ALDH18A1", + "ANKS6", + "ANKRD13C-DT", "ADCY1", - "ACTR3", - "ACOD1", - "AR", - "ACVR2A", + "ABHD1", + "ADA", + "ATP2A1", + "ANP32D", + "APC2", + "ADGRF3", + "ALS2", + "AKR1C8", + "ALDH16A1", + "ACBD5", "AOPEP", - "CNOT3", + "AP5M1", + "ADM2", + "AGER", + "AMT", + "AMHR2", "AKT1S1", - "ACAD9", - "ACOT12", - "ACTB", - "ALKBH2", - "ADD2", - "CHKB-DT", - "ACTRT3", - "ZXDA", - "AKAP5", - "ADAP2", - "AGPAT5", - "ADM5", - "ALG5", - "ACTA2", - "CUX1", - "ACSS2", - "ADH1B", - "ADCY10P1", - "ABCC13", - "ADAMTS7", - "CLSPN", + "APCDD1L", + "AHCYL1", + "ANKRD45", + "AK5", + "APBA3", + "AMPH", + "ADGRG1", + "ANKRD30A", + "ANO1", + "ANKAR", + "APOBEC4", + "ADH1A", + "ANAPC13", + "ADCY3", + "AMMECR1L", + "ACKR1", "AGPAT4", - "ADAT2", - "CFAP184", + "APBB1", + "ANTXR1", + "AIMP1", + "ANKRD18A", + "ANKH", + "ARHGAP33", + "ASIC2", + "ADIPOR1", + "ANKRD53", + "AGRN", + "ASB2", + "ALOX15B", + "AASDH", + "ARMC3", + "ANTKMT", + "ALKAL1", + "ADCY4", + "ARHGEF2", + "AP5S1", + "ADD1", + "AMTN", + "ARL9", + "ADGRF2P", + "ACSS1", + "AP1B1", + "ACTR10", + "AKR7A3", + "ADI1", + "ARHGAP44", + "ANGPTL7", + "AP4E1", + "ANGEL2", + "AEBP1", + "AHSG", + "ADAMTS10", + "ASCL3", + "ADTRP", + "ALOX12", + "ADAM21", + "ALOX15", + "AHDC1", + "ABHD14A", + "ALKBH5", + "AMZ2", + "ANP32E", + "AGPAT2", + "AJUBA", + "ALG5", + "ADGRL2", + "ALPK3", + "AGAP2", + "ANGPT1", + "ADCK2", + "ANKRD31", + "ALDH1L1", + "ACP3", + "ANO8", + "ANKS1B", + "ALPG", + "AGR3", + "ACTR1A", + "ALG1", + "AIRE", + "ASB11", + "ASB14", + "ADGRG2", + "ALDH8A1", + "APOA1", + "AHSA1", + "ALPK1", + "ADGRE3", + "ANGPTL2", + "AGPAT3", + "APOBEC1", + "ALK", + "ANKHD1", + "ALDH6A1", + "AKR1A1", + "ARIH2OS", + "AGFG1", + "AMER2", + "ACTG1", + "ALKBH4", + "ALDH1L2", + "ANLN", + "AMBN", + "ADAMTSL2", + "ADAM20", + "AGPAT5", + "ALDH2", + "ALYREF", + "ANKMY1", + "APTX", + "ARG2", + "ARSI", + "AKAP6", + "ANXA5", + "APBB1IP", + "AHCY", + "AMMECR1", + "ANKS4B", + "ARHGEF28", + "ANXA3", + "AGA", + "AGMO", + "ALG3", + "ARL8A", + "AJM1", + "APOL3", + "AMFR", + "ADCY5", + "ATG2B", + "AHCTF1", + "AGPS", + "ASTN2", + "ADAMTS17", + "ARHGAP5", + "BAIAP2L2", + "AIF1L", + "ADISSP", + "ART1", + "AMPD2", + "AKAP12", + "ANO10", + "AEN", + "ARSG", + "ANKRD40", + "ACOT7", + "ADAD1", + "ANXA13", + "AP1S1", + "AMIGO3", + "APCS", + "ARFGAP2", + "ASPG", + "AMER3", + "BDKRB1", + "APOOL", + "AFAP1", + "ABCA5", + "ANKRD62", + "ALOX12B", + "ADH5", + "ALKAL2", + "ARHGAP32", + "ANTXR2", + "AGK", "AKNA", - "ESD", - "AHI1", - "AGAP6", - "ADAMTS6", - "BIRC6", - "APRG1", + "ASIC4", + "ARB2BP", + "ACSM1", + "AMPD3", + "AHSP", + "ARFGAP1", + "ADIPOR2", + "AHR", + "ADPRH", + "ARHGAP22", + "AFAP1-AS1", + "APOBEC3H", + "ANKRD33B", + "APOBEC3G", + "ACTBL2", + "ADCY10", + "ACY1", + "ASXL1", + "ANXA10", + "ANKRD6", + "ARHGAP1", + "AP5Z1", + "AMDHD2", + "AMIGO1", + "AFF4", + "ADSL", + "AFAP1L2", + "AIFM1", + "AMBRA1", + "ARPIN-AP3S2", + "ACTA1", + "ART3", + "ABCG4", + "ANKRD50", + "ARHGAP20", + "ARGFX", + "ANOS1", + "ARHGEF3", + "AP1S3", + "ACTC1", + "APOBEC3D", + "AQP2", + "AP1S2", + "ADGRV1", + "ANAPC5", + "ATP10D", + "ALPK2", + "AICDA", + "ADPRHL1", + "ACTR6", + "ADAMTSL3", + "APMAP", + "ALDH1A1", + "ARHGAP42", + "ASPH", + "ALX1", + "ANGPT2", + "ARHGDIB", + "AP2B1", + "ALOX5AP", + "ARHGEF37", + "BCL7A", + "ARHGEF11", + "APEX1", + "ATRNL1", + "ARL3", + "ABI1", + "APOBEC3B", + "AGTPBP1", + "ANKRD54", + "AP1M1", + "ANAPC16", + "AMH", + "ATP10B", + "ARL6", + "ARX", + "AHNAK2", + "AK3", + "ANKRD35", + "AHRR", + "ALCAM", + "ARPC4", + "ADGRF4", + "APPL1", + "ARHGAP15", + "ACLY", + "ARFGEF3", + "ANKMY2", + "ANKRD42", + "ACAD10", + "APLN", + "ANKRD7", + "ADIPOQ", + "ANKRD37", + "AMOT", + "ANP32B", + "AMOTL1", + "ATP6V1G2", + "APOH", + "ARRB1", + "ANKRD10", + "ADARB1", + "ATP11B", + "ASB1", + "ARMC1", + "ANKDD1A", + "ANGPTL5", + "ASH2L", + "ANKRD16", + "ALG8", + "ARHGAP36", + "ANP32A", "ANKFY1", - "ATP6AP1L", - "C1orf162", - "ABHD16A", - "ABHD5", - "AIFM3", - "ADGRG5", - "RPS23", - "MARCHF8", + "APOD", + "ARL13A", + "B3GALT2", + "ADAM15", + "ARRDC1", + "ADAM8", + "ARID2", + "ACTR1B", + "ANK1", + "AK2", + "BDKRB2", + "ALX3", + "BCL7C", + "ARID3A", + "ASF1A", + "ARAF", + "ATP5PF", + "ARMC7", + "ADSS1", + "AKIP1", + "AKAP1", + "ADAMTS8", + "C10orf55", + "AP4S1", + "AQP9", + "ARL11", + "B3GNT7", + "ADAM3A", + "C10orf95", + "BRF2", + "ALAD", + "BSND", + "ADAMTSL1", + "ALAS1", + "ACYP1", + "ATXN7L2", + "BCO1", + "AGO3", + "ANKRD55", + "APOL4", + "AMBP", + "BBS9", + "AGRP", + "ANGEL1", + "APBA2", + "ALG10", + "AMZ2P1", + "ARF6", + "ASZ1", + "ANKRD13B", "AGO2", - "ANKRD37", - "ABHD13", + "AKR1D1", + "ANKRD13C", + "ACVR2A", + "ARHGAP5-AS1", + "APOA2", + "ANP32CP", + "ANO2", + "ARHGAP28", + "BABAM2", + "AKAP5", + "ASB4", + "BEST2", + "ARHGAP35", + "ATOX1", + "ARHGEF7", + "AOC3", + "AIP", + "AQP10", + "ARMH3", + "AKAP8L", + "ATG10", + "BMP3", + "ALG9", + "APOBEC3C", + "AP3M2", + "AKAP8", + "ASTN1", + "ANGPTL3", + "BAIAP3", + "ARSF", + "ANKRD34A", + "AKT1", + "ATP4A", + "ARL10", + "ARID1A", + "BPIFA2", + "ARHGAP19", + "ARHGAP18", + "ATAD2B", + "ADNP2", + "ALDH1A2", + "ATP1A4", + "AP1G1", + "ANGPT4", + "ARHGEF33", + "AAMP", + "ARHGAP11A", + "BCAP31", + "AVP", + "BCAS3", + "APLP2", + "B3GNT8", + "ACSL1", + "ATF5", + "AK7", + "ARHGEF15", + "ALG2", + "ATP7B", + "ADGRL1", + "ASB8", + "AUP1", + "ATP2B2", + "BAD", "ANK2", - "CMBL", - "IER5L", - "ACTR3C", - "ABTB1", - "ANKS4B", - "APTX", - "IDI1", - "AGMAT", - "DNAJC18", - "ASB2", - "CPEB2", + "AKIRIN2", + "ATM", + "AIFM2", + "BCORL1", + "APOA4", + "ARHGAP24", + "BTNL8", + "BMP8A", + "ANO3", + "ADGRA2", + "ATP5F1A", + "ATP6V1E2", + "ARL6IP1", + "ARMC6", + "AMZ1", + "AIMP2", + "ACSS2", + "ARHGAP17", + "AP2A1", + "ATAD5", + "ACOX1", + "ARF3", + "ASTL", + "ANPEP", + "ATXN3L", + "AREL1", + "ANAPC15", + "ACADSB", + "ADH4", + "ACTR3B", + "AQP5", + "ASXL3", + "BPIFA3", + "BRIX1", + "ABAT", + "ASCL4", + "AKR1B1", + "ATP6V1C1", + "ADK", + "ARMC12", + "ADCY7", + "ARHGAP23", + "ADAMTS12", + "BCL3", + "AEBP2", + "ATP1A2", + "BPIFA4P", + "ARHGAP25", + "ASXL2", + "AGPAT1", + "ASAH1", + "ALDH7A1", + "ADGRL3", + "ADAT1", + "BCL9", + "ARMH4", + "ARID4A", + "ADA2", + "ATF6B", + "ARL4D", + "ARRB2", + "ANXA2P2", + "ASH1L", + "ATP13A4", + "AP2S1", + "BCAR1", + "C1QTNF2", + "ANXA11", + "BCAS1", + "ALPI", + "BMPER", + "BAG3", + "BET1L", + "C12orf42", + "BMP2K", + "ARL6IP5", + "APOL2", + "ANKRD39", + "ATP6V1H", + "ASB12", + "BCL6", + "ATP6V0A4", + "AURKA", + "ANKS1A", + "BTBD16", + "ACSL5", + "ANXA2", + "BPIFA1", + "ARV1", + "C16orf92", + "ADGRD1", + "ARSK", + "BCS1L", + "ATP13A2", + "BARX1", + "ASAP3", + "BCL7B", + "AKAP11", + "C15orf39", + "BHMT", + "ARF5", + "ANAPC7", + "ADAMTS1", + "ASPN", + "ATP2A3", + "AKAP14", + "AXIN1", + "AQP4-AS1", + "ANXA4", + "AFG3L1P", + "ADGRG4", + "ARHGAP39", + "AZGP1", + "ADO", + "ADPRM", + "BMP15", + "BTNL2", + "BRK1", + "AZIN1", + "ARL5B", + "ANXA2R", + "ARFGAP3", + "ALG14", + "AFG1L", + "ARL8B", + "APOL6", + "ATP2C2", + "CACTIN", + "ARHGEF1", + "BLTP2", + "ANXA1", + "ATCAY", + "ARHGAP6", + "BEX3", + "AVEN", + "ATP11AUN", + "ATXN7", + "C1QTNF6", + "C1orf116", + "ARHGEF9", + "ALDH3A2", + "BIRC7", + "AIF1", + "C15orf62", + "C5orf52", + "ATL2", + "AUTS2", + "ARL13B", + "ACTRT3", + "ARNT2", + "ATP11C", + "AP2A2", + "ADAR", + "ALOX5", + "ART4", + "ACTL7A", + "ATP8B3", + "BCORP1", + "BRCA2", + "ATG7", + "ANO9", + "AP3S2", + "BTBD1", + "ARR3", + "AQP1", + "C15orf32", + "ALDH1A3", + "ALPP", + "ASB5", + "B3GALNT2", + "C11orf58", + "AIM2", + "BCL2", + "AP3B1", + "BCAN", + "BAX", + "C3orf49", + "C19orf67", + "ATAD2", + "B3GALT1", + "BAP1", + "ATP12A", + "ATG9A", + "ANXA7", + "ARHGAP4", + "ANKRD12", + "BCL2L15", + "BACE1", + "C10orf71", + "ATR", + "ADSS2", + "ATP23", + "BRPF3", + "ANKRD40CL", + "ARHGEF6", + "ATG2A", + "ALDH3B1", + "ATG12", + "C12orf43", + "AMIGO2", + "ARMC2", + "C3orf22", + "APOBEC2", + "ARL5A", + "C11orf16", + "ASIC5", + "ANKFN1", + "BOD1", + "ATXN7L1", + "ANKRD46", + "AGGF1", + "ANKEF1", + "ATP1A3", + "BDH2", + "BBOF1", + "BCKDK", + "BLM", + "AKAP4", + "ALDH9A1", + "AQP8", + "BPIFB2", + "ARHGDIA", + "BCKDHA", + "ARHGEF5", + "ARID1B", + "ARHGAP30", + "C11orf40", + "ARHGAP40", + "APOE", + "ATP6V0D1", + "C1QTNF3", + "ARL4C", + "BMP7", + "ATP6V1G3", + "AFF3", + "ANAPC4", + "ATPAF2", + "BEND7", + "ADRA2B", + "AKAP9", + "BTBD2", + "ARMT1", + "BSPRY", + "ANKRD26", + "BET1", + "BRD9", + "BICDL1", + "ALAS2", + "B4GALNT4", + "ANKRD22", + "ADARB2", + "BUD13", + "ARHGEF17", + "AGAP11", + "B4GAT1", + "ATP8A1", + "AP3D1", + "ASPRV1", + "ALDH5A1", + "C14orf39", + "C10orf90", + "ATF6", + "ATG4B", + "BORCS6", + "AVPR1A", + "BEND2", + "AHNAK", + "ATP6V1B1", + "ADGRE1", + "ANKRD26P1", + "BEST3", + "BUB1", + "BMS1", + "APEH", + "ATP1B3", + "AMELX", + "ADM", + "BMP6", + "APLF", + "ARK2C", + "ADIG", + "ACTR3", + "ATOSA", + "B3GNT4", + "ARID5B", + "ATP8A2", + "ABLIM1", + "CABLES2", + "APLNR", + "ARC", + "ADRA2A", + "C2CD4A", + "BEND3", + "ALPL", + "ASCC3", + "BIRC5", + "ATP8B4", + "ANGPTL4", + "APOO", + "ASAP1", + "ARL6IP6", + "BTBD3", + "BAALC", + "BTBD8", + "ATP5MJ", + "APPL2", + "BLK", + "ARHGAP9", + "ATG16L2", + "ARPP21", + "ANKRD34C", + "ASCC2", + "ARRDC3", + "ARL2BP", + "ATP6V0C", + "ARHGEF4", + "C11orf96", + "B4GALT1", + "C1QTNF12", + "ATP5F1E", + "ANO6", + "BHLHA15", + "ACOT8", + "C5orf34", + "ALDH3B2", + "ALDOC", + "AP2M1", + "ARNT", + "BNIP5", + "AGXT2", + "BASP1", + "BCLAF1", + "ASPHD2", + "BBX", + "C17orf100", + "APPBP2", + "BRAF", + "C10orf88", + "ASB3", + "CACNB3", + "ATG5", + "BAALC-AS2", + "BMAL1", + "ASNS", + "AIG1", + "BECN1", + "ATP7A", + "BMX", + "ARL1", + "ATP2C1", + "C16orf74", + "C3orf62", + "ALDOA", + "ARB2A", + "ATP5F1B", + "C22orf39", + "ARHGAP26", + "ASB10", + "BRAT1", + "C20orf181", + "BAZ2A", + "ATAD3A", + "C10orf105", + "ATP9B", + "C2orf15", + "BEAN1", + "ARIH2", + "AP4M1", + "ARK2N", + "BCL2L12", + "ABCC13", + "ANXA9", + "ARSB", + "AP3B2", + "BBOX1", + "ATP2B3", + "AKR1B15", + "ARAP2", + "BIK", + "ATF7", + "ATIC", + "C7orf33", + "AKR7A2", + "ATPAF1", + "ANKK1", + "B3GLCT", + "BLVRB", + "ATP6AP2", + "ARMCX3", + "BRD7P3", + "ARHGEF10L", + "ASB9", + "AKT2", + "BAG1", + "BLVRA", + "BAIAP2", + "ASCC1", + "ATP6V1D", + "APRG1", + "B4GALT2", + "BICD1", + "C11orf54", + "BTBD6", + "CACNA1G", + "BAZ1A", + "BMP1", + "CACYBP", + "ATP5F1C", + "ARFIP2", + "ATAD1", + "AVPR1B", + "BRDT", + "ARHGAP10", + "ATE1", + "ARAP1", + "BIRC8", + "CAPS", + "AGAP3", + "C3orf36", + "BOK", + "AMN1", + "BRF1", + "AQP3", + "C4BPA", + "ATP6V1G1", + "CA5A", + "C1QL3", + "BRIP1", + "ANKRD13D", + "AKR1E2", + "AIRIM", + "BPI", + "C17orf99", + "BPIFC", + "ARCN1", + "ANKRD28", + "APOBR", + "C1GALT1C1", + "CACNG4", + "CACFD1", + "ATP6AP1", + "CALY", + "BORCS5", + "BRCA1", + "AURKAIP1", + "ATP9A", + "BNC1", + "ANKRD36BP1", + "ATP2A2", + "ARHGEF40", + "BRINP2", + "BAHCC1", + "ALMS1", + "ALKBH7", + "ATOH8", + "ATAD3C", + "APLP1", + "ANO7", + "C20orf203", + "CACNG3", + "BEGAIN", + "C11orf42", + "BYSL", + "ASB15", + "BMP2", + "ATP1B4", + "C18orf54", + "BRMS1", + "ARSA", + "C1QL2", + "AXL", + "ATP6V0A2", + "BMP10", + "ASCL1", + "AURKC", + "CC2D1B", + "ATXN2L", + "ANTXRL", + "BAMBI", + "C12orf75", + "CABP7", + "B4GALT5", + "APP", + "BRMS1L", + "C5orf46", + "APC", + "C4orf33", + "BBS2", + "ASB16", + "ARHGEF26", + "BCL10", + "ANKRD33", + "C20orf204", + "ARMH1", + "AXIN2", + "AGTR2", + "CATIP", + "ALLC", + "ANKRD1", + "ARL5C", + "ATP6V0A1", + "ATRN", + "B3GALT5-AS1", + "ANGPTL1", "ALG13", - "ZBED5-AS1", + "ARMCX5-GPRASP2", + "BIN2", + "C12orf76", + "BLNK", + "CALHM6", + "ASPA", + "BEST4", + "C11orf24", + "BTBD10", + "C22orf31", + "BLCAP", + "C22orf23", + "C8A", + "BID", + "C15orf40", + "C6orf118", + "BFSP2", + "ATRAID", + "API5", + "C1QL1", + "C19orf38", + "C11orf68", + "CCL21", + "ARFRP1", + "B4GALT4", + "BTLA", + "ADORA2A-AS1", + "ARHGEF38", + "C1QTNF8", + "CABP1", + "ATP6V1B2", + "ALKBH8", + "C2orf81", + "C19orf53", + "C12orf50", + "ANXA6", + "BSDC1", + "CATSPERG", + "BNIP2", + "C16orf82", + "C3orf20", + "ATG101", + "AMOTL2", + "BCR", + "AWAT2", + "CCKAR", + "C2orf68", + "C16orf78", + "C9orf78", + "ANKRD13A", + "ASPHD1", + "ARHGEF18", + "BAZ1B", + "ATP6V0B", + "BRD10", + "C12orf54", + "BABAM1", + "AGT", + "B3GALNT1", + "ASNSD1", + "CBARP", + "BLOC1S2", + "C6orf141", + "C1orf216", + "CA7", + "BFSP1", + "C9orf40", + "C17orf78", + "CASP14", + "CCDC134", + "ARPC1A", + "C5orf22", + "APCDD1", + "C5orf24", + "CA11", + "AUH", + "BICD2", + "BGN", + "ARPP19", + "APOF", + "C1GALT1", + "BTG1", + "CCDC38", + "C5orf15", + "CASQ1", + "ASGR2", + "BUD23", + "CA6", + "CALCOCO1", + "AURKB", + "C1R", + "C17orf50", + "BARHL2", + "CACNB2", + "BRD1", + "C4orf17", + "B4GALNT3", + "ATP8B1", + "C1orf74", + "C2orf80", + "B3GNT9", + "C18orf21", + "CA9", + "CCDC85C", + "CCDC33", + "C9orf72", + "ANO4", + "BCL2L10", + "AMELY", + "C1orf220", + "ATP6V1A", + "ATOH1", + "CASTOR1", + "CAPN15", + "CACHD1", + "B4GALNT1", + "C1orf35", + "CACNB4", + "C11orf98", + "C6orf52", + "BMPR1B", + "ATMIN", + "ARMCX2", + "CAMK1D", + "ALDH4A1", + "BATF3", + "CAMK2G", + "CA10", + "C17orf58", + "BTNL9", + "BMPR2", + "CCDC177", + "CCDC127", + "ARMC5", + "CCDC196", + "C5", + "B4GALT3", + "C16orf90", + "BAHD1", + "CACNG1", + "ATG13", + "C6orf15", + "CALML5", + "BRWD3", + "CCDC13", + "C16orf54", + "BOC", + "BCAS2", + "BFAR", + "CCAR2", + "CCDC175", + "ASB7", + "BRD2", + "CDH24", + "CAST", + "BMP8B", + "C3orf38", + "C6orf62", + "C14orf180", + "BHLHE41", + "CARD14", + "C12orf57", + "C6", + "BIN3", + "BAG2", + "ARHGEF19", + "BANF2", + "BUD31", + "ATP1A1", + "C2orf88", + "C2CD4C", + "BRI3", + "CAB39", + "BANF1", + "CAMK2B", + "ARPC2", + "BEND6", + "BTN3A3", + "CACNG6", + "CACNG7", + "ASPM", + "C2orf74", + "AHSA2P", + "ATP5MC2", + "CCDC137", + "C8orf76", + "BTF3", + "ATP6V1E1", + "ATP5MC1", + "BATF", + "ASB13", + "CACUL1", + "B3GALT6", + "BATF2", + "ARHGAP27", + "C8orf34", + "BAG6", + "CACNA1H", + "AQP6", + "ADGRA1", + "CCDC171", + "CALB1", + "C12orf56", + "CACNG5", + "BTN2A1", + "ARSD", + "ADGRE2", + "B3GAT3", + "B3GALT5", + "CASD1", + "ARRDC4", + "BNIP3", + "ARMCX5", + "ABCC3", + "CARTPT", + "BCAP29", + "ANO5", + "CAND2", + "C7orf57", + "BCHE", + "ATP6V1C2", + "CCDC120", + "B2M", + "BEX4", + "CASK", + "BIRC2", + "ASB6", + "ATG3", + "ATP6V1F", + "ADAMTS16", + "CC2D1A", + "CAD", + "CAT", + "BTG2", + "C1orf198", + "CALHM3", + "C1QTNF1", + "ARL6IP4", + "C11orf21", + "CACNA1I", + "C5orf47", + "C19orf47", + "C6orf136", + "BIN1", + "ATP1B2", + "ATP13A1", + "CCDC32", + "AFP", + "CCDC3", + "AKR1C3", + "AZI2", + "CAMKMT", + "BOLA1", + "C17orf75", + "C1orf94", + "AP3M1", + "ATAT1", + "C2CD6", "BRSK2", + "AUNIP", + "CADM2", + "ATF7IP", + "CDKN1A", + "CDYL2", + "APBA1", + "CAGE1", + "BNIP3L", + "C4orf36", + "ARIH1", + "ATP6V0E2", + "ARHGAP29", + "C3", + "ATP2B1", + "C4BPB", + "AVPR2", + "CAPN6", + "BRWD1", + "ATPSCKMT", + "CASP10", + "BBS1", + "BTN2A2", + "C1orf162", + "BRME1", + "C6orf58", + "AKIRIN1", + "ATP11A", + "AKTIP", + "CCDC140", + "C11orf86", + "CAPN12", + "CCDC168", + "C16orf46", + "CA3", + "CD226", + "CCDC24", + "CAPRIN2", + "BRSK1", + "ARHGEF39", + "BEX5", + "CEACAM16", + "B3GAT1", + "ATP2B4", + "CA13", + "CELF4", + "CASKIN1", + "BST1", + "C20orf144", + "BEND5", + "CAMSAP2", + "C2orf69", + "ALG6", + "CD96", + "C9orf152", + "CCDC73", + "ATXN7L3", + "C1QTNF7", + "BRWD1-AS2", + "C6orf132", + "C1orf174", + "BANK1", + "BCAM", + "C3orf52", + "CBLN1", + "C1RL", + "BCL2L13", + "CARM1", + "CCDC172", + "C2orf76", + "CCDC181", + "ARFGEF1", + "C3orf18", + "CASP4", + "CCDC121", + "C1QTNF9", + "BSX", + "CABP5", + "AVPI1", + "CDCA7L", + "CCER1", + "C9orf85", + "AJAP1", + "CCR4", + "BTN1A1", + "BTG3", + "CCL11", + "CD24", + "ANKRD17", + "BRICD5", + "ATP4B", + "C14orf132", + "C19orf44", + "ATP5IF1", + "BCKDHB", + "BCL9L", + "BDP1", + "ATL1", + "CARS2", + "C9orf163", + "CAPN11", + "ANKZF1", + "CASP7", + "BDNF", + "CD274", + "B4GALT7", + "CCNYL2", + "BLTP3A", + "CCDC28A", + "CCDC27", + "CARMIL1", + "B4GALNT2", + "CCDC87", + "BANP", + "CCDC30", + "CCDC78", + "CAPNS1", + "BTAF1", + "CDH20", + "CC2D2A", + "ASCL2", + "CATSPERD", + "CCDC51", + "CCDC169", + "ADCYAP1", + "BCL11B", + "CCDC178", + "CACNA1B", + "CDC14A", + "CCDC70", + "CA14", + "BBC3", + "BMP5", + "CES5A", + "ARFGEF2", + "ANKS3", + "ASAP2", + "C15orf48", + "C8orf33", + "BROX", + "CCDC190", + "ATF3", + "CAPZA3", + "BCL2L2", + "CCDC15", + "CDC25A", + "ARF1", + "CASP9", + "CDC42EP1", + "CEACAM6", + "CENPT", + "BTK", + "CA2", + "BLMH", + "ATN1", + "BBS4", + "CAB39L", + "CCIN", + "BCO2", + "CALML4", + "AQR", + "BLOC1S3", + "CAMK1G", + "ARID4B", + "APBB2", + "CALM2", + "CD5L", + "ARLN", + "B3GNT3", + "CCL17", + "BHLHE40", + "CIBAR2", + "CEMIP", + "B9D2", + "BRINP3", + "BBS5", + "CFAP57", + "C2orf66", + "CCDC62", + "CAMK2N2", + "ARHGEF12", + "CCDC185", + "CD3E", + "BRPF1", + "BACE2", + "ATP5MF", + "CA4", + "C19orf18", + "BOLA3", + "C10orf120", + "CDSN", + "CCDC54", + "CCDC28B", + "BORA", + "CA5B", + "CAPN1", + "CCBE1", + "AOAH", + "CAMK2D", + "ALDH3A1", + "ABITRAM", + "AVL9", + "CDH19", + "BTRC", + "ARAP3", + "CCL4", + "BAG5", + "ARMC8", + "ANKRD29", + "BTNL3", + "CCDC110", + "CHRND", + "CCL13", + "AVIL", + "CHKA", + "ANKRD34B", + "AK4", + "CABCOCO1", + "BEST1", + "C12orf71", + "C1orf43", + "CEACAM18", + "C1orf87", + "CBR3", + "CCDC9B", + "CERS3", + "C6orf120", + "CHODL", + "CCDC14", + "C8orf82", + "BSG", + "CCDC167", + "CALCOCO2", + "CD4", + "CASKIN2", + "CCDC63", + "CACNA2D1", + "BRAP", + "CATSPER4", + "BDH1", + "CAPN13", + "ADCYAP1R1", + "CALCR", + "ARRDC2", + "C2orf78", + "CCL23", + "CAPZB", + "BICRAL", + "CA8", + "CDHR2", + "CCDC115", + "ATF7IP2", + "BACH2", + "ANKLE2", + "CEL", + "BEX2", + "BLOC1S6", + "C9orf50", + "C1orf56", + "C19orf25", + "C8G", + "BBS12", + "ASB17", + "AHI1", + "C1D", + "CCAR1", + "C3AR1", + "CAP1", + "CD28", + "CD276", + "CCDC112", + "CAPN9", + "C1orf115", + "CARD19", + "ARG1", + "CAPS2", + "CCNB3", + "CCDC69", + "CCDC117", + "C10orf67", + "CDCA8", + "AR", + "CASP5", + "CCN1", + "CCDC7", + "CCL7", + "C20orf173", + "BMF", + "CCDC107", + "ARID5A", + "BTN3A2", + "CASP3", + "CCM2L", + "ATF1", + "C11orf87", + "CDCA4", + "CDH15", + "AK9", + "ARMC10", + "CCHCR1", + "BARHL1", + "CLEC4C", + "CCL1", + "C1QBP", + "CDHR5", + "B3GNTL1", + "CAMKK2", + "CEACAM7", + "ANKRD20A8P", + "BRD8", + "CARMIL2", + "CCNE2", + "CARF", + "BRD3", + "C11orf65", + "CBX8", + "CCDC88C", + "CEP57L1", + "CBR4", + "C19orf48P", + "BPIFB4", + "ATG4A", + "BAIAP2L1", + "CD300LG", + "CEACAM1", + "CCDC39", + "ASL", + "CD300LD-AS1", + "C22orf46P", + "CCDC9", + "BST2", + "CDC42BPA", + "CCDC81", + "ASIC1", + "CELSR2", + "CBLL1", + "CEBPZ", + "CFAP107", + "CASP2", + "C1orf105", + "CD320", + "CELA3A", + "BCL2L11", + "CCL2", + "CBLB", + "CDC23", + "CDKL5", + "BPNT1", + "CCDC146", + "CHI3L2", + "CADM1", + "CGREF1", + "BCDIN3D", + "CCNT1", + "CBLN4", + "CARMIL3", + "CDKAL1", + "CCNL2", + "CFAP43", + "CCDC86", + "CHRM1", + "CBX4", + "C2CD5", + "CASP1", + "CDK15", + "CALM3", + "CEACAM21", + "CANX", + "CCNA2", + "ANAPC11", + "CDR1", + "CDX4", + "CCDC43", + "CD1A", + "CAPN2", + "CARD8", + "CD72", + "CLBA1", + "BLTP1", + "CALB2", + "CD300A", + "CFDP1", + "C15orf61", + "CES4A", + "ARHGEF16", + "CCT6B", + "CFD", + "CD47", + "ARSL", + "CD300C", + "CCL24", + "CEP164", + "CABYR", + "ALX4", + "CDC20", + "CCDC60", + "ATP5ME", + "CCDC66", + "CAMKV", + "BTN3A1", + "CCDC83", + "CALCA", + "CCL27", + "CERS6", + "CNMD", + "BCAS4", + "BPESC1", + "CHP2", + "CAPRIN1", + "CCDC80", + "ATP5MC3", + "BNIP1", + "CCNY", + "CCND2", + "CHST10", + "CALD1", + "CAV2", + "CAV3", + "CEP162", + "ART5", + "CETN3", + "CLCA1", + "CALHM1", + "CCNJ", + "CIP2A", + "CDX2", + "CDC42EP2", + "CDIN1", + "C1orf122", + "CD19", + "C19orf12", + "CASP6", + "CELSR1", + "CDC25C", + "CCNC", + "CBFA2T3", + "CDH9", + "CAPN5", + "ARHGDIG", + "CD300LB", + "CD3G", + "CIMIP6", + "CDNF", + "CBY1", + "CLDN8", + "BPIFB1", + "ARFIP1", + "CFAP20", + "CCL5", + "BCL6B", + "CARNS1", + "ADIRF", + "C8orf48", + "CCDC47", + "CLPS", + "CCNE1", + "CAMSAP1", + "C8orf74", + "CDKN2A", + "ARTN", + "BSPH1", + "CDH3", + "CGN", + "CALML6", + "CD247", + "CD68", + "CEP112", + "CENPP", + "C1QTNF4", + "ATG14", + "CEP44", + "CERCAM", + "CDC6", + "CD2AP", + "ATG4D", + "CAMK2N1", + "CEP170B", + "CEP15", + "CBL", + "CHCHD6", + "CCNL1", + "CCR10", + "CCNK", + "CGAS", + "CD74", + "ARF4", + "CFAP73", + "CCDC150", + "CCDC25", + "BRD4", + "CACNA1E", + "CBLL2", + "CCNQ", + "CCT8", + "C1orf210", + "BBS7", + "CATSPER1", + "CCDC170", + "ASTE1", + "CABP2", + "CD248", + "CBX6", + "CLDN18", + "CDC25B", + "CCDC122", + "CALHM4", + "CDK7", + "CC2D2B", + "CLDN20", + "CAVIN2", + "CDC34", + "CHAF1B", + "CDX1", + "BLOC1S4", + "CDKN3", + "CADPS2", + "CAVIN3", + "ARHGEF10", + "CALCB", + "CDH17", + "CCDC126", + "C16orf86", + "CARD18", + "CABP4", + "CCNDBP1", + "CCKBR", + "CFAP298", + "C1S", + "CFAP119", + "C1orf159", + "CCDC68", + "CCT7", + "CEP295", + "CFAP53", + "AK1", + "CCDC6", + "C2orf42", + "COG3", + "CD164", + "BCL2A1", + "CECR2", + "CCR5", + "CCDC92", + "CCDC34", + "CRYGA", + "CAPSL", + "BZW2", + "CATSPER3", + "CNOT11", + "CDS2", + "CCDC154", + "CAVIN1", + "ASCL5", + "CDCA2", + "BTBD7", + "CEACAM8", + "CA5BP1", + "CAPN7", + "CDK14", + "CLPTM1", + "CCND3", + "C3orf33", + "BBLN", + "CALHM5", + "CD79A", + "CDK18", + "ARMCX1", + "CD33", + "CLEC4M", + "CDK1", + "CCDC141", + "CDH2", + "CDIP1", + "CNOT4", + "CCDC106", + "CCL18", + "CATSPERE", + "CEP76", + "CHM", + "ATL3", + "CDT1", + "CLASRP", + "ARMC9", + "CLN6", + "CDO1", + "AZU1", + "AKR1B10", + "CHRNA5", + "CNN3", + "CER1", + "BPIFB3", + "ATP13A3", + "CNTNAP2", + "ARHGAP31", + "CHAT", + "CLCN6", + "CLCA3P", + "CASC2", + "CLDN2", + "CD46", + "CDKL2", + "CLEC4F", + "CCNP", + "CDKN2B", + "CCDC85A", + "CLDN10", + "CKAP2", + "CDH23", + "CLN3", + "ADD3", + "CDS1", + "CISD1", + "CCDC116", + "CEP128", + "CDKN1C", + "ATP5MG", + "CCDC184", + "CACNA2D4", + "ASRGL1", + "CLDN19", + "C19orf33", + "CALR", + "C1QA", + "CFAP299", + "C6orf89", + "CARD10", + "CCT4", + "CH25H", + "CRCT1", + "CIITA", + "CEP192", + "CLDN3", + "CHST3", + "CD1B", + "CDC27", + "CETN2", + "CNP", + "CCDC61", + "CHRNA1", + "CENPF", + "CBLN2", + "CD7", + "CHD1", + "CHADL", + "BACH1", + "CHST13", + "CLDN9", + "AQP11", + "C9orf43", + "CCDC18", + "CLEC9A", + "CNOT6L", + "BOLL", + "CCDC158", + "BLTP3B", + "CCDC77", + "CDH4", + "CELF3", + "CAV1", + "BICDL2", + "CHAMP1", + "CEP350", + "CDK12", + "CD83", + "CATSPERZ", + "CELF6", + "CEP41", + "BEX1", + "CERKL", + "CCDC136", + "CDH10", + "CLEC5A", + "CLDN14", + "CMA1", + "CLCA2", + "BNC2", + "CCT2", + "CDC42", + "CHRNA6", + "CHRNA3", + "BHLHE23", + "CEND1", + "CENPQ", + "CNKSR3", + "CFL2", + "BUB3", + "CAMK1", + "BBS10", + "CHD8", + "CIAPIN1", + "BCL11A", + "COL17A1", + "ASGR1", + "CENPK", + "CGGBP1", + "CLUL1", + "CHEK1", + "CCL20", + "C3P1", + "CASTOR3P", + "CHD2", + "CFAP45", + "CD48", + "CCSAP", + "BLOC1S1", + "CCR7", + "CHRDL1", + "CCDC97", + "C3orf70", + "CAPG", + "C5AR1", + "CEP55", + "CDH7", + "CCNG2", + "BLID", + "C8orf58", + "CKAP2L", + "CARD6", + "CARS1", + "CCNJL", + "C2CD2L", + "CDKN2AIP", + "BSN", + "CENPB", + "CCR9", + "CFAP161", + "C1orf21", + "CCDC159", + "C1QC", + "CD3D", + "CDH22", + "CLIC2", + "CEP68", + "CEP89", + "CDK3", + "CEPT1", + "CEP70", + "CIROZ", + "B3GNT2", + "CCS", + "CDH18", + "CHRNB4", + "ATOSB", + "ATXN10", + "CAMKK1", + "CYP2W1", + "CENPBD1P", + "C1orf52", + "CNPY4", + "DAND5", + "ATP5F1D", + "CNGA4", + "BICRA", + "CCDC102B", + "CEP250", + "CDKL3", + "CDCA5", + "CCRL2", + "CABLES1", + "CADM4", + "CDH12", + "CLCN2", + "CHML", + "CMYA5", + "CEP20", + "CLRN1", + "CLDN1", + "CD244", + "CEP85", + "CD9", + "CLTA", + "CDKN2B-AS1", + "CHCHD7", + "CCNB2", + "CNRIP1", + "CD5", + "CAMK2A", + "CDK13", + "CMTM1", + "CEACAM5", + "CD34", + "C19orf73", + "DBNL", + "COQ8B", + "CGRRF1", + "BLZF1", + "CFAP126", + "CIDEA", + "CDA", + "CPSF4L", + "CARHSP1", + "CCNG1", + "CD81", + "CRPPA", + "CDCA3", + "CCL8", + "CERS4", + "CHMP7", + "CHST8", + "CCDC88A", + "COX4I2", + "CHST14", + "CNN1", + "BUB1B", + "CHFR", + "CDHR3", + "COL18A1-AS1", + "ACTB", + "CFTR", + "CASP8AP2", + "CIC", + "CALHM2", + "CD99L2", + "CDKN2D", + "CD2BP2", + "CLSTN2", + "CDC123", + "CADM3", + "CFAP221", + "CFAP36", + "CDPF1", + "CASC3", + "CLRN3", + "CHST7", + "CCDC17", + "CITED1", + "CD93", + "CDC42BPB", + "CCDC89", + "CETN1", + "CENPX", + "CHCHD5", + "CD36", + "CEACAM4", + "CEP78", + "CIB4", + "C7orf25", + "CDR2L", + "B4GALT6", + "ANKRD49", + "CCDC138", + "CLRN2", + "CMC2", + "CCR6", + "CHD3", + "CHGA", + "CLEC10A", + "CFAP69", + "CLCN4", + "CNR2", + "CDC20B", + "CIMIP1", + "CRYM", + "CXCL17", + "CDC7", + "CDC45", + "CNDP2", + "CCNT2", + "BMP4", + "CLEC16A", + "BMAL2", + "CLASP2", + "CENPV", + "CISH", + "CDYL", + "CFAP70", + "DBIL5P", + "CNR1", + "CD40", + "CRH", + "CEMIP2", + "ATP6V0E1", + "CLDN6", + "CHCHD4", + "BICC1", + "CHERP", + "BMERB1", + "COL11A2", + "CFAP276", + "CILP", + "BOD1L1", + "CD27", + "CHRDL2", + "CACNG2", + "CAMTA1", + "DAZL", + "ANKRD27", + "CSMD3", + "CLDN22", + "CCNF", + "CCDC85B", + "CHGB", + "CMKLR2", + "ATP5PO", + "CDK19", + "BCAT1", + "CHTF8", + "BPIFB6", + "ATP6V0D2", + "CAAP1", + "AP1AR", + "BCAT2", + "CAMTA2", + "CD209", + "COL23A1", + "DLX3", + "CDH6", + "CD163", + "CLEC2D", + "B9D1", + "CCDC148", + "CCPG1", + "CACNB1", + "CDK2AP2", + "CHST11", + "CCNA1", + "CDKN1B", + "CRTAP", + "CD22", + "DDC", + "BTBD9", + "CRB1", + "CKM", + "CCND1", + "ATP1B1", + "CABS1", + "CFAP300", + "ANKDD1B", + "CFAP20DC", + "CIMAP1C", + "BIVM", + "CCR2", + "CHMP1A", + "CXCL3", + "C14orf119", + "C21orf91", + "CMAHP", + "CHRM5", + "CPNE9", + "COG5", + "CNTROB", + "COPS9", + "CACNA1A", + "CFAP61", + "CBX2", + "CERK", + "CNTRL", + "CSRP3", + "CHRNA4", + "CHIC1", + "CLEC4A", + "CFAP100", + "CERT1", + "CLCN5", + "CDH13", + "CENPM", + "CENPL", + "CFHR2", + "CFL1P1", + "COIL", + "CLGN", + "DLX4", + "CEP152", + "CCDC125", + "CIMAP3", + "CDK5R1", + "CD44", + "CEP85L", + "CLMN", + "CHST9", + "B3GNT5", + "CEACAM20", + "CLEC4E", + "CALML3", + "CCL19", + "CDAN1", + "CERS2", + "CELA2A", + "CHRNB1", + "COX7B2", + "CHAF1A", + "CNDP1", + "CRYGB", + "C16orf87", + "CIART", + "CNKSR1", + "CNKSR2", + "CROCC", + "CTBP1-DT", + "CBLN3", + "CRACR2A", + "CNPY1", + "COMP", + "CLCNKB", + "CLEC20A", + "CENPN", + "CNOT10", + "CLUAP1", + "CNST", + "CPB2", + "BORCS7", + "CRCP", + "CHMP2A", + "CDC14B", + "COL2A1", + "CFP", + "CREB3L2", + "C1QB", + "CNOT8", + "CLCA4", + "CNBD1", + "C8orf44", + "CISD3", + "CPZ", + "CDK6", + "BCAR3", + "COG6", + "CYP2J2", + "CDADC1", + "C5AR2", + "CALN1", + "CCM2", + "CFAP74", + "CLDN7", + "CREBZF", + "CPT1C", + "ARMCX4", + "CYP11A1", + "CES2", + "CCR1", + "CENPU", + "CD52", + "CNTD1", + "CUX2", + "CD8B", + "CHSY3", + "CMTM3", + "CDIPT", + "DCAF4L2", + "CELF5", + "DCAF4", + "CLEC3A", + "COL6A4P2", + "CDC42SE1", + "COL6A4P1", + "CD79B", + "CPTP", + "CKS2", + "COPS5", + "C20orf96", + "CEBPB", + "CIMAP2", + "CELA1", + "CD59", + "CDH11", + "CRBN", + "CAMSAP3", + "CCDC91", + "CENPC", + "CTCFL", + "COL9A2", + "CD40LG", + "CALM1", + "CCDC198", + "CXXC1", + "ARL14", + "CCDC174", + "CYP4F22", + "CD109", + "CYP11B2", + "CTSH", + "CDR2", + "COL1A1", + "CFHR3", + "BIRC6", + "CITED4", + "DCST1", + "CEP63", + "CST6", + "CELF2", + "CD300LF", + "CSNK1E", + "CES3", + "CELSR3", + "DAGLA", + "CHAD", + "CPSF3", + "CCSER1", + "COL9A1", + "CNNM3", + "CSNK1G3", + "CORO1A", + "APAF1", + "DIO1", + "CHD9", + "CLCC1", + "CLVS1", + "CLEC3B", + "CYP11B1", + "CGA", + "BAZ2B", + "CWF19L2", + "COA1", + "CNGA3", + "CPLX4", + "CRIP2", + "DES", + "CHRNA9", + "C7", + "CDK20", + "CLPX", + "CLEC2L", + "CLN8", + "CLEC2B", + "CEP57", + "CHURC1", + "CUBN", + "CRYGC", + "BPHL", + "C1orf54", + "CDH1", + "CPNE2", + "CNIH1", + "COQ9", + "CNOT1", + "CCL25", + "COG4", + "C16orf89", + "CEP72", + "CIRBP-AS1", + "CLSTN3", + "CNOT7", + "CMTR1", + "CHN2", + "CRMP1", + "CXCR5", + "CBX3", + "CPO", + "CRP", + "CD200", + "DDX39B", + "COASY", + "DCHS1", + "DCP1A", + "CDK2", + "DAPL1", + "CCDC191", + "CNPY2", + "COPB1", + "CEACAM19", + "CD1D", + "DBT", + "CUL4A", + "CLEC12B", + "CDK5RAP3", + "C21orf58", + "CTF1", + "C18orf32", + "DLGAP2", + "CYP20A1", + "CHST12", + "COPZ1", + "DCTN1", + "CPEB3", + "BCCIP", + "DCAF8L1", + "COX5B", + "DAO", + "CMTM7", + "CSNK2B", + "CINP", + "CDC42EP4", + "CSGALNACT2", + "CEP19", + "CFAP144", + "DNAH9", + "CMSS1", + "CDC5L", + "DBNDD1", + "CMPK1", + "CFAP263", + "CDHR1", + "DCAF17", + "CDK17", + "DHH", + "CNIH3", + "ADAM12", + "CRTC1", + "CTSZ", + "CD53", + "CARINH", + "DCAF11", + "CTSE", + "CSN3", + "CHAC1", + "CDK10", + "COL6A2", + "CHPT1", + "CCDC82", + "CLPB", + "CPSF7", + "CD8A", + "CFAP44", + "C2CD2", + "CYSLTR2", + "CNTNAP1", + "CLUHP3", + "DHX35", + "DBN1", + "CRTAC1", + "CYP7B1", + "COBLL1", + "CD1C", + "CREB3L1", + "COL22A1", + "DACT2", + "DUSP13A", + "DRG2", + "CFAP77", + "CNIH2", + "CMTM4", + "CTXN1", + "CLDN16", + "CKAP5", + "CEACAM3", + "CALCRL", + "CCDC59", + "CASQ2", + "CTDSP2", + "CUL3", + "DLX5", + "CRABP2", + "CNTNAP5", + "CIR1", + "CDV3", + "CSDC2", + "CSN2", + "CANT1", + "DRC1", + "CHD1L", + "COL8A2", + "CLCNKA", + "CFAP184", + "COMMD8", + "CIMIP2C", + "DIP2B", + "CD160", + "CHMP6", + "CPXM1", + "CLECL1P", + "COL24A1", + "CTNNA2", + "CNFN", + "CDK2AP1", + "CNN2", + "CSNK1A1L", + "CYP46A1", + "COL9A3", + "CHST15", + "CST1", + "CDK5RAP2", + "DMPK", + "CPB1", + "CYP17A1", + "CHCHD10", + "CUL9", + "CCDC50", + "CLDN11", + "CSTF3", + "CHD4", + "CCDC42", + "CTH", + "COL13A1", + "CYP4Z2P", + "CXCL1", + "CNBP", + "COL16A1", + "CYLC2", + "CD70", + "CDK5RAP1", + "DGCR5", + "CYP2E1", + "CIB2", + "CUTC", + "CLOCK", + "CIMIP2B", + "CROCCP3", + "CCL26", + "CFAP52", + "CRHR1", + "CCNO", + "CLPP", + "CDKN2AIPNL", + "CSMD2", + "CHMP4C", + "CRY2", + "CRELD2", + "CLC", + "COA7", + "DACT3", + "CPA4", + "ARPC1B", + "CMTM2", + "CR2", + "CYBA", + "CROCCP2", + "CMPK2", + "CHRNG", + "COL12A1", + "CKMT2", + "DEFB129", + "COLGALT2", + "CHRNE", + "CLXN", + "COQ7", + "CTNNA3", + "CSNK2A2", + "DSG1", + "CLIC5", + "COA3", + "DHX33", + "CRYBB1", + "ELK4", + "DCHS2", + "CSTF2T", + "CPD", + "DSC1", + "CFI", + "DNAI7", + "CD302", + "CHTOP", + "CIZ1", + "CYB561D2", + "CLDND1", + "CENATAC", + "CRIP1", + "DNAAF2", + "CREB3L3", + "COPS7A", + "CLSPN", + "CMTR2", + "COMMD10", + "CDK4", + "DGKG", + "CLYBL", + "CREG2", + "COMMD5", + "CFAP58", + "COX6A2", + "DXO", + "CD163L1", + "CHN1", + "DAPK2", + "CTCF", + "CMKLR1", + "DBH", + "CENPO", + "CLEC2A", + "CPNE3", + "CDKN2A-AS1", + "COX7B", + "CLEC11A", + "DNAI3", + "COCH", + "DTX3", + "CD164L2", + "DDB1", + "CHIT1", + "DBF4B", + "COMMD2", + "DOHH", + "CSNK1G1", + "CRISPLD2", + "COL25A1", + "COPS2", + "CCNYL1", + "CFAP141", + "COX16", + "DERA", + "CTDP1", + "COX4I1", + "CSTL1", + "DACH2", + "EPN3", + "CPNE7", + "DKK2", + "DLX1", + "CRYGN", + "CYP51A1", + "CREB3L4", + "DGKI", + "CNNM1", + "CCDC157", + "CLK1", + "DENND1A", + "CTTNBP2", + "CENPS-CORT", + "DSCAML1", + "CPEB2", + "DBI", + "CREB1", + "CSRNP1", + "DCAF7", + "CHTF18", + "EWSAT1", + "CELF1", + "CRTAM", + "CYB5R1", + "CXCL16", + "COPB2", + "DDIT4L", + "CRACD", + "CORO1B", + "CP", + "DCAKD", + "CRYBG3", + "COLEC11", + "CSTB", + "CDK16", + "DBX1", + "DENND2B", + "CACNA2D3", + "CYTH1", + "CACNA2D2", + "CMTM6", + "CNBD2", + "DIABLO", + "CPT1A", + "CXCL8", + "DDX41", + "DIPK2A", + "CDKN2C", + "COQ6", + "CHPF2", + "CPLANE2", + "CPSF2", + "CHSY1", + "CPLX1", + "CLIP3", + "CFAP54", + "CIB1", + "CHID1", + "CRAMP1", + "DOP1B", + "CRIPT", + "CTRC", + "DMRTA2", + "BHLHE22", + "DPH7", + "DCTN5", + "COLGALT1", + "CRYBA4", + "CHMP1B", + "DNAJC16", + "CCNB1IP1", + "CLINT1", + "DDX47", + "CLDN12", + "CPT2", + "CYP4F12", + "DNLZ", + "DOK7", + "CORO7", + "CNTN4", + "COL7A1", + "CYP1B1", + "DLK2", + "DAXX", + "CCR3", + "DOK5", + "CLDN4", + "CLTCL1", + "CRYAB", + "CTSD", + "DCTN2", + "EPB41L4A", + "CEP120", + "CFAP210", + "DKK4", + "CLSTN1", + "DNAI2", + "CMIP", + "CPXM2", + "DRD3", + "DEPDC5", + "CYP27B1", + "CPOX", + "COPA", + "COL6A5", + "CD37", + "CKB", + "DENND6A", + "CDC73", + "DRC3", + "CYP7A1", + "CYP4F8", + "CYB561D1", + "DNMT3A", + "CHMP4B", + "EPHA1", + "CYB5D1", + "CRNN", "DCLRE1B", + "DHRS2", + "CNGA2", + "EPCIP", + "CDK5", + "CHRAC1", + "DUSP28", + "ATXN3", + "CYP8B1", + "DIMT1", + "DCTN6", + "COG1", + "DNAJB14", + "CPN1", + "DSEL", + "CHST4", + "CCN5", + "CYBC1", + "COX18", + "CDON", + "CLK2", + "EDDM3B", + "DARS1", + "CST4", + "CYP3A43", + "DDI2", + "DNHD1", + "CHL1", + "CHCHD1", + "CALR3", + "CYLC1", + "CIAO3", + "DCAF12L1", + "DNAJA4", + "CHI3L1", + "DAAM2", + "CILP2", + "CORO1C", + "DENND4B", + "DNASE1L2", + "DBR1", + "DBP", + "CNTN2", + "DNAH7", + "DHODH", + "DNTT", + "CLU", + "CHRM3", + "CYYR1", + "CWF19L1", + "CTDSP1", + "CTNNBL1", + "CREB5", + "CIDEC", + "DLEU7", + "CRYBB3", + "CUL1", + "BHMT2", + "DNAJA1P5", + "CTAG2", + "DNAJC8", + "ESPL1", + "CNTNAP4", + "C1QL4", + "DNAJC25", + "CYLD", + "CXADR", + "DAB1", + "CYP2C8", + "CYB5RL", + "DOLK", + "DNAAF3", + "CTSK", + "DIP2C-AS1", + "CNGB1", + "CRELD1", + "DDHD2", + "DNAJC2", + "DPYS", + "CYP21A2", + "DAPK1", + "CLCN1", + "CD180", + "CXXC5", + "CHCHD2", + "CCN2", + "COLCA1", + "DCP1B", + "DYRK3", + "COL11A1", + "CTPS1", + "CSRP2", + "DAGLB", + "CIRBP", + "DHTKD1", + "CNNM4", + "CETP", + "CNGB3", + "C8B", + "DNAAF4", + "COX15", + "DNAJC3", + "DCAF8", + "EDC4", + "DDX31", + "EQTN", + "CSNK1G2-AS1", + "CLCN7", + "CAP2", + "COL5A2", + "CYP4X1", + "DHX15", + "DNAJC28", + "DEGS1", + "CHD5", + "DLL4", + "CZIB", "DENND11", - "COA1", - "EGR1", - "NFIC", - "DAAM1", - "PIGL", - "BAG5", - "ALKBH5", + "DOLPP1", + "CD2", + "CRB3", + "ERCC8", + "DIRAS2", + "COX20", + "DLX2", + "CWC15", + "CLP1", + "DNAAF8", + "DOK4", + "CLEC14A", + "FAM241B", + "CSE1L", + "CD58", + "DKC1", + "CRISP3", + "CHPF", + "CTPS2", + "CYBB", + "CYTL1", + "CXCL10", + "DUSP23", + "FANCD2", + "CD38", + "CIAO1", + "CNTLN", + "DLL3", + "DDX6", + "C14orf93", + "CPXCR1", + "DELE1", + "DEFB125", + "COL19A1", + "CPNE5", + "CHRNA2", + "DHRS12", + "CPNE6", + "DIPK1B", + "DUOX2", + "CST11", + "DDX3X", + "EPHA8", + "CHRNA10", + "CSF3", + "DNAJC17", + "DOCK10", + "ARVCF", + "DGAT2", + "DMAC2", + "EEF1AKMT1", + "EPHX2", + "CEP126", + "CDC42EP5", + "CBX7", + "CFAP206", + "CCT6A", + "CRAT", + "DLG4", + "DHRS7B", + "CNOT2", + "CHUK", + "ELAVL2", + "CCL22", + "DHX40", + "CSN1S1", + "CTNND2", + "CSTPP1", + "DNAH5", + "DAG1", + "CHRD", + "E2F1", + "CAND1", + "CCDC197", + "CSRNP2", + "CXCR6", + "DHX58", + "DNAJC6", + "CSF2RB", + "DHRS1", + "DOP1A", + "EED", + "DUSP5", + "CD151", + "CDK9", + "DRC7", + "COL5A1", + "CUL7", + "CHRNB3", + "DCX", + "DHDH", + "CNNM2", + "CRISPLD1", + "COL4A6", + "CCDC88B", + "CTRB2", + "DLGAP5", + "COA4", + "DDB2", + "DGKB", + "FRMPD1", + "CRIPTO3", + "DLG5", + "DDX25", + "DUS3L", + "DNTTIP1", + "CSF1R", + "DUSP4", + "CILK1", + "CYFIP1", + "CCDC93", + "EVPL", + "CBLC", + "DNM2", + "GJB1", + "EIF3D", + "FOXL1", + "EXOC8", + "CIMAP1A", + "DZIP1", + "CLCF1", + "CNTN3", + "COX11", + "CIPC", + "DMBX1", + "CLEC17A", + "H2BC3", + "CTSV", + "CYTH4", + "DDX28", + "ELMO3", + "DDX5", + "CUEDC2", + "DSE", + "CRYL1", + "COPG1", + "ERAS", + "DAPK3", + "CFAP410", + "CHCHD3", + "B3GNT6", + "EPPIN", + "DIO3", + "CYP2C19", + "CLIC6", + "CTAGE1", + "DIS3L", + "CYP2C18", + "DCAF4L1", + "CRACR2B", + "EFCAB2", + "CXCL11", + "CLTB", + "CYP2A6", + "DNER", + "CTDSPL2", + "CGNL1", + "DCAF5", + "DRP2", + "CHLSN", + "DNAL1", + "EDEM1", + "ENTPD7", + "DLK1", + "CCL16", + "CYP1A2", + "ERMN", + "ENTPD6", + "DNAJB11", + "DHX32", + "CHD7", + "EPGN", + "DHX34", + "DCDC1", + "DIDO1", + "DNAH3", + "DPP9", + "CYP3A5", + "CIMIP4", + "EPHB6", + "ERG", + "DDR2", + "CIAO2A", + "DPH3", + "CDCA7", + "CHDH", + "CPA5", + "CBY2", + "EMC9", + "CTSF", + "DPP7", + "CPA1", + "DMAC2L", + "CST7", + "CTC1", + "ATP8B2", + "CFAP144P1", + "FCRL6", + "DYNC2I2", + "CD63", + "ELL", + "CTSC", + "GML", + "CRNKL1", + "CYFIP2", + "CSPG4", + "CNGA1", + "ETV4", + "COX8C", + "CRISP2", + "CUX1", + "CX3CR1", + "DDX20", + "CTNNBIP1", + "DUSP12", + "EGR4", + "ENPP7", + "DUSP26", + "DNAJC15", + "DAW1", + "FBLN7", + "EHBP1", + "CKAP4", + "DISP2", + "CTIF", + "CFAP92", + "ELP4", + "DHRS11", + "H4C1", + "DNAJB6", + "CYP4B1", + "DICER1", + "CPSF4", + "COQ10B", + "COX6B1", + "FOXG1", + "CPLX2", + "CYP1A1", + "EFCC1", + "GSX1", + "C2", + "DEPDC1", + "CADPS", + "DCN", + "DLG1", + "COPS4", + "CTLA4", + "COG2", + "DNAJC13", + "DSG4", + "EMX1", + "DSG3", + "EDDM3A", + "CYP1B1-AS1", + "CTTNBP2NL", + "DDX39A", + "DEPDC4", + "CDC16", + "CLDN24", + "DUSP29", + "EMID1", + "CIAO2B", + "DCAF12L2", + "FERMT1", + "DCAF8L2", + "ERF", + "BARX2", + "CRYZ", + "DPEP1", + "GADL1", + "DLX6", + "DNPEP", + "CNTFR", + "CATSPERB", + "DNAJB7", + "CUL5", + "CHST2", + "GRM3", + "DLGAP3", + "DYNLRB2", + "DDX54", + "ELMOD1", + "ELL2", + "DMKN", + "OR1M1", + "CLEC1A", + "CYB5R2", + "CLTRN", + "EHF", + "DIP2A", + "CYP2C9", + "EML5", + "CTSA", + "CLIP4", + "DET1", + "DMXL2", + "DCLRE1A", + "CTU2", + "CXCR2", + "DCDC2C", + "DMRT1", + "DDIT3", + "FDCSP", + "DGKD", + "GALT", + "FAM32A", + "CHRNB2", + "CLEC4G", + "DKK1", + "CYB5B", + "COL4A3", + "CLEC4D", + "EDA", + "CAMLG", + "DLEU1", + "DMRTA1", + "DENND5A", + "CTSG", + "CRYAA", + "CORO2A", + "EEFSEC", + "CLDN5", + "DDX4", + "EFCAB7", + "EPHA10", + "DEXI", + "E4F1", + "ENTR1", + "COTL1", + "DAZAP1", + "COX14", + "ERVFRD-1", + "CD207", + "ETNK1", + "CXCR1", + "DMTF1", + "DHFR2", + "CDK5R2", + "CWC27", + "CFAP46", + "CSRP1", + "CPE", + "CYP4V2", + "COA6", + "CREG1", + "ELMOD3", + "DDX56", + "DEFA6", + "LCN15", + "BCL2L1", + "COL6A6", + "FAM219B", + "FAM83A", + "DCDC2", + "DLEC1", + "FANCD2OS", + "DVL1", + "ELL3", + "FSIP1", + "DTX1", + "CBS", + "CENPE", + "DCAF6", + "DTYMK", + "COG7", + "DHX38", + "CPSF6", + "DCST2", + "DALRD3", + "EIF3M", + "DCUN1D4", + "GPR143", + "EMX2", + "DYNLL1", + "COMMD4", + "CEP95", + "OTUB2", + "DYRK1B", + "EPCAM", + "GRM2", + "CLDN23", + "CDH8", + "DYNAP", + "DRGX", + "FBXL9P", + "DECR2", + "ATRX", + "CPNE8", + "CD55", + "CLPTM1L", + "CST9", + "FGF6", + "CYGB", + "ESM1", + "CIB3", + "FBN3", + "DRD1", + "CREBL2", + "DYRK1A", + "DESI1", + "ERICH3", + "CLDN17", + "CLIP1", + "EZR", + "CPLX3", + "DMRTC2", + "GRIN2C", + "FAM135B", + "CLK3", + "FAM170A", + "CBR1", + "DTWD1", + "DGAT2L6", + "CYP27A1", + "CDC42SE2", + "DEFB127", + "EEIG1", + "DNM1L", + "CCDC22", + "FAAH2", + "CYB561A3", + "DIAPH3", + "ILDR1", + "ERCC1", + "DLGAP1", + "CCDC124", + "CYSTM1", + "EBF4", + "FGA", + "FBN2", + "EIF2B1", + "HID1", + "CYP26C1", + "GOT1L1", + "MSH4", + "KLHL31", + "DCSTAMP", + "FBXO16", + "FBXL15", + "DFFA", + "DNAJC14", + "CST5", + "COA8", + "CCDC102A", + "CR1", + "CTSW", + "EN1", + "DECR1", + "C1orf50", + "EXOC3", + "COX7C", + "CYP4F11", + "CTNNAL1", + "CPVL", + "HOMEZ", + "BPGM", + "DNAJC18", + "EPHA5", + "F13B", + "DHX36", + "FUNDC2P2", + "EDAR", + "EPHX1", + "DSC3", + "DPY19L1", + "ERLIN2", + "KDM2B", + "FSCN3", + "DPYSL5", + "FAF2", + "CTSO", + "CREBBP", + "DNAH8", + "DHPS", + "DDHD1", + "GPR31", + "DNAJC7", + "FIZ1", + "CTSB", + "ENPP3", + "EEIG2", + "CD200R1", + "GPC2", + "DNAJB5", + "DRAM2", + "CNTN6", + "GRK1", + "DAP", + "EIF3H", + "CHAC2", + "CIT", + "FAM180B", + "H4C7", + "DDX27", + "ENGASE", + "ELFN2", + "EIF1B", + "DDX60L", + "FXYD6", + "ESPN", + "FOXK1", + "EFNA5", + "CYB5R4", + "DDX18", + "CLIC3", + "HCN3", + "CHMP2B", + "GAL3ST4", + "DUSP9", + "ENAH", + "DAPP1", + "FAP", + "FAM241A", + "CCK", + "GLI1", + "CIMAP1D", + "DGCR8", + "ERCC6", + "DOCK7", + "COX7A1", + "GHRL", + "FOXP4", + "FAXDC2", + "DENND5B", + "FER1L5", + "DSCC1", + "ENTHD1", + "HAO1", + "COMMD6", + "EFCAB5", + "DUOX1", + "GJC1", + "ELF5", + "DNAJB1", + "GPR141", + "FNDC5", + "GNB2", + "DARS2", + "DNAH6", + "CCNH", + "DCD", + "CBFB", + "DDI1", + "CHIA", + "DDX43", + "EBAG9", + "DNAH2", + "EPHB2", + "CRX", + "DCLK1", + "EFL1", + "DUS4L", + "CMC1", + "GAS2", + "CNPPD1", + "CPNE4", + "DROSHA", + "CEBPG", + "FAM120C", + "GLIS3", + "FAT3", + "DSCR10", + "ITGA11", + "ENO4", + "FLRT3", + "DGKQ", + "EPS15L1", + "HEATR4", + "DHX37", + "CD69", + "ESRRB", + "FHDC1", + "COMT", + "CD1E", + "ENOPH1", + "ENHO", + "CWH43", + "EXOSC7", + "ETS1", + "DUS2", + "FLJ30679", + "CNOT6", + "CASP8", + "ESR2", + "CLVS2", + "DRICH1", + "GRM6", + "CYP4Z1", + "DNM1", + "ITGAD", + "DOCK4", + "DIPK1A", + "EXOSC5", + "DDX60", + "FOXI1", + "EEF1D", + "HOXD10", + "ERN2", + "DOCK5", + "FAM199X", + "COP1", + "FZD3", + "DNAH17", + "KLHL32", + "FAM181A", + "ENDOG", + "GPR78", + "EDEM2", + "EML6", + "COL4A2", + "CPAMD8", + "FBXL17", + "IL21", + "GFRAL", + "ELOA2", + "FAXC", + "DHCR7", + "DDX42", + "DOK3", + "FLACC1", + "KLHL9", + "EP300", + "FRK", + "EMILIN3", + "DEF6", + "EIPR1", + "FZD9", + "ELP6", + "EPHB1", + "KHK", + "DHX9", + "DDX24", + "DYNC2LI1", + "EID2B", + "EXO1", + "IGLV7-43", + "CCP110", + "KCNH1", + "FFAR1", + "DNAJC1", + "CUTA", + "CRTC2", + "ECM1", + "FGF14", + "OR52E8", + "GDPD2", + "DGKE", + "DIPK1C", + "NLRC4", + "DGKA", + "ETV5", + "DTNBP1", + "KTN1-AS1", + "GRM1", + "EIF3G", + "GSG1L", + "HORMAD2", + "ELOF1", + "FLJ13224", + "GRIK5", + "DCT", + "MCHR2", + "FAM210A", + "FOXD2", + "DST", + "DPM2", + "LY6G6E", + "DIRC1", + "KRTAP4-2", + "C12orf60", + "BPNT2", + "CPQ", + "GPX2", + "FANCM", + "HOXC11", + "CABIN1", + "CRY1", + "GCNT2", + "ENTPD3", + "CTNS", + "COLEC10", + "CTSL", + "FBXL6", + "DDIT4", + "EPHX4", + "IL2RA", "HAGHL", - "ANKFN1", - "ANAPC1", - "TMEM225", - "ATG10", - "IAH1", - "MEAK7", - "CAVIN4", - "RNF185", - "AMACR", - "BMPR1A", - "DEFB118", - "AK8", - "EFEMP1", - "AFMID", - "ZNF527" + "DNASE2", + "BCOR", + "EID2", + "CSTA", + "DNAJC12", + "FAHD2A", + "DMRTB1", + "EFHB", + "HS6ST2", + "DNASE1L1", + "ERLEC1", + "FIGLA", + "FLYWCH2", + "DHX8", + "COMMD7", + "ELOVL2", + "DEPP1", + "FUT4", + "FBXO21", + "FGD6", + "FCAMR", + "EFHD1", + "HOATZ", + "ESYT3", + "FAM83D", + "EPN2", + "EPS8L3", + "ELOB", + "GUCA1C", + "ZNF852", + "H2AC16", + "DEFB124", + "CHIC2", + "DCPS", + "FAM81A", + "MRAP2", + "GNPDA2", + "ATP13A5", + "HNF4G", + "CMAS", + "FN1", + "LY6G5C", + "CFAP97", + "ECHDC2", + "DHX29", + "DTNA", + "COX7A2L", + "COL6A1", + "FBLN1", + "COPS6", + "FASTKD3", + "GRID2", + "EFNB3", + "COL1A2", + "ENKD1", + "CRYBA2", + "GIPC3", + "COL4A1", + "GREB1", + "CEP290", + "DSCAM", + "CYP3A7", + "IGHMBP2", + "CNTN5", + "CTSS", + "CRYGD", + "DNAJB8", + "HAPLN2", + "KLC4", + "ERN1", + "GKAP1", + "DPH6", + "FEM1A", + "FABP2", + "GLIS3-AS1", + "FN3K", + "FARS2", + "H2BW1", + "GSS", + "F11R", + "FOLR3", + "ENPP5", + "DPY19L4", + "FILIP1", + "EHD3", + "HAO2", + "DCUN1D2", + "EPO", + "CYTIP", + "FAM136BP", + "DERL1", + "NATD1", + "EIF3B", + "OR10W1", + "DZIP3", + "MOG", + "CORIN", + "COPRS", + "FSD1L", + "DRD2", + "DMRT2", + "ODAD2", + "HNRNPL", + "DYM", + "EFCAB13", + "FAM3B", + "HNRNPUL1", + "EFCAB14", + "DNMT3B", + "GARNL3", + "EXPH5", + "CLIC1", + "FYB2", + "KIF3C", + "CPN2", + "FOXM1", + "MAPKAP1", + "GNRH2", + "NXPE1", + "DNPH1", + "ERAL1", + "RAPGEFL1", + "DRAP1", + "GPR152", + "FCRLB", + "DCTPP1", + "P2RX2", + "GPR87", + "ERFE", + "MAS1", + "DDX19A", + "EPB41L4A-AS1", + "FGF8", + "CDH16", + "FOXB1", + "PRR34", + "GABRR2", + "CSRNP3", + "GAR1", + "EXOC2", + "IAPP", + "CFAP65", + "FKRP", + "GNG12", + "GSTA3", + "CXCL12", + "DDX49", + "CSAG1", + "CSNK1G2", + "DCAF16", + "CRIP3", + "KDM4D", + "OR51B6", + "HELZ2", + "GLE1", + "SLC37A1", + "NPAS3", + "CTBP1", + "DNA2", + "SIGLEC6", + "LINC01465", + "EXTL1", + "ELOA", + "INTS1", + "HERC3", + "ELK1", + "ERICH5", + "DHX57", + "FBXL2", + "EXOG", + "GRIA2", + "CD6", + "F3", + "GDPD3", + "MBD3L1", + "EEF1AKMT3", + "MCM10", + "GAL3ST1", + "EPS8L2", + "FMNL3", + "HIGD2B", + "CSGALNACT1", + "NKX2-1", + "GAMT", + "IL36A", + "HRG", + "CAPZA2", + "GUCY1B2", + "EPHA2", + "EIF2B3", + "KIF26B", + "CASZ1", + "COL3A1", + "OTOR", + "CST9L", + "DAD1", + "ERVW-1", + "HMGN5", + "DHX16", + "FGB", + "FAM168A", + "EPB41L4B", + "STK31", + "EREG", + "HAPLN4", + "FAM124B", + "DPP4", + "FXYD2", + "CMTM8", + "COL21A1", + "IL11", + "FAM174C", + "DENR", + "EPX", + "OPN5", + "OR6S1", + "GNG4", + "DYNLT2", + "EMC10", + "EPG5", + "FBRS", + "KLHL12", + "GGACT", + "DCBLD2", + "EBNA1BP2", + "ATOH7", + "CHORDC1", + "DNAAF9", + "DUSP10", + "RNF121", + "DZANK1", + "EGFL8", + "NEXMIF", + "CYP2B6", + "IL17RE", + "FLRT1", + "EIF2S3", + "SPINT4", + "DRAM1", + "NR4A3", + "GSTO2", + "EMG1", + "FABP1", + "EDN3", + "OR4P4", + "EDN2", + "H1-3", + "FAM163B", + "DLG2", + "FAAP24", + "NUTM1", + "GPR22", + "FOXN3", + "LINC00336", + "GUCA1B", + "PACS1", + "DUSP3", + "KYAT1", + "LINC00052", + "DDX11", + "DMRT3", + "GCM1", + "DLD", + "GNAT3", + "EIF4E1B", + "DYNC1LI2", + "FEV", + "GPR148", + "EIF2AK2", + "PTCRA", + "FOXO1", + "FOXR2", + "PAEP", + "EARS2", + "EIF3J", + "EFCAB12", + "DDT", + "CDCP1", + "EXTL3", + "EPB41L2", + "H2AC12", + "HSDL1", + "HOGA1", + "FMN1", + "KIF5A", + "FTSJ1", + "FAS", + "MAPKAPK5", + "CSF3R", + "GALNT6", + "EDEM3", + "ETS2", + "CTDNEP1", + "DOC2A", + "HCN1", + "DNAJC5B", + "TAS1R3", + "GALNT13", + "GRIK2", + "GPM6A", + "KLK10", + "EHMT2", + "FGF18", + "LINC00574", + "FAM131A", + "CSK", + "GUCA2B", + "DDX1", + "GKN2", + "GABBR1", + "DDAH2", + "CYP2S1", + "EML3", + "GNL1", + "DYNC1I1", + "GLP2R", + "DHRS7C", + "DYNLT4", + "DIRAS3", + "LINC01588", + "MAP3K19", + "EME1", + "DYSF", + "ERH", + "GPR17", + "FDX1", + "EDA2R", + "FSCN2", + "COQ2", + "GNL3", + "FAM216B", + "H2AC21", + "LHX3", + "EXOC5", + "HDAC6", + "MED10", + "DNAJA3", + "GAL3ST3", + "CPA2", + "HADHA", + "ELFN1", + "DPT", + "FAM170B", + "DOK2", + "CLHC1", + "NT5C", + "QSOX2", + "FAM27E5", + "HSD3B7", + "EXOC4", + "F12", + "MTERF1", + "TAF6L", + "GBA3", + "EZH2", + "RPL3L", + "HEATR9", + "FAM98B", + "FRMD6", + "FCRL4", + "GIT1", + "FBXO46", + "ZNF273", + "EVA1C", + "EVX1", + "ZDHHC22", + "GNMT", + "ZER1", + "LRRC24", + "FOXI2", + "CRHBP", + "MAGEC3", + "DENND2A", + "DEFB128", + "ERICH6B", + "ENO1", + "IL4", + "EIF2B2", + "CPPED1", + "USP29", + "IGF2-AS", + "HDGFL2", + "LIPT2", + "FZD1", + "NCAPH2", + "DIS3", + "FBXW8", + "ESRP1", + "ESRRA", + "MUSK", + "FANCE", + "CHCT1", + "OR5P2", + "EAF1", + "FBLN2", + "EGFL7", + "DDOST", + "FOXN2", + "FAHD1", + "VSX2", + "FPR2", + "DPH3P1", + "FHIP2B", + "COX6C", + "FADD", + "OPHN1", + "SLC4A3", + "KCNQ3", + "SULT4A1", + "E2F3", + "DAZAP2", + "FBXO39", + "LRRC58", + "CRABP1", + "GPR108", + "IHH", + "GABARAPL1", + "GLIPR1L1", + "MDGA1", + "GPR37L1", + "GRHPR", + "FERMT3", + "GTDC1", + "DDX17", + "FBXL22", + "PTPN23", + "LMOD3", + "DLEU2", + "TSPAN10", + "DDIAS", + "DEFA4", + "DDRGK1", + 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a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Chronic_obstructive_pulmonary_disease_(COPD).json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Chronic_obstructive_pulmonary_disease_(COPD).json @@ -1,291 +1,372 @@ { "significant_genes": { "Variable": [ - "A1CF", - "AASDH", - "AAK1", - "ABCB1", - "ABHD17B", - "ADPGK", "A1BG", - "AA06", - "AADAT", - "ABCB10", - "ADAMTS14", - "AOPEP", - "ABCA17P", - "ABCA9", - "ABHD14B", - "ACAD11", - "ADAT2", - "ADAM12", - "ABCC5", - "ARHGAP1", - "ABTB1", - "ADCY1", - "ABHD4", + "A2M", "ABCB8", - "ANXA1", - "C1QTNF7", - "FAHD2CP", - "DCUN1D5", - "ABHD16A", - "ADAMTS6", - "ANKRD34A", - "ADAM33", - "MEAK7", - "DR1", - "TMEM127", - "CENPO", - "MEAF6", - "ASB3", - "AP1G1", + "ABL2", + "AADAT", + "AAMDC", + "CCDC38", + "ANAPC2", + "ACTRT2", + "AP2A2", + "ALKBH6", + "AARSD1", + "ACTN2", + "ACOX2", + "ADARB2", + "ABI1", + "C19orf44", + "ACKR3", "AFF3", - "DBH-AS1", - "ADAMTS12", - "WDFY2", - "AKAP13", - 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80.0, - "recall": 70.0, - "f1": 73.33333333333333 + "precision": 89.33333333333333, + "recall": 96.0, + "f1": 92.0 }, "selection": { - "precision": 1.2462666532433975, - "recall": 2.380952380952381, - "f1": 1.6335968597965504, - "jaccard": 0.8235453692327444 + "precision": 0.17857142857142855, + "recall": 0.25, + "f1": 0.20833333333333331, + "jaccard": 0.10471204188481675 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Coronary_artery_disease.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Coronary_artery_disease.json index 17478675e7a4bad89df41cadabd93d8ca0f3bc40..0eb98920f87baaa3f900f426040fe0f3ff834c0a 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Coronary_artery_disease.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Coronary_artery_disease.json @@ -1,273 +1,12828 @@ { "significant_genes": { "Variable": [ - "AASDH", - "A1CF", - "AAK1", - "AA06", "A1BG", "AADAT", - "ABCB1", - "ABCB10", - "ADPGK", + "A2ML1", + "AAAS", + "AARSD1", + "A2M", + "AANAT", + "A4GALT", + "AAGAB", + "ABCG2", + "AAA1", + "ABCB8", + "ABCB4", + "AASS", + "AAK1", + "ABCA2", + "AARS2", + "ABCB5", + "ABCA10", + "ABCC11", + "ABCD2", + "ACAA1", + "ABI2", + "ABCA7", + "ABRACL", + "ACD", + "ABCF3", + "ACAN", + "A1CF", + "ABRAXAS2", + "ABCB9", + "AATF", + "ACAD9", + "ACKR3", + "ACAP3", + "ACAA2", + "ABCC4", + "ABHD17C", + "ABCC6", + "ABHD6", + "ACADL", + "ACOT12", + "ACER2", "ABHD17B", - "ADAMTS14", - "ARHGAP1", + "ABCC1", + "ABCD3", + "AACS", + "ACOT11", + "ABR", + "AAR2", + "ABCC5", + "A4GNT", + "AAMP", + "ABRAXAS1", + "ABCC12", + "ABCA5", + "ABCA13", + "ABCA12", + "ACTL10", + "AASDH", + "AASDHPPT", + "ABTB1", + "ABL2", + "ABL1", + "ACACA", + "ABCA15P", + "AAMDC", + "ABLIM3", + "ABITRAM", + "ABI3BP", + "ABHD13", + "ACAT1", + "ABI3", + "ABI1", + "ACAT2", + "ACER1", + "ABCB6", + "ADAM7", + "ABCB11", + "ACSM4", + "ABCA8", + "ACBD6", + "ABCG4", + "ACTRT1", + "ABHD3", + "ADAM11", + "ACBD7", + "AADAC", + "ABCA3", + "ABCF1", + "ACTR3C", + "ACOX3", + "ABCC3", + "ABCA6", + "ABHD12", + "ABCD1", + "ACTL8", + "ABHD8", + "ABTB3", + "ABHD12B", + "ABHD11", + "ACER3", + "ACOX2", + "ABCC2", + "ABCC10", + "ABHD5", + "ACSM2A", + "ACE2", + "ACOT4", + "ABTB2", + "ACP1", + "ACTG2", + "ACSM5", + "ABHD18", + "ACY3", + "ACTL6B", + "ABCB10", + "ACBD3", + "ACCS", + "ACSM1", + "ACADS", + "ABCG1", + "ADAMTS5", + "ACO1", + "ACRV1", + "ACAP2", + "ACADSB", + "ACVR2B", + "ADAMTS6", + "ADCK5", + "ADAMDEC1", + "ACP2", + "ACO2", + "ACAP1", + "ABHD4", + "ADAM9", + "ADGRF1", + "ABCC13", + "ABHD14A", + "ADHFE1", + "ACSF2", + "ACTR5", + "ACVR1B", "ADAM33", - "ABCA17P", + "ADAM19", + "ACADM", + "ACTL6A", + "ADAM23", + "ACOD1", + "ADAMTS13", + "ACTR8", + "ABHD16A", + "AACSP1", + "ACACB", + "ADAMTS19", + "AATK", + "ACTN1", + "ABCB7", + "ADAMTS15", + "ACSBG1", + "ALB", + "ACP4", + "AGER", + "AGXT", + "ADCY2", + "ADAMTS9", + "ABLIM2", + "ACP6", + "ACYP1", + "ADCY10", + "ACTA2", + "ADAD2", + "ACTR1A", + "ACP5", + "ACVRL1", + "AFP", + "ACIN1", + "ADIG", + "ACAD10", + "ADAM5", + "AFG3L2", + "ADCY6", + "ADA2", + "APOBEC4", + "ADGRG7", + "AHCYL2", + "ACTRT3", + "ADAMTS18", + "AMHR2", "ACAD11", - "ABCC5", + "ABAT", + "ACSL1", + "ACTMAP", + "ADCY3", + "AFG2A", + "ADGRL4", + "ACTR3B", + "ADCK1", + "ACVR1", + "ANKRD2", + "ABHD14B", + "ANKRD23", + "ACTR10", + "ACKR1", + "ARL9", + "ANAPC2", + "ABRA", + "ACTA1", + "ADGRE4P", + "AHR", + "ALDH1L2", + "ADAM15", + "AHRR", + "ADCY8", + "ACAD8", + "ANKH", + "ACRBP", + "ACSF3", + "ALDOB", + "ADGRB2", + "ADGRG6", + "AMER1", "ABCA9", + "ACOX1", + "AKNAD1", + "AGR3", + "ADCY9", + "AFDN-DT", + "ACBD5", + "ACTB", + "ACTL7B", + "ADGRF4", + "ALS2CL", + "ADAMTS14", + "ADAMTSL4", + "AARS1", + "ADAM30", + "ADI1", + "ACVR2A", + "ANGPTL6", + "AGPAT4", + "APBB1", + "ADAP2", + "ANKHD1", + "AGAP1", + "ABHD1", + "ADCYAP1", + "AMPD1", + "ADRM1", + "ADGRF2P", + "APH1B", + "AMIGO3", + "ADGRG5", + "ACSS1", + "ADGRG3", + "APOL5", + "ADAMTS1", + "ADPRS", + "ADAMTSL2", + "ASF1B", + "ANXA9", + "AMIGO1", + "ADH7", + "ACTBL2", + "ADD1", + "ANKRD31", + "ABHD15", + "ADAM20", + "ADGRA1", + "AHCYL1", + "AKR1C8", + "ADIPOQ", + "ANKRD24", + "ANXA13", + "AMDHD1", + "ANGPTL3", + "ACADVL", + "ANO8", + "ARSJ", + "ARG2", + "ACYP2", + "ALDH7A1", + "AOC2", + "AGGF1", + "ADTRP", + "ANTXR1", + "AMOT", + "AK8", + "ATP2A1", + "AKAP5", + "ADIPOR2", + "AGPAT5", + "AP4E1", + "AFM", + "AMBN", + "AKT1", + "ADAM8", + "APOBEC1", + "AGXT2", + "ANOS1", + "AKAP3", + "ACTL7A", + "ALDH18A1", + "ADAM2", + "AEBP1", + "ANGEL1", + "ANTKMT", + "AP5M1", + "ART1", + "ALOX12", + "AMIGO2", + "ALX4", + "ALDH8A1", + "AP1M2", + "ALOXE3", + "ADNP2", + "ADGRG2", + "AKAP11", + "AP1G1", + "ADAMTS10", + "AMOTL2", + "AKR1D1", + "AFTPH", + "AFF4", + "ACTC1", + "ANXA5", + "ANKRD30A", + "AGFG2", + "ADAMTSL5", + "AKIP1", + "ADCK2", + "ADCY5", + "ABHD10", + "ACSBG2", + "ADAMTS2", + "APBA3", + "ANXA3", + "ADAM3A", + "ADH5", + "AHSA2P", + "ARSI", + "ALG12", + "ASIP", + "ALDH16A1", + "ANKRD12", + "AIF1L", + "AFMID", + "ARHGAP24", + "AHDC1", + "AHCY", + "ACVR1C", + "ARHGEF38", + "AGL", + "AKAP7", + "ALDH1A1", + "ALKBH1", + "AJM1", + "ARX", + "AMER2", + "ANKRD42", + "ARMC7", + "ANXA2R", + "ASPG", + "AHCTF1", + "AOX1", + "APBB1IP", + "AP1G2", + "ACTR1B", + "ANKRD39", + "ANKRD26", + "ADAMTS4", + "ARAF", + "AGO3", + "ADM2", + "ADAT3", + "AKTIP", + "ACP7", + "ARHGAP33", + "AKR1B1", + "ALS2", + "AKR7A3", + "ACBD4", + "AFAP1L1", + "ALX1", + "ALOX15B", + "AGK", + "ADAM28", + "ADAMTS8", + "AIP", + "AIPL1", + "ARL10", + "AKAP4", + "ALKAL2", + "AP4M1", + "ANP32CP", + "ADD3", + "ADGRB3", + "AQP1", + "ADCYAP1R1", + "AMMECR1L", + "ANKRD9", + "ACTG1", + "ALG2", + "ASIC2", + "ANKRD17", + "ARK2C", + "ACMSD", + "ARF6", + "ADCY4", + "ANO10", + "ARHGEF39", + "ADGRG1", + "ANAPC13", + "ADGB", + "ADAMTS12", + "ADGRL2", + "AGAP3", + "ADARB2", + "AKAP14", + "ACOT13", + "ARPIN-AP3S2", + "ACSM3", + "AP5S1", + "AIG1", + "ANKRD13A", + "ADPRHL1", + "ANAPC4", + "ASIC4", + "ALCAM", + "ASPH", + "AKAP6", + "ARMC1", + "ADAM29", + "ADGRE2", + "ARID2", + "AGPAT3", + "ANPEP", + "AK2", + "ADPGK", + "ARHGAP20", + "ALKBH3", + "ANGPTL5", + "ANKLE1", + "ALPK2", + "ARRB1", + "ATP6V1B1", + "ADGRF3", + "ALDH3A2", + "ARHGAP12", + "AIMP2", + "ALDH9A1", + "ALAD", + "AP3S2", + "ANKRD53", + "ALDH3B2", + "ADAMTSL3", "AOPEP", - "ABHD14B", + "ANO1", + "ARHGDIB", + "ANP32E", + "ALAS1", + "ALDH6A1", + "ARID5A", + "AGPAT2", + "ATP1A3", + "ATP10D", + "ANKS1B", + "AFAP1-AS1", + "ARID3A", + "AIRIM", + "ANO4", + "ANKRD40", + "AMT", + "ANKIB1", + "AP2S1", + "BAIAP2L2", + "AMH", + "AHNAK2", + "ARMC3", + "ARHGDIA", + "AHSP", + "ART3", + "AMZ2", + "ARHGAP19", + "ANKRD16", + "APOL1", + "AKAP12", + "ADGRF5", + "ALDOA", + "ALKBH7", + "AKAP8L", + "ANKS6", + "ARSG", + "ANKRD37", + "ATG2B", + "ADCY1", + "ASB16", + "ARHGAP6", + "ADSL", + "ALKBH2", + "AGTR2", + "ACOT8", + "ADGRA3", + "ACY1", + "APOBEC3B", + "AP1B1", + "ANO5", + "AMPH", "AIFM3", - "ADH4", - "ABTB1", + "ARHGAP39", + "ALKAL1", + "ASCC1", + "AGFG1", + "ARHGEF28", + "AP2A2", + "ARL5B", + "AIRE", + "ASB11", + "APLP2", + "AQP10", + "ADK", + "ALDH5A1", + "ABLIM1", + "AKAP10", + "ANKRD49", + "ADH1A", + "ANKRD13C", + "BMP3", + "ARL3", + "ANKRD29", + "ANKRD18B", + "ANLN", + "AGAP11", + "ACTR3", + "ARB2A", + "ATP2A3", + "AJUBA", + "ABCD4", + "AKR1B10", + "AGPAT1", "ADAT2", - "MEAK7", - "AKAP13", - "ABCB8", - "AAGAB", - "CENPO", - "AKNA", - "ABHD16A", - "DCUN1D5", + "AIF1", + "ATP11B", + "ARRDC1", + "ANGEL2", + "AIFM1", + "APOC4", + "APRG1", + "ARL6", + "ANKRA2", + "AP3B1", + "ARTN", + "ACTN4", + "ASB4", + "ADGRL1", + "ADM", + "ADAM21", + "ATP8B3", + "AK5", + "APEX1", + "ASAP1", + "ANKRD46", + "AICDA", + "AP5Z1", + "APEH", + "ANXA1", + "AMN1", + "ADRA2B", + "ALPG", + "APOM", + "ANTXRL", + "AP2B1", + "AGPS", + "APCS", + "ASF1A", + "AMTN", + "ARHGEF37", + "AMER3", + "APOA1", + "ATCAY", + "AGMO", + "APBA2", + "ALKBH4", + "ANK2", + "ARHGEF9", + "AHI1", + "ARGFX", + "AKR1B15", + "ASH2L", + "ADARB1", + "ALPK3", + "ALKBH8", + "AK9", + "ASB14", + "AP1M1", + "AP1S3", + "ATP1A4", + "ANKRD52", + "AGBL2", + "ADSS2", + "APOA2", + "ARHGEF17", + "ARMC5", + "ANGPTL2", + "ARMC2", + "B3GNT7", + "ADGRE3", + "ARFGEF3", + "BAIAP3", + "AURKA", + "AK3", + "ALOX5AP", + "ANKRD60", + "ARV1", + "BARX1", + "APOOL", + "ARPC1A", + "AMZ2P1", + "APOBEC3G", + "BCL7A", + "ARMH1", + "ARFGAP2", + "AADACL3", + "ARHGEF6", + "ACTN2", + "AP3B2", + "BACE1", + "AFG1L", + "ASCL3", + "ANKRD35", + "ANKEF1", + "ATRNL1", + "AGTRAP", + "ARSD", + "ANO7", + "B3GALT5-AS1", + "APTX", + "APOBR", + "ADGRV1", + "C12orf42", + "AP3M2", + "ARHGAP22", + "ANGPT4", + "ARL11", + "ARMCX2", + "AK7", + "ANKRD6", + "ALK", + "ASB8", + "ANXA2P2", + "ARHGAP11A", + "ASCL4", + "BLM", + "ARHGEF4", + "ADAT1", + "AKR7A2", + "ADIRF", + "ANKRD13C-DT", + "ASB5", + "ALG5", + "ANTXR2", + "ALDH1A3", + "AQP4-AS1", + "ASB15", + "ARHGEF15", + "AQP8", + "AQR", + "ATP5PF", + "ARHGEF11", + "APCDD1L", + "ARFGEF1", + "AIMP1", + "AOC3", + "ANXA10", + "ALDH1L1", + "AUP1", + "ARL6IP4", + "ATP6V0A1", + "ACTL9", + "APLF", + "ATP11AUN", + "ATG7", + "ARL1", + "AP1S2", + "ANKDD1B", + "ATP13A2", + "ANKS4B", + "ANP32B", + "ATP5F1A", + "APCDD1", + "AREL1", + "APBB2", + "ANKRD34C", + "ADAM12", + "ARIH2OS", + "ATP2B3", + "ARHGAP10", + "C10orf55", + "ADGRG4", "ANKFN1", - "ADCY1", - "AFF3", + "ABCA4", + "BNC1", + "ADGRB1", + "ALMS1", + "ARMT1", + "APBA1", + "BUB1", + "ASH1L", + "APC", + "BBS9", + "ADGRL3", + "ARPP21", + "ARHGAP40", + "BIRC7", + "ANGPTL7", + "ARMC6", + "B4GALNT3", + "ATP6V0A2", + "AFG3L1P", + "ADA", + "ASTN2", + "ALG9", + "BRMS1", + "AVPR2", + "B3GALT2", + "ALG13", + "ASB2", + "ANKRD26P1", + "ATG10", + "ANKMY1", + "AVP", + "AMPD2", + "ANXA2", + "BAX", + "AMDHD2", + "ATOX1", + "ANKRD33B", + "AKAP13", + "ARSB", + "ANXA4", + "C10orf95", + "APOL4", + "ACOT7", + "ANKRD27", + "ATG4B", + "ATF6B", + "ARNT", + "C17orf100", + "ARIH2", + "AQP4", + "BCORL1", + "ALDH4A1", + "ARNT2", + "ANKRD40CL", + "ASB9", + "ASTL", + "C7orf33", + "ARHGAP44", + "ATR", + "BABAM1", + "BCDIN3D", + "ATG101", + "BCORP1", + "C15orf39", + "AP3M1", + "ADGRD1", + "AFDN", + "ANKRD18A", + "ANKRD34B", + "C1QTNF6", + "ASNS", + "C15orf32", + "ARRB2", + "ATAD3A", + "BRPF3", + "CACNB3", + "ARHGEF19", + "B4GALNT2", + "ARL5A", + "ATL3", + "BAD", + "BMP15", + "ATP1A2", + "ATP6V0A4", + "ASAP3", + "ANKFY1", + "ANO6", + "ANKZF1", + "C12orf43", + "ADAMTS17", "AK4", - "ACTA2", - "ABI3BP", - "ACKR3", - "ADCY5", - "CRTAP", - "ABHD17C", - "ANAPC1", - "ADARB1", - "ADAMTSL1", - "ADAM22", - "ACTG2", - "ANK2", - "CCDC71L", - "CERS6", - "RRP1", - "TRIM61", - "WNT2B", - "AGAP6", + "ASAH1", + "ANAPC5", + "BPIFC", + "APAF1", + "AGA", + "ATOH7", + "ALOX12B", + "ARHGAP1", + "C18orf54", + "ASB13", + "ALG14", + "ANP32D", + "ATP5F1C", + "ARL13A", + "B3GALNT2", + "AMFR", + "C16orf92", + "ALKBH5", + "BAZ1A", + "ARHGEF16", + "ABT1", + "ARCN1", + "BBOF1", + "ATP13A4", + "ASB7", + "APOL3", + "ARHGEF5", + "ADAP1", + "ASCL5", + "AIM2", + "AKR1A1", + "C1orf116", + "ALG8", + "BMP6", + "C11orf16", + "ARMH3", + "ADPRM", + "ATP6V0D2", + "AP1AR", + "ARRDC3", + "BMP8A", + "B4GALT2", + "BTNL3", + "ALPP", + "BEST2", + "BPIFA4P", + "BDKRB1", + "ATP6V0E1", + "AMOTL1", + "ATP10B", + "ARHGAP28", + "APOO", + "APMAP", + "APRT", + "BTBD2", + "ATOH8", + "ATP6V1B2", + "BCKDK", + "ART5", + "AEN", + "BCL2", + "ATP8A2", "C1QTNF2", - "ADCYAP1R1", + "BRF2", + "BAIAP2L1", + "BMPER", + "ARMCX5-GPRASP2", + "BRD7P3", + "ARFIP2", + "ARHGAP31", + "ASGR2", + "ANP32A", + "APOA4", + "APLN", + "ATP8B4", + "ALPI", + "ATP5IF1", + "ATXN7L2", + "ANKAR", + "AK1", + "ATP11C", + "AGTPBP1", + "ARID1A", + "BRK1", + "ADAMTSL1", + "ALG1", + "ATP5F1B", + "BOK", + "ASPHD1", "ASB3", - "ANXA1", + "AHSG", + "B4GALT3", + "ALDH3B1", + "AUTS2", + "ATP6V1G2", + "AMBRA1", + "APLP1", + "ATE1", + "ATOSA", + "AQP6", + "ADGRE1", + "BLK", + "BDNF", + "C10orf71", + "BFAR", + "C17orf75", + "ARL8B", + "AQP11", + "ASXL2", + "C10orf90", + "ATP5MF", + "ADPRH", + "AVPI1", + "AFF3", + "ARID1B", + "ARHGEF10L", + "AKIRIN2", + "ANKRD62", + "BSG", + "C17orf99", + "ATL1", + "AXDND1", + "ASAP2", + "C5orf34", + "ATXN7L1", + "ARHGAP5-AS1", + "BABAM2", + "ATXN7", + "ATP6V0C", + "AGO2", + "B4GALT5", + "ATP1A1", + "AVL9", + "C8A", + "ASB12", + "BLVRB", + "ARHGEF3", + "C1orf220", + "AGBL5", + "ATF6", + "BPIFA3", + "ARC", + "ATP11A", + "ATOH1", + "ARSL", + "ATP2C2", + "BAG3", + "ASTE1", + "CASP14", + "AZI2", + "ANKRD22", + "BCAP31", + "ATG14", + "C11orf40", + "AADACL2", + "C16orf74", + "APOL2", + "ATP13A3", + "CABLES2", + "ARL8A", + "ARL2BP", + "ARMC10", + "C16orf78", + "ARL13B", + "ALLC", + "C16orf90", + "ATP1B3", + "ATP2A2", + "BTNL9", + "ANO2", + "ALG6", + "ARK2N", + "BDKRB2", + "BRIX1", + "BMX", + "CACNA1G", + "CACTIN", + "ARRDC4", + "ARFGAP3", + "ATF1", + "C1orf105", + "AVPR1A", + "BCAN", + "AKAP1", + "C10orf67", + "BEND3", + "ATP5MG", + "AKAP8", + "C3orf20", + "AFG2B", + "ATXN3L", + "ARMC8", + "C12orf56", + "ARHGAP32", + "C15orf62", + "ARMC9", + "BPIFA2", + "ATP6V1D", + "ANGPT1", + "ANK1", + "BTBD1", + "ARHGEF18", + "ARHGEF33", + "CCDC171", + "ATP7B", + "B3GALT1", + "ARHGAP36", + "ATG12", + "C4orf36", + "CAMTA1", + "C15orf40", + "C3orf22", + "AQP5", + "B3GNT5", + "BAP1", + "BANP", + "AZGP1", + "ATP9B", + "BEND2", + "ARMCX1", + "C1orf74", + "BRIP1", + "CA5A", + "APOH", + "ARAP3", + "AKR1C3", + "AHNAK", + "BIK", + "AKT1S1", + "ACKR4", + "ARAP2", + "BNIP3L", + "BSND", + "BMP2K", + "C5orf46", + "AIFM2", + "BCAS1", + "CALY", + "BCL2L13", + "ATP6V1G3", + "C20orf173", + "BRWD1", + "AUNIP", + "ASXL3", + "BNIP1", + "ARF4", + "B3GAT1", + "AMPD3", + "C11orf42", + "BMS1", + "ARHGAP35", + "ASGR1", + "B3GAT3", + "ASIC5", + "AQP3", + "ADO", + "ARL4D", + "BLNK", + "CACNG4", + "BAMBI", + "BCKDHB", + "C11orf58", + "CCDC38", + "C12orf54", + "ALX3", + "BHLHA15", + "C22orf31", + "ATP23", + "C14orf39", + "BICRA", + "AFAP1", + "APOBEC3C", + "BNIP3", + "C11orf96", + "BEND6", + "ATRN", + "AURKC", + "ANAPC15", + "ASTN1", + "ATF7IP2", + "ATP5F1D", + "C4BPA", + "ANKRD54", + "ATP13A1", + "ATF3", + "BMP8B", + "BBS12", + "BTBD3", + "ATP1B4", + "ARHGAP9", + "ALYREF", + "BCL2L12", + "C17orf50", + "C10orf88", + "BAG5", + "APOL6", + "C1QL1", + "ATP9A", + "C1QL2", + "CAB39", + "B3GNT9", + "BROX", + "C3orf62", + "C16orf82", + "CACNA1H", + "ASPA", + "CARTPT", + "ANKS1A", + "ADAD1", + "ARAP1", + "ADIPOR1", + "ARFGAP1", + "BCAS4", + "ASZ1", + "BIRC8", + "ARHGEF1", + "ARL5C", + "BEND5", + "BEST3", + "BBC3", + "AVPR1B", + "BET1", + "BIRC5", + "BFSP2", + "AZIN1", + "BCL9", + "C19orf44", + "BEX2", + "AHSA1", + "CACNG1", + "C19orf48P", + "C5orf15", + "BEX4", + "APPBP2", + "BST1", + "C20orf204", + "BCO1", + "C9orf72", + "ARL6IP5", + "CA10", + "ACSL5", + "ATPSCKMT", + "ASPHD2", + "BATF", + "C10orf120", + "C14orf180", + "BAALC", + "BRINP3", + "C5orf52", + "B9D1", + "BPESC1", + "BCL2L15", + "CCDC185", + "ANAPC16", + "C9orf163", + "CACFD1", + "ATP5PO", + "ATP6V1E1", + "ATG4D", + "ATG9A", + "BORCS6", + "BRSK2", + "ADCY7", + "ATRX", + "CELF4", + "AVEN", + "B3GNT4", + "ATL2", + "BBX", + "BPIFB1", + "BPIFB3", + "B4GALNT4", + "C6orf141", + "CABP7", + "C2CD4A", + "ATP12A", + "BAHCC1", + "C19orf67", + "BEX1", + "ATP5MC1", + "CAPS", + "BICD2", + "BTN2A2", + "ATP4B", + "C9orf43", + "BTK", + "BAZ2A", + "CACUL1", + "B3GNT6", + "ARFRP1", + "ASCC2", + "BOC", + "C1QL3", + "BUD23", + "ATG5", + "C5orf47", + "ALOX5", + "CACNB2", + "CALHM3", + "CAPZA3", + "ADSS1", + "C1QTNF3", + "ATAD2", + "AP2A1", + "ANKRD36BP1", + "ATP5F1E", + "CACNG6", + "CACNB4", + "C11orf87", + "ARF5", + "AFAP1L2", + "BHMT", + "AMBP", + "ASCL1", + "C2orf15", + "C3orf49", + "CCDC33", + "BOLA3", + "C1QBP", + "BARHL2", + "C19orf33", + "C3orf36", + "ATXN7L3", + "ANGPTL1", + "ADH6", + "BPGM", + "CARD14", + "AKR1E2", + "ASB17", + "C5AR1", + "CCDC27", + "BICD1", + "C1orf198", + "BNIP5", + "AR", + "CDH24", + "C12orf50", + "CA3", + "ANKS3", + "BRCA1", + "ALDH3A1", + "ANKLE2", + "CAST", + "BCCIP", + "CALHM6", + "C5orf24", + "BAG1", + "CACNA1I", + "AKIRIN1", + "ATAD5", + "BTBD16", + "AGAP2", + "BTG1", + "BAG2", + "ANKRD7", + "CCDC134", + "ASCC3", + "C2orf74", + "CCDC121", + "C3orf18", + "BAZ1B", + "BCL10", + "ALG3", + "ANGPT2", + "CACNG7", + "BTNL2", + "BLMH", + "C5orf22", + "BTNL8", + "BPNT1", + "BRICD5", + "C1orf210", + "C16orf87", + "CABP4", + "BCL7C", + "AP2M1", + "C8orf76", + "BEST4", + "C1R", + "C1D", + "BANF2", + "APC2", + "BSN", + "ARL14", + "BOLL", + "B4GALT6", + "BLTP3B", + "ARHGAP4", + "BLTP2", + "ANKRD20A8P", + "BTBD8", + "BCLAF1", + "C20orf181", + "BEAN1", + "ATG13", + "ATM", + "ALAS2", + "APOBEC3D", + "ATP6V1C2", + "CA14", + "ATG2A", + "CBY2", + "BCAR1", + "CCDC117", + "C20orf144", + "CCBE1", + "ADORA2A-AS1", + "C10orf105", + "CCDC126", + "C7orf57", + "ASNSD1", + "BICRAL", + "BIRC2", + "C12orf71", + "BIN2", + "BRWD1-AS2", + "CCDC110", + "C14orf119", + "C11orf24", + "CCDC196", + "CA8", + "C1QTNF12", + "ATP6V1E2", + "CACNA1E", + "ASB1", + "C14orf132", + "CBLN4", + "C1orf122", + "ADH4", + "CCL21", + "ATP7A", + "BCL7B", + "APOD", + "C6orf120", + "CBLN3", + "BCOR", + "CAND2", + "BEST1", + "B3GLCT", + "ARHGAP17", + "BPIFA1", + "ATP8B1", + "BBOX1", + "BCAT2", + "CAMK2D", + "C1orf162", + "ATP6V1G1", + "CCDC168", + "ATP6AP1", + "BDP1", + "BLVRA", + "CAPN15", + "ATP5MC2", + "ATXN10", + "C17orf58", + "CADM2", + "C2orf81", + "ANKRD34A", + "CAGE1", + "CASQ1", + "ADRA2A", + "CAPN12", + "C8G", + "B4GAT1", + "C1orf35", + "CATIP", + "C2orf76", + "ART4", + "C8orf58", + "C9orf152", + "ASB6", + "BTN1A1", + "AFF2", + "CALCA", + "C1RL", + "ATAD2B", + "C6orf62", + "ASIC1", + "C2orf68", + "APOF", + "C9orf78", + "C3", + "AQP2", + "ATF7", + "BTBD10", + "CASP7", + "ATAT1", + "AJAP1", + "ARPC4", + "BLOC1S6", + "AP3D1", + "BTBD7", + "CD5L", + "APP", + "C16orf54", + "CARM1", + "CCDC32", + "ATXN3", + "BOD1", + "BPIFB4", + "C1orf174", + "ANO9", + "C1QTNF4", + "BAIAP2", + "C21orf58", + "AMMECR1", + "C3AR1", + "APLNR", + "CASD1", + "AURKAIP1", + "CCDC63", + "CCDC73", + "CA9", + "BRWD3", + "BAAT", + "ANO3", + "C6orf136", + "C2CD2L", + "BHLHE41", + "CDC20", + "ARIH1", + "CABCOCO1", + "C11orf21", + "AQP9", + "BTN3A3", + "CAPN6", + "C1orf159", + "C1QTNF8", + "ATF7IP", + "C3orf33", + "BRD1", + "CAMKMT", + "C12orf76", + "CALHM4", + "BEX5", + "BSX", + "CBS", + "ARSF", + "CASP6", + "BAALC-AS2", + "BMF", + "AVIL", + "CCDC177", + "CA4", + "C1GALT1C1", + "ARHGAP29", + "CADM3", + "BRMS1L", + "C16orf89", + "BLOC1S2", + "ARMCX5", + "CDCA7L", + "CAT", + "ASPM", + "CCNYL2", + "CCDC39", + "CDH18", + "B4GALNT1", + "ARMCX3", + "CDYL2", + "CC2D2A", + "CCDC51", + "CCL1", + "CCDC3", + "C2orf88", + "ARHGAP25", + "C1orf50", + "CCAR1", + "CD274", + "CALR", + "BRI3", + "CCDC47", + "C1orf43", + "CA13", + "CAPN9", + "CDIPT", + "CACNA2D3", + "CAB39L", + "CALML5", + "CA5BP1", + "CAMTA2", + "ANKRD28", + "ATP6AP2", + "CABP5", + "C16orf46", + "CCR4", + "ARL6IP6", + "CCDC28B", + "BDH1", + "CASTOR1", + "BRD9", + "CASK", + "CDK18", + "C2orf80", + "CCDC172", + "CCDC137", + "CAMK1D", + "C1GALT1", + "BBS7", + "ATP8A1", + "CCDC112", + "BST2", + "BCL6", + "CCL23", + "CACYBP", + "ARMC12", + "ALDOC", + "BRAT1", + "ATN1", + "CCT6B", + "CCDC85C", + "C5AR2", + "CABP1", + "CDC42BPA", + "CCDC87", + "BMP2", + "CAMK2G", + "BCHE", + "CBR1", + "BATF2", + "CAPRIN2", + "ATP5MC3", + "ARPC2", + "C6orf15", + "CASP2", + "CBLL2", + "AGRP", + "CCDC9B", + "CBARP", + "CA11", + "CARMIL1", + "CASTOR3P", + "CCDC81", + "CARD10", + "BTBD6", + "C18orf21", + "CAPS2", + "CDH23", + "ADAM18", + "BBS5", + "CAPN11", + "CD1B", + "CABIN1", + "B4GALT1", + "CASP9", + "BMP7", + "AP1S1", + "CALB1", + "BSPH1", + "ATRAID", + "ANKMY2", + "BORCS5", + "BCL9L", + "CCDC7", + "CARINH", + "C3orf70", + "C1orf87", + "BRINP2", + "CASP4", + "BACH2", + "C12orf60", + "CDKN1A", + "CD226", + "C9orf40", + "BTN3A1", + "B3GALT5", + "BGN", + "ALOX15", + "CCDC175", + "CACNG5", + "CD28", + "CES5A", + "ARID4B", + "C4orf33", + "CCIN", + "CEACAM6", + "CALM3", + "ARHGEF40", + "CD19", + "C2orf66", + "BHLHE23", + "C19orf25", + "BMAL2", + "CD4", + "CCDC190", + "CDSN", + "CC2D1B", + "CATSPERG", + "ARL6IP1", + "CHODL", + "CASP5", + "C21orf91", + "APPL2", + "BTF3", + "CDH20", + "CEACAM21", + "CD96", + "CBX6", + "CCDC86", + "CDCA4", + "CA7", + "ATG3", + "B3GNT2", + "CELA1", + "BASP1", + "BRSK1", + "CIBAR2", + "CD248", + "CCNJL", + "CCNL1", + "C4orf17", + "C17orf78", + "C12orf57", + "C11orf65", + "BACE2", + "CCER1", + "BRD8", + "C1QL4", + "CCDC116", + "BIN1", + "ANKRD33", + "CDC42BPB", + "CCNE1", + "CD1C", + "CERS6", + "CD207", + "BHLHE22", + "CDKAL1", + "BCL6B", + "BUB3", + "CCDC15", + "BFSP1", + "CCDC85B", + "CARMIL2", + "ADISSP", + "BCL2A1", + "CCDC89", + "CDC20B", + "ASPRV1", + "CCHCR1", + "CALCOCO1", + "CCDC115", + "CD1A", + "CAMK1G", + "CERS3", + "CENPT", + "CCDC107", + "CCDC91", + "B3GNT8", + "CDC42EP1", + "CAPN5", + "C22orf23", + "BOLA1", + "ANKRD50", + "CCDC178", + "CACHD1", + "ATPAF1", + "ATXN2L", + "ARPP19", + "BTG2", + "CAD", + "CLEC4C", + "C1orf94", + "C1orf216", + "CEND1", + "CCL22", + "CCSER1", + "BCAT1", + "CCDC181", + "CADPS", + "CCS", + "BCAS2", + "ARHGEF7", + "CCDC106", + "CALCB", + "CCNG1", + "CAV2", + "C19orf18", + "ANKRD13D", + "BMERB1", + "C3orf38", + "CASP10", + "CCM2", + "CBX2", + "BHMT2", + "CANT1", + "CARNS1", + "CFAP107", + "C2CD2", + "ANXA7", + "ASCL2", + "CDO1", + "CAP2", + "CCKAR", + "CACNA1B", + "BPIFB2", + "CCNT1", + "CD247", + "CCDC62", + "CDK5R2", + "ATP5MJ", + "AKNA", + "C8orf33", + "CCT8", + "ANKRD1", + "CA6", + "CAMK2N1", + "CBX7", + "BLTP3A", + "BRAP", + "C6orf118", + "ARHGEF10", + "ATG4A", + "CD79A", + "CLBA1", + "CALHM5", + "BATF3", + "C1orf54", + "CEACAM16", + "CENPS-CORT", + "ASB10", + "BCAR3", + "CABLES1", + "BPHL", + "CHST10", + "CCDC68", + "CCNDBP1", + "BTAF1", + "BECN1", + "ADGRA2", + "CDC25A", + "BZW2", + "CFAP20", + "CDK5RAP1", + "CCNJ", + "CBLC", + "CABP2", + "BEGAIN", + "CCNK", + "CD72", + "CALML3", + "AUH", + "CD80", + "CFAP57", + "C20orf203", + "CELA3A", + "CCDC169", + "CCL2", + "BNIP2", + "BAZ2B", + "C6orf89", + "CCDC43", + "BUD31", + "CEACAM7", + "CD8B", + "ATP6V1H", + "CD47", + "CIMIP6", + "CDIP1", + "CCM2L", + "CCDC54", + "BTBD9", + "CEP162", + "CCDC12", + "CGN", + "CEACAM4", + "C2orf69", + "CHD8", + "C6", + "CD300C", + "BRD10", + "CEP41", + "ARHGEF2", + "CD81", + "C19orf12", + "CAMKK1", + "CHADL", + "CCR10", + "C19orf38", + "CAPN1", + "CENPM", + "CLDN18", + "ARRDC2", + "CCRL2", + "CASKIN2", + "BANK1", + "CAV1", + "BMP4", + "CCNB1", + "ACP3", + "AKT2", + "CCDC28A", + "CCL5", + "CCNE2", + "BCAP29", + "CCDC138", + "C8orf44", + "CCDC6", + "C1orf115", + "CCDC141", + "CEBPZ", + "CALCR", + "CCDC34", + "ARMCX4", + "CA2", + "CAV3", + "ARFIP1", + "BLOC1S4", + "BUB1B", + "CCND1", + "C2orf42", + "BEX3", + "AGRN", + "BPNT2", + "CAVIN2", + "ALPL", + "B4GALT7", + "BCL2L10", + "CDKL2", + "CD40LG", + "CDX1", + "CCDC13", "C1QTNF7", - "FAHD2CP", - "ABHD12", - "ASB2", - "KRTCAP3", - "AK8", - "PRR19", - "APTX", + "CD44", + "BARX2", + "CDCA5", + "CERCAM", + "CEACAM18", + "ACSS2", + "CD99L2", + "BPIFB6", + "CCND3", + "CDC23", + "CLDN8", + "AKAP9", + "CD2AP", + "CHKA", + "CCDC158", + "AWAT2", + "ARSK", + "CASZ1", + "CDS2", + "CDA", + "C6orf52", + "AURKB", + "ASRGL1", + "ARLN", + "ARHGAP30", + "CLPTM1", + "C11orf86", + "CD9", + "CD33", + "CEP15", + "BTN2A1", + "CENPV", + "CLCA1", + "CDH2", + "CD1D", + "CCDC102B", + "BBS10", + "CAMP", + "CD24", + "CHI3L2", + "CLRN1", + "ATP6V0D1", + "CCND2", + "CCDC14", + "BMP5", + "CDX4", + "BSDC1", + "BBS2", + "CDC6", + "C9orf50", + "ARHGAP18", + "CAPN13", + "ASPN", + "AOAH", + "AXL", + "CCNT2", + "CDC14A", + "ATP13A5", + "CHAF1B", + "CBFB", + "ATP2B4", + "CHEK1", + "CCL20", + "C1QB", + "CERKL", + "BHLHE40", + "CHCHD6", + "CBLL1", + "CHRNA3", + "CFAP74", + "CDK9", + "CBLB", + "CCAR2", + "CDH9", + "CDT1", + "ATP2B2", + "CEP44", + "CCDC127", + "CAAP1", + "CASP8", + "C8B", + "CD200R1", + "CCDC88C", + "ANAPC7", + "CAMKV", + "ARHGAP5", + "CARS1", + "CDHR2", + "BCL11B", + "C1orf52", + "BID", + "BARHL1", + "CADPS2", + "CGGBP1", + "BICC1", + "C2orf78", + "ATAD3C", + "C9orf85", + "CES3", + "CCL17", + "CARMIL3", + "CALD1", + "CDH6", + "BDH2", + "CCDC198", + "BAG6", + "ARF3", + "CIC", + "CHST8", + "ASL", + "C3orf52", + "CALHM2", + "BMPR2", + "CD5", + "CFD", + "CEMIP2", + "CCDC191", + "CD320", + "CBLN2", + "CCDC88B", + "COL11A2", + "CA5B", + "C1QA", + "CAMK2N2", + "CFAP119", + "CHMP1A", + "ARHGAP23", + "CCNB2", + "CGA", + "CHML", + "CETN3", + "CCNC", + "CCDC154", + "BCS1L", + "CARD6", + "CDCA3", + "CLDN20", + "CD74", + "CCDC184", + "B3GALNT1", + "CENPH", + "ATP6V1A", + "ATP6V0E2", + "CC2D2B", + "ALG10", + "CACNG3", + "CFHR5", + "CLASRP", + "C8orf74", + "CACNA2D1", + "CDC42EP5", + "CEP57", + "CCDC150", + "CHST9", + "CENPB", + "CD46", + "CCL25", + "CIAPIN1", + "CDH15", + "CD79B", + "CMA1", + "ATP8B2", + "CD27", + "CNMD", + "CCNA2", + "CENPU", + "C6orf58", + "CDPF1", + "CHP2", + "BCL2L1", + "CDC37", + "CHD5", + "CNN1", + "BLZF1", + "CHST3", + "CDKN2B-AS1", + "CEP295", + "CASC2", + "CIRBP-AS1", + "CLEC4F", + "C20orf96", + "C14orf93", + "CDC16", + "CENPK", + "CEP164", + "CALN1", + "CCNO", + "BOD1L1", + "CCK", + "CETN2", + "BORA", + "CD160", + "CDKN1C", + "CEP152", + "CECR2", + "CEP85L", + "CDCA2", + "CD84", + "CBX3", + "ARHGDIG", + "C11orf68", + "CEP128", + "ARFGEF2", + "CHAC1", + "CDKN2A-AS1", + "ANXA6", + "CARD19", + "CCKBR", + "CDR1", + "CDCA7", + "CEP89", + "CCL18", + "CELF5", + "CDHR5", + "CLCN6", + "CD164", + "CEP57L1", + "CITED1", + "CCDC70", + "CCN5", + "CLCNKB", + "CD3E", + "CENPC", + "ATAD1", + "CCDC174", + "C12orf75", + "CCDC30", + "BCL2L11", + "APOBEC2", + "AMELY", + "AZU1", + "CCDC66", + "CDC25B", + "CERK", + "CFAP43", + "CCL13", + "CD68", + "CENPL", + "COL23A1", + "CASP3", + "C11orf54", + "CNOT11", + "CLCN4", + "CDK19", + "CRACR2A", + "CLN3", + "CDK3", + "CNN3", + "CATSPER3", + "CHRNA9", + "CEP70", + "CD276", + "CERT1", + "CCL4", + "CFAP20DC", + "CNR1", + "CIP2A", + "CCDC59", + "CEP135", + "CER1", + "ATIC", + "C19orf47", + "CCR6", + "CHM", + "CNTNAP2", + "CFAP184", + "CD300LD-AS1", + "CFAP73", + "BORCS7", + "ARSA", + "CCT3", + "C7", + "C1QTNF1", + "CELF3", + "CHAT", + "CLTA", + "COL18A1-AS1", + "CEP192", + "CEP68", + "CCL7", + "CCDC120", + "CHCHD4", + "CLPS", + "CNGA2", + "CLDN9", + "CEP290", + "CHST13", + "C19orf73", + "CCDC78", + "CHDH", + "CDC42EP2", + "BTN3A2", + "CEP78", + "CLDN10", + "CHMP6", + "BIRC6", + "C7orf25", + "BANF1", + "CLCA3P", + "CASC3", + "CNOT6L", + "CD209", + "BBS1", + "CCT4", + "CABYR", + "CISD1", + "C8orf48", + "ALPK1", + "CAMSAP3", + "CHFR", + "CCDC159", + "CRYGA", + "CES4A", + "CEMIP", + "C2CD5", + "CCR9", + "CGREF1", + "CD48", + "CCDC60", + "BBS4", + "CCNYL1", + "CDH3", + "CD244", + "CASKIN1", + "CYP2W1", + "CLGN", + "CHRDL1", + "AXIN1", + "CDK20", + "CNOT4", + "CNKSR3", + "CLUL1", + "CD2BP2", + "CFAP141", + "CCDC148", + "CEACAM20", + "CDCA8", + "CHAF1A", + "BIN3", + "CDR2L", + "CCN1", + "CBLN1", + "CFAP298", + "CFAP210", + "CALML4", + "CFAP144P1", + "CCDC9", + "CDK15", + "ALDH1B1", + "CH25H", + "CFTR", + "CLEC2B", + "CHD1", + "CLN6", + "CLEC9A", + "CRB1", + "CHAMP1", + "CALM1", + "ATMIN", + "COL6A4P1", + "CLEC4M", + "CD86", + "CTXN1", + "ATP2C1", + "CBR4", + "CENPBD1P", + "CCSAP", + "AMZ1", + "CNP", + "CAMK2B", + "CFL1P1", + "CCDC17", + "COL4A4", + "CIMAP1A", + "CCDC102A", + "CACNA2D2", + "CD38", + "CEP250", + "CCR3", + "COL9A1", + "CKAP2", + "CD3D", + "BRAF", + "CNRIP1", + "CDKN2C", + "CHSY3", + "BCL2L2", + "CHRNA6", + "CRPPA", + "CELF6", + "COL6A4P2", + "CMC2", + "BBLN", + "CDH8", + "CLCA4", + "CKAP5", + "CFAP45", + "CLDN3", + "CD3G", + "CLDN2", + "CIDEA", + "CEP72", + "CGAS", + "CPN1", + "CFHR3", + "CISD3", + "CCDC42", + "CCNY", + "CADM4", + "COIL", + "CATSPERE", + "CDX2", + "CEP170B", + "CDH5", + "CCP110", + "CIB2", + "CLEC14A", + "BAHD1", + "CHCHD2", + "CHST6", + "B3GALT6", + "CCT5", + "APOBEC3H", + "CPB2", + "CEP55", + "CAPN2", + "CLDN1", + "API5", + "CCT7", + "CATSPERD", + "CLCA2", + "BRPF1", + "CACNG2", + "COA3", + "CLEC16A", + "CD7", + "DLX3", + "CIB3", + "CLIC2", + "CDK17", + "CEP63", + "CDKN2AIPNL", + "CLCN2", + "COPS5", + "BLOC1S3", + "CHD9", + "CD6", + "CLCN5", + "CLHC1", + "BCR", + "CDKL5", + "CHMP7", + "CCNB1IP1", + "CXCL17", + "CNN2", + "CPT1C", + "CHIT1", + "CES2", + "B3GNT3", + "CETN1", + "CHD2", + "CAMSAP2", + "C15orf48", + "CNGA4", + "CCNQ", + "CFAP69", + "CLRN3", + "COL2A1", + "CLDN14", + "C1S", + "CCDC85A", + "CD59", + "CLEC12B", + "CNPPD1", + "BLID", + "CFAP410", + "COL4A6", + "CRCT1", + "CMYA5", + "CAPZB", + "CDC42SE2", + "CHRNB3", + "CHMP1B", + "BCO2", + "CPSF4L", + "COL6A2", + "ANKDD1A", + "CNGB1", + "CCDC157", + "CLUAP1", + "CREB3L1", + "CDH10", + "CLSTN3", + "CHIC1", + "CIART", + "CLCN1", + "CEP20", + "CHRNA5", + "CNTNAP4", + "CORO7", + "CEP76", + "CAPSL", + "CNTRL", + "ACTR6", + "CDNF", + "CCDC80", + "C4BPB", + "CRMP1", + "CCDC8", + "COG6", + "DCP1A", + "CHCHD5", + "CORIN", + "CANX", + "ARF1", + "CDHR3", + "BLTP1", + "CTNND2", + "BPI", + "DAND5", + "CLK1", + "CRCP", + "CAPG", + "C9", + "CYP4F22", + "CNPY2", + "ALKBH6", + "COX4I2", + "CBY1", + "CISH", + "CATSPERZ", + "CMTM1", + "CREB3L2", + "COQ8B", + "CLXN", + "DBNL", + "CPA5", + "CHST15", + "CD163L1", + "ATP5ME", + "CIMAP1D", + "C11orf98", + "COLCA1", + "CNOT10", + "CNTROB", + "DAZL", + "CLEC5A", + "CNNM4", + "ARMH4", + "CCL16", + "CADM1", + "DBIL5P", + "CXCL3", + "CHI3L1", + "CHST4", + "CIITA", + "CAPNS1", + "CLEC1A", + "CD200", + "BYSL", + "CDK6", + "CD22", + "CDH17", + "CDC5L", + "ATP6V1F", + "CDH4", + "CHST12", + "CALHM1", + "DBN1", + "CD1E", + "CHST2", + "CEACAM5", + "CASR", + "BLCAP", + "CFAP299", + "CDKN2D", + "CCDC77", + "CNBD2", + "CDK10", + "CYP11B2", + "CRELD2", + "CATSPER4", + "CDH7", + "CERS4", + "CARHSP1", + "CFAP221", + "DCAF4L2", + "CNNM3", + "CLEC4E", + "C15orf61", + "C2CD6", + "CFAP53", + "CNKSR2", + "CSNK1A1L", + "CCDC167", + "ANAPC11", + "ARID5B", + "BICDL2", + "CALM2", + "COL5A1", + "CHST11", + "C3P1", + "ANKRD55", + "CRH", + "CDC42", + "CFAP100", + "COL7A1", + "CCNH", + "CPSF3", + "COMMD8", + "COX7B2", + "DLX4", + "CTSH", + "CFAP46", + "DCTN1", + "CLASP1", + "CPXM2", + "CFAP126", + "CIMAP2", + "COL17A1", + "DCAF11", + "CDC42SE1", + "DCHS2", + "ADAR", + "ARVCF", + "CCNA1", + "CCDC97", + "CLDN19", + "CTCFL", + "CEP95", + "CPA4", + "COLEC10", + "CPSF2", + "CLDN12", + "CARD18", + "CHPT1", + "CHCHD7", + "CIRBP", + "COCH", + "CRIP2", + "CNPY4", + "CKS2", + "COMMD10", + "CNST", + "CNOT6", + "CPSF7", + "CLN8", + "CHRDL2", + "DDC", + "CHIA", + "CHAC2", + "CLVS1", + "DRG2", + "CPTP", + "ANKRD45", + "CR2", + "CIMIP4", + "DCAF17", + "CDV3", + "COPS9", + "CSMD3", + "CLCF1", + "CNOT8", + "CAMK1", + "CYLC2", + "DNAH9", + "BTG3", + "CD63", + "CCDC125", + "CLECL1P", + "CDK2AP1", + "ARG1", + "CYP8B1", + "COL19A1", + "CMAHP", + "CKAP4", + "BCL11A", + "CHRD", + "CGNL1", + "CFI", + "CRP", + "DNAI7", + "CPLX2", + "CPLANE1", + "CCL8", + "CFAP61", + "CTTNBP2", + "CLSTN1", + "ANKK1", + "BCKDHA", + "COASY", + "CCDC122", + "CLEC2D", + "CFL2", + "ADAMTS16", + "CEBPE", + "CHAD", + "CPB1", + "CENPQ", + "COL12A1", + "CD93", + "CFAP97", + "CIAO1", + "AEBP2", + "CLEC10A", + "COQ6", + "CDAN1", + "BIVM", + "DELE1", + "COPB1", + "DBT", + "CENPE", + "DBX1", + "C1QC", + "CENATAC", + "CD14", + "DCAF12L1", + "CCNB3", + "CPNE4", + "C1orf21", + "CDC34", + "CHIC2", + "CDH22", + "CROCC", + "CSNK1G3", + "CKB", + "CIAO2B", + "CUL1", + "CMIP", + "CNTN6", + "CCDC25", + "CHUK", + "CDK7", + "COL16A1", + "CLASP2", + "CRB3", + "CRTAP", + "CCDC69", + "CNR2", + "CREB3L3", + "CEPT1", + "DDX39B", + "BLOC1S1", + "CHGA", + "ARR3", + "C1QTNF9", + "ANKRD10", + "COBLL1", + "CPXCR1", + "CCNF", + "CATSPER1", + "CHTF8", + "CXCR6", + "DKK2", + "CIR1", + "COLGALT1", + "CTU2", + "DCTN2", + "CXCR5", + "CHTOP", + "DACT2", + "DCHS1", + "CLSTN2", + "CLTCL1", + "CYP17A1", + "COL11A1", + "CRIPT", + "CCL27", + "DLX5", + "DDX41", + "CALB2", + "CFAP300", + "CTBP1-DT", + "CROCCP2", + "CNOT1", + "CKM", + "CYP11A1", + "CMTR1", + "CFAP44", + "CPNE5", + "CYP2J2", + "DMPK", + "CZIB", + "CLRN2", + "DRC1", + "CD58", + "CNPY1", + "CORO1A", + "DEPDC5", + "DES", + "CENPP", + "CAVIN1", + "DAGLB", + "COL25A1", + "CCDC22", + "CCDC83", + "COMT", + "DCAF4", + "CFAP263", + "DIP2B", + "DBNDD1", + "CAPRIN1", + "CD300LG", + "ATOSB", + "ARPC1B", + "DTX3", + "DLK2", + "CLSPN", + "B2M", + "CRYBA2", + "CTSZ", + "COX8C", + "CHL1", + "CPSF1", + "CPO", + "COL10A1", + "APPL1", + "CDH19", + "DRC3", + "COG3", + "CREG2", + "ATP6V0B", + "COBL", + "COL4A5", + "CRAT", + "COPS7A", + "CKAP2L", + "CDH16", + "CCR2", + "DHX35", + "CARD8", + "CD151", + "DGCR5", + "CTH", + "DGKG", + "CXCL8", + "DENND2B", + "CORO2A", + "COA7", + "COL1A1", + "CHD1L", + "CTF1", + "CCR7", + "B3GNTL1", + "COL22A1", + "CEP126", + "CDK5RAP3", + "COMMD2", + "CSRP3", + "CDRT4", + "ANXA11", + "CDC73", + "CST6", + "COLGALT2", + "CNTLN", + "COX16", + "CSN3", + "CPLX1", + "CLTB", + "CST2", + "DUSP28", + "CLDN7", + "CINP", + "CLEC11A", + "COX20", + "CDH11", + "CDH1", + "CHRNA10", + "CPT2", + "CD300A", + "DUSP13A", + "CST1", + "COPB2", + "CTCF", + "CPT1A", + "DAW1", + "CTRC", + "CHMP4C", + "ARHGAP27", + "CLCN7", + "CLINT1", + "CNDP2", + "CPEB2", + "DACT3", + "COQ2", + "CXXC1", + "BRCA2", + "CNIH1", + "CYLC1", + "CTNNA3", + "CSN2", + "CD300LB", + "DSG1", + "CLIP4", + "DMRTA2", + "CIMIP2B", + "CFAP65", + "CSRNP1", + "CPAP", + "CYP2E1", + "CIT", + "DNAH3", + "CRY2", + "DDHD2", + "DLGAP3", + "CLDN6", + "CIZ1", + "CTSV", + "CPD", + "CMTM7", + "DOK5", + "CYSTM1", + "CYB5R1", + "CLEC2A", + "CCDC82", + "CLEC17A", + "DDX20", + "DCST1", + "CD52", + "CSNK1E", + "COL9A3", + "CRNN", + "DSC1", + "CDK16", + "CDKN3", + "CROT", + "CNIH3", + "CIB4", + "EWSAT1", + "COX11", + "CLIC6", + "DNAJC18", + "DOLK", + "CYP2R1", + "CALML6", + "CHGB", + "CHCHD3", + "ATP1B2", + "CP", + "CD40", + "CCL26", + "DDX28", + "CENPN", + "COA4", + "COG4", + "CLCC1", + "CYP20A1", + "C22orf46P", + "CDK2", + "CEP112", + "CSE1L", + "DHH", + "COL8A2", + "DERA", + "COPZ2", + "COQ5", + "CCDC50", + "CPNE9", + "DIO1", + "CHD7", + "DENND4B", + "CAPZA2", + "CSTB", + "DARS1", + "CDON", + "DEFB125", + "CFAP77", + "CPSF4", + "CRYM", + "DOK4", + "CORO1B", + "COX7B", + "CRHBP", + "CRTC2", + "DAPK2", + "CWF19L2", + "CD164L2", + "CCDC124", + "DNAJC3", + "CPLANE2", + "CD8A", + "CEL", + "CROCCP3", + "DEPDC1B", + "CYP7B1", + "CSTL1", + "CMTM6", + "CMTM4", + "CTBS", + "CUL4B", + "CNKSR1", + "CWC15", + "CTNS", + "DDX47", + "CNTNAP1", + "COQ9", + "COX4I1", + "DBI", + "DEPDC1", + "CSNK1G2-AS1", + "CDKN1B", + "CILP2", + "CCL24", + "CD53", + "CYBA", + "DOHH", + "CRTC1", + "DEFB129", + "DXO", + "COMP", + "CDCP1", + "CYFIP1", + "DBR1", + "CMPK2", + "CYP4B1", + "CABS1", + "DNER", + "CCDC88A", + "DAGLA", + "B4GALT4", + "CRISP3", + "DCAF7", + "CASP8AP2", + "CEP19", + "CPA6", + "CMTM3", + "CD34", + "CYP19A1", + "CMAS", + "COX7C", + "DEPDC4", + "CDK1", + "CEACAM8", + "B9D2", + "DGKB", + "CTTNBP2NL", + "DGAT2", + "CNDP1", + "CLEC4A", + "CNNM1", + "DGCR8", + "CYP1A1", + "CSGALNACT2", + "CLVS2", + "DSG3", + "CILK1", + "CREBRF", + "CHST14", + "CYTL1", + "CPQ", + "CYP51A1", + "DCAF8L1", + "DIP2C-AS1", + "C16orf86", + "DIABLO", + "COL24A1", + "CSMD2", + "CLC", + "COA8", + "COMMD3", + "CDK14", + "COPS6", + "CTSG", + "DIPK1B", + "DLGAP1", + "CREBZF", + "CIMAP3", + "DNAAF2", + "DCLK1", + "CSTPP1", + "DTWD1", + "CNBD1", + "DRD3", + "DPH6", + "DENND1A", + "CRAMP1", + "CHMP2B", + "CASP1", + "CFAP144", + "CPN2", + "CLU", + "DIPK2A", + "CTDP1", + "COPA", + "DENND11", + "CXCR3", + "DAO", + "CYP26C1", + "DNAJC16", + "CYSRT1", + "CFAP70", + "CDC25C", + "AMELX", + "C19orf53", + "DARS2", + "DLL3", + "CYP26A1", + "DPH3", + "DMBT1", + "DMAC2", + "CLTC", + "CERS2", + "CIMIP2C", + "CWH43", + "CLOCK", + "CMSS1", + "DMKN", + "EPHA1", + "ELK4", + "CTSW", + "CITED2", + "CEP120", + "DPYS", + "CLNS1A", + "DCAF4L1", + "DBX2", + "CPA1", + "CEP83", + "CREM", + "DDX3X", + "CRYGB", + "CTPS1", + "DIRAS2", + "CNIH2", + "DFFA", + "DSE", + "CMBL", + "DSEL", + "CYP4F2", + "CHORDC1", + "CYP4X1", + "EGLN3", + "CNTN3", + "ERCC8", + "DCLRE1A", + "CDC45", + "DUSP4", + "CFAP92", + "DNAL1", + "DSCAML1", + "CPS1", + "COPG1", + "COA5", + "CTNNA2", + "CHN1", + "CTSL", + "CHCT1", + "C1orf56", + "DBF4", + "DCAF12", + "FRMPD1", + "DNAI3", + "CYB561A3", + "CHTF18", + "ESPL1", + "EPCIP", + "CST8", + "CELSR3", + "CNTN4", + "DUS3L", + "DNAJB5", + "CPLX4", + "DNLZ", + "DOP1A", + "DAB1", + "DUSP19", + "CTSS", + "CYTH1", + "DNHD1", + "CTAG2", + "DHX16", + "DCUN1D2", + "DENND5B", + "CUBN", + "CIMAP1C", + "CLDN11", + "CRKL", + "DAXX", + "COG7", + "DNAJC2", + "DPP7", + "CIDEB", + "CYP27C1", + "CMC1", + "CSN1S1", + "DNAH17", + "CLDN22", + "CORO1C", + "EQTN", + "DCTD", + "COMMD5", + "EGR4", + "COMTD1", + "CD300LF", + "COMMD7", + "ERF", + "CX3CR1", + "EME1", + "CAND1", + "CTDSP2", + "CRYAB", + "CBL", + "CFHR2", + "CYB561", + "CSTF1", + "DCAF6", + "CYP11B1", + "CAMK2A", + "CFAP206", + "CTIF", + "DHRS1", + "DHFR2", + "CSDC2", + "DDIT4L", + "CDK5", + "COL4A3", + "DDX42", + "DCDC1", + "DLX2", + "CYP3A43", + "CDS1", + "DUSP12", + "CSNK2A2", + "DKK4", + "DCAF8", + "DOCK10", + "CEACAM1", + "CRLF3", + "DNAJB11", + "EDDM3A", + "COQ3", + "GML", + "CDC42EP4", + "EDDM3B", + "DCUN1D5", + "CPXM1", + "COX6A2", + "FAM241B", + "CHRNA2", + "DNAJC15", + "DOP1B", + "DGCR2", + "DUOX2", + "CCDC61", + "CPE", + "CLDN15", + "CYYR1", + "CXCL1", + "DHX34", + "CC2D1A", + "DNAJA4", + "COX6B1", + "CHCHD1", + "CXCL14", + "BICDL1", + "CHD3", + "CCT6A", + "CIROZ", + "GADL1", + "EN1", + "CRTC3", + "CLIC1", + "FAM170A", + "CLDN4", + "DLL4", + "DEGS1", + "FANCD2OS", + "DAAM2", + "EPN3", + "DNAJC8", + "CUL9", + "CD163", + "DCTPP1", + "CXCR2", + "CUL3", + "CDADC1", + "CELF1", + "DEXI", + "CREBBP", + "H4C1", + "FAF2", + "EPB41L4A", + "FDCSP", + "DHPS", + "DIS3L", + "CIMIP5", + "COL1A2", + "CLP1", + "AXIN2", + "DLG4", + "COL20A1", + "CPED1", + "DHX8", + "DRP2", + "CFAP54", + "CCDC93", + "ERLIN2", + "ELAVL2", + "DDX27", + "CACNA2D4", + "CNBP", + "CLIP3", + "DIAPH3", + "DESI1", + "CD180", + "DZIP3", + "CDKL3", + "FANCD2", + "DNAJB14", + "FIGLA", + "CDK2AP2", + "DNAI2", + "DHTKD1", + "BRME1", + "DDB2", + "CEP350", + "CYP2S1", + "DDX5", + "DCAF10", + "COQ10A", + "CIAO3", + "CUTC", + "DAP3", + "CDC27", + "BMP10", + "DNAJC17", + "CRACR2B", + "DNAJC25", + "DCP1B", + "DSG4", + "DDX39A", + "CPOX", + "DEPP1", + "CYB5D1", + "DUSP5", + "DHCR24", + "DCDC2C", + "DHX15", + "DAPK3", + "CIPC", + "H2BC3", + "CTRB2", + "DLEU1", + "DHX33", + "EPHX2", + "DPH7", + "EVPL", + "CITED4", + "DZIP1", + "CSNK1G1", + "COL13A1", + "FBXL9P", + "DAG1", + "CYBB", + "FBLN7", + "DDX60L", + "DLGAP2", + "COL9A2", + "CTSO", + "COL18A1", + "COL6A1", + "DNASE1L2", + "CRNKL1", + "CSNK2B", + "CDK5R1", + "COX14", + "DMRT1", + "ENTHD1", + "DECR2", + "CBR3", + "ATP6V1C1", + "DYRK3", + "DNAJA1P5", + "CCDC140", + "CRYZ", + "FAAH2", + "DOCK11", + "DRGX", + "CLK3", + "DYDC2", + "CLIC4", + "CCT2", + "CSNK1G2", + "ENDOG", + "DLEU2", + "EXOC8", + "EFCAB2", + "CLEC4D", + "DEFA6", + "CNOT7", + "DPCD", + "DNAAF8", + "EZR", + "FAM170B", + "DCTN5", + "CTLA4", + "DNM1", + "DDX25", + "ELL", + "DUSP18", + "COX7A2L", + "CPPED1", + "CTNNAL1", + "CYMP", + "CCL19", + "EEFSEC", + "DOK3", + "FAM83A", + "DGKI", + "COPS4", + "GSG1L", + "DNASE2", + "DAPL1", + "EDA", + "DSCC1", + "DRD2", + "DAOA", + "ELP4", + "GAL3ST4", + "CCDC170", + "COX18", + "CDC14B", + "CST9", + "EIF2B1", + "DHX40", + "ERMN", + "EEF1AKMT1", + "CHMP2A", + "DUSP3", + "HAGHL", + "DYNLT4", + "EXTL1", + "ELMO3", + "CYP1B1", + "CFAP276", + "DNAJC14", + "CPAMD8", + "EMID1", + "FERMT1", + "CREB5", + "CPNE7", + "DPM3", + "CLIP2", + "CENPO", + "CYB5R2", + "DDX6", + "CYLD", + "CTPS2", + "CAP1", + "CBX8", + "CIAO2A", + "CYP2C9", + "CDK13", + "DCANP1", + "CNTN2", + "CRY1", + "DNAH7", + "CNFN", + "CLEC4G", + "EPHB1", + "GJB1", + "DNAJB1", + "CXCR1", + "CXCL16", + "DSCR10", + "ATPAF2", + "CSTF2T", + "ERVFRD-1", + "GDPD2", + "FBXL15", + "DOLPP1", + "CNTNAP5", + "CRACD", + "DIMT1", + "DAPK1", + "DGKD", + "CST4", + "CXCL5", + "CTC1", + "CYSLTR2", + "DNAH1", + "CASQ2", + "DDI2", + "EPOR", + "EPCAM", + "CX3CL1", + "DNM2", + "GRIA2", + "DPEP3", + "FAM219B", + "DPY19L1", + "AP4S1", + "DLG1", + "CD302", + "FER1L5", + "CYP39A1", + "CHLSN", + "EFCAB11", + "CLIP1", + "EFCC1", + "EBAG9", + "DTNBP1", + "CBX5", + "ENPP3", + "CLTRN", + "DRICH1", + "DTYMK", + "CYP26B1", + "COL5A2", + "CAMKK2", + "CTNNBL1", + "FOXM1", + "GPR141", + "CSRP2", + "DISP1", + "DYRK1B", + "DNALI1", + "CERS5", + "C2CD4C", + "DACH1", + "CYB561D2", + "CTR9", + "DNTTIP1", + "COL3A1", + "EHF", + "CRYBB3", + "DVL3", + "DNAJC30", + "DCN", + "DTHD1", + "DPP9", + "DICER1", + "CTBP1", + "COLEC12", + "EMX2", + "DNM1L", + "DTD2", + "EDC4", + "DIP2A", + "CORO2B", + "DRAM1", + "DST", + "DMTF1", + "DNA2", + "GRM3", + "CSMD1", + "CLIC5", + "FAM50B", + "EP400", + "DUSP29", + "CDH12", + "FABP2", + "DNAJC5G", + "CCR5", + "CTSB", + "DLX6", + "DDX50", + "ERBIN", + "DNAI1", + "ERG", + "DMWD", + "DEUP1", + "CREBL2", + "FSIP1", + "ESRP2", + "F13B", + "H4C7", + "EPYC", + "CYB5R4", + "CD37", + "EPOP", + "DEGS2", + "DYNC2LI1", + "COPZ1", + "FGF3", + "EIF4E1B", + "FN3K", + "FAM135B", + "DCUN1D4", + "DHDH", + "COPS2", + "DTX4", + "EML4", + "EPB41L3", + "EDNRB", + "EBLN1", + "COX5B", + "EVA1C", + "EPHB6", + "LCN15", + "EGLN2", + "DLGAP5", + "ESR2", + "CSTF3", + "CRYAA", + "CHPF", + "DDX18", + "EFCAB7", + "GSX1", + "DHRS7B", + "DHRS2", + "ERCC6", + "CXCR4", + "DYNLRB2", + "DNTT", + "ENPP7", + "DEFB128", + "FAM209A", + "CMKLR2", + "FAM131A", + "DOK2", + "DHODH", + "FAM177B", + "FGA", + "CPM", + "GOT1L1", + "CYP27B1", + "DNAJB6", + "DNAJC1", + "CYTIP", + "DNAJC28", + "ERAS", + "FCAMR", + "FANCF", + "DENND3", + "DNAJC5B", + "ENTPD6", + "EGLN1", + "EPHA8", + "EEIG2", + "DUSP10", + "KTN1-AS1", + "HCN3", + "FFAR1", + "GALT", + "DLK1", + "DDAH2", + "CRYGD", + "FBXO16", + "FAM114A1", + "FSTL4", + "FARSA", + "COQ8A", + "EXOC3", + "EBF4", + "CYP27A1", + "HOATZ", + "EIF1B", + "FGL1", + "CRYGN", + "DHRS12", + "BRF1", + "GSX2", + "OR4P4", + "COL5A3", + "DHX57", + "CHERP", + "CYP3A4", + "ITGAD", + "ECM1", + "COX10", + "DNAI4", + "FXYD2", + "CUEDC2", + "COL21A1", + "HID1", + "EXOG", + "DNAJC13", + "HNF4G", + "CRIP1", + "GPR87", + "EPGN", + "FAIM2", + "FLJ30679", + "DUSP26", + "GABRR2", + "C6orf132", + "DUOX1", + "DNAJC7", + "DPY30", + "EIF2S3", + "DGKZ", + "CENPF", + "DUSP23", + "FAM13C", + "FA2H", + "COX7A1", + "ERCC1", + "DNAJC19", + "CD83", + "ETNK1", + "CRYBG3", + "CLMN", + "DERL2", + "DNAJC4", + "EAPP", + "EFNA5", + "CCNL2", + "FUNDC2P2", + "GRIK5", + "CLEC2L", + "EBP", + "CYP2C18", + "GNAO1", + "FBXO10", + "EXOSC5", + "CXCL13", + "DPEP1", + "EFCAB5", + "DQX1", + "FUT4", + "ENGASE", + "FADD", + "GPR108", + "DUS4L", + "GPR78", + "DEFB114", + "CAPN7", + "COG1", + "CELSR1", + "DYRK1A", + "EMILIN2", + "CRTAC1", + "DPF1", + "ILDR1", + "MSH4", + "HAO1", + "CREB3L4", + "GRM2", + "DYNC2H1", + "C22orf39", + "EIF1AD", + "KDM2B", + "FGFR4", + "DLX1", + "CXCL11", + "CRISP1", + "EMD", + "GKAP1", + "FAHD1", + "ELOA", + "FASTKD3", + "EDEM1", + "EEF1D", + "EED", + "CYFIP2", + "DCX", + "EIF3D", + "DMC1", + "CEBPB", + "DUT", + "ENO2", + "FEV", + "DENND5A", + "EIF2B2", + "ELF5", + "EXPH5", + "C18orf32", + "FBXL17", + "CTSE", + "FRK", + "DCXR", + "DNAH2", + "CYP21A2", + "FBXW8", + "COPE", + "DYNC2I2", + "CYP3A7", + "DDX55", + "F3", + "FCRL6", + "ECM2", + "COL6A5", + "EOMES", + "CST9L", + "CPA2", + "CSF3R", + "ENTR1", + "FASLG", + "FCRLB", + "FAM32A", + "FLJ13224", + "COMMD9", + "ESS2", + "CDC7", + "CBX4", + "EMC10", + "EFHB", + "FAT4", + "CLYBL", + "CPLX3", + "CNTD1", + "ELOA2", + "FGF6", + "EFNB3", + "OR5AU1", + "FAM209B", + "DLL1", + "DDX54", + "ERH", + "EMILIN1", + "CNGB3", + "FOXR2", + "DSTYK", + "GPR31", + "CRABP2", + "EPG5", + "FAM27E5", + "DEFB123", + "CPZ", + "DTL", + "CSRNP2", + "CYP4Z2P", + "CLCNKA", + "DHDDS", + "FAM120C", + "GNG4", + "DDX43", + "HORMAD2", + "RNF121", + "DZANK1", + "GPR143", + "CRYBB1", + "CHSY1", + "GARNL3", + "CYB561D1", + "EVX2", + "DANCR", + "DMXL2", + "FANCB", + "CSAD", + "DEFB132", + "GFRA4", + "ELMOD3", + "ERMARD", + "GAS8", + "CYB5RL", + "KDM4D", + "KLHL31", + "FAM180B", + "F11R", + "FZD1", + "FIZ1", + "EPSTI1", + "GRAMD2A", + "ELL2", + "CEBPG", + "DNAH5", + "ETV4", + "GSK3B", + "EPX", + "GHRL", + "FKRP", + "CLPP", + "ERC2", + "IL21", + "ERLIN1", + "FOXG1", + "ENTPD7", + "CRISP2", + "ECT2", + "EARS2", + "CRIP3", + "CXCL6", + "KRTAP4-2", + "DCAF16", + "DGKE", + "FBXO21", + "SIGLEC6", + "DACH2", + "CLEC1B", + "GJC1", + "DHX32", + "GNMT", + "GNG12", + "FAT3", + "FANCM", + "ETAA1", + "DCK", + "EFTUD2", + "DOC2A", + "EML5", + "FAM98C", + "CXCL2", + "ENHO", + "COA1", + "FAM167A-AS1", + "CRYL1", + "FBXL12", + "FAM217B", + "DHRS7C", + "FBXW11", + "SPINT4", + "DRAM2", + "EVX1", + "DNASE2B", + "GRID2", + "DNAH8", + "GRK1", + "CXCL9", + "DOCK4", + "DYNAP", + "F8", + "DYNLL1", + "NIPA1", + "CTNNB1", + "FAM241A", + "DUSP5P1", + "ETV3L", + "CYP3A5", + "CRX", + "DDR2", + "FAM118B", + "FSD1L", + "DUOXA2", + "HNRNPL", + "FITM1", + "FUNDC1", + "GLIS3", + "DDX60", + "DCAKD", + "FANCA", + "CMPK1", + "DNM1P35", + "FCSK", + "CAMSAP1", + "DPF2", + "HOXC5", + "FBXO24", + "CCPG1", + "EIF3J", + "GLP2R", + "DDX10", + "DNAAF4", + "FLJ42393", + "FAM178B", + "DMRTC2", + "MDK", + "DLG5", + "DTX2", + "ARB2BP", + "FAS", + "CSF1R", + "CIMIP1", + "HAO2", + "GNPDA2", + "DLAT", + "FADS6", + "CYP1B1-AS1", + "GALNT6", + "CHST7", + "CAVIN3", + "GAL3ST3", + "IAPP", + "HAPLN4", + "OTUB2", + "DDIT4", + "GGACT", + "OR9G1", "EIF4E2", - "AGPAT5", - "RGMA", - "VPS33A", - "ANO7", - "TRAFD1", - "ST6GALNAC1", - "IER5L", - "MCHR1", - "UBE2E2", - "HOXB13", - "NF1", - "FXYD5", - "TMEM225", - "MAP3K13", - "MARVELD1", - "C4orf46", - "RNF185" + "CHCHD10", + "OR1M1", + "ETV1", + "ZNF775", + "EMX1", + "FSHR", + "CD2", + "RAPGEFL1", + "DCAF15", + "CYP4F8", + "IFNA6", + "CAMLG", + "CYP2C8", + "FXYD7", + "FBXO7", + "GAS8-AS1", + "KCNIP3", + "TAF6L", + "ICAM4", + "DUSP6", + "EDF1", + "FILIP1", + "GPR174", + "FAM83D", + "CSF2RB", + "DIRC1", + "DYRK2", + "DDX56", + "FAM180A", + "KYAT1", + "CYP24A1", + "CRIM1", + "GAPDH", + "SLC8B1", + "EGFL8", + "H2AC21", + "FAAP24", + "EFCAB12", + "FOXK1", + "DKK3", + "CYCS", + "CEACAM3", + "FGF18", + "HOGA1", + "FLYWCH2", + "ELMOD2", + "GLOD4", + "EPPIN", + "FZD4", + "MCM10", + "CPSF6", + "CENPX", + "ZNF852", + "BTLA", + "OR10J3", + "GPR84", + "FGGY", + "CDR2", + "KHK", + "EIF2B4", + "CTDSPL2", + "CPNE8", + "EID2", + "GFRAL", + "RORC", + "FAM9C", + "DEFA4", + "FMO4", + "KLF14", + "DMP1", + "GREB1", + "GSTO2", + "FABP7", + "KLHL12", + "HASPIN", + "IHH", + "GNA13", + "NKX2-1", + "CNOT2", + "EIF3M", + "FSCN3", + "CYBC1", + "EIF4EBP2", + "MCHR2", + "DCP2", + "CXCL10", + "CMKLR1", + "CD55", + "OR10A3", + "DSCAM", + "GPRIN3", + "DPP6", + "FAHD2A", + "KCTD14", + "CALR3", + "EIF3E", + "GH1", + "EIF2AK1", + "ENOSF1", + "DLG3", + "COX7A2", + "ENOPH1", + "DNAAF3", + "DIRAS3", + "CLEC3B", + "GALNT8", + "DUSP11", + "CXXC5", + "CACNA1A", + "EMC9", + "EP300", + "DTX1", + "CCNG2", + "FUZ", + "GKN2", + "DIXDC1", + "CSPP1", + "EIF3B", + "RMND5A", + "DTNA", + "FZD9", + "CTSF", + "GABPB1", + "DPYSL3", + "GALNS", + "COA6", + "DNAJC24", + "GPC2", + "ETNK2", + "DMRTB1", + "FAM47B", + "DEFB124", + "FGF16", + "GAS2", + "MUSK", + "INTS1", + "DNASE1L1", + "MAPKAP1", + "HNRNPUL1", + "DROSHA", + "HADHA", + "GAR1", + "ESX1", + "DBH", + "GPATCH1", + "NATD1", + "GTF3C2", + "DCAF8L2", + "FAM114A2", + "BTRC", + "GVINP1", + "GLYR1", + "EPB42", + "CLEC3A", + "DENND6A", + "PRSS41", + "DMAC1", + "EDA2R", + "EZH2", + "FAAP100", + "LMOD3", + "GFAP", + "CSTA", + "DCSTAMP", + "FGF23", + "FAXDC2", + "GLIS3-AS1", + "HOMEZ", + "DERL3", + "GSAP", + "SERPINA2", + "DDIT3", + "HPD", + "GIN1", + "DISP2", + "CTTN", + "CHN2", + "FAM53B", + "FDX2", + "CLDN16", + "EEPD1", + "FAM184B", + "HELZ2", + "DDX59", + "HS6ST2", + "DDX3Y", + "EIF3H", + "FLRT1", + "EEF1A2", + "HSD3BP4", + "ITGA10", + "IGHMBP2", + "FAM167B", + "H2BW1", + "GPR152", + "DNMT3L", + "ERCC6L", + "DNAJB8", + "KIF6", + "NPAS3", + "FERMT3", + "CYP2A6", + "IL2RA", + "D2HGDH", + "CYTH4", + "COX6C", + "DAD1", + "CGRRF1", + "DIDO1", + "CIB1", + "FAM98B", + "DUSP15", + "DCT", + "PAX5", + "EXOSC3", + "H2AC16", + "CNGA1", + "DMAC2L", + "DNAJA3", + "F2RL2", + "EPS15", + "HEY2", + "FAM107A", + "EXTL3", + "CTSA", + "IPPK", + "GPR45", + "CRISPLD2", + "POU2F1", + "FAM199X", + "FNIP1", + "CILP", + "HIGD1A", + "FOXI2", + "OTUB1", + "SPATA3", + "GPR83", + "ENO3", + "FLT3", + "CCDC197", + "EXO1", + "GAP43", + "IRS4", + "EPO", + "DAB2", + "DMAP1", + "LY6G6E", + "DENND2A", + "CDYL", + "DENND4C", + "LETM2", + "EPHX4", + "CHID1", + "CSF2", + "EFS", + "FASTKD1", + "ECEL1", + "H4C4", + "EIF4EBP1", + "GP6", + "DALRD3", + "HESX1", + "DNAAF9", + "DPP10", + "LRRC24", + "DCAF5", + "HUS1", + "GRM1", + "HIF1AN", + "FYTTD1", + "EPHB2", + "FPGS", + "CCL11", + "LCE5A", + "FBRS", + "DIPK1A", + "FSD1", + "TUBB7P", + "DRAP1", + "GLMN", + "STK31", + "DPEP2", + "EHMT2", + "ENKD1", + "IL11", + "LCE4A", + "EDEM2", + "F12", + "GUCA2B", + "FBL", + "HMGB3P24", + "DYM", + "CSRP1", + "PTPN23", + "CDHR1", + "EML3", + "KLRD1", + "GCSAML", + "INA", + "CNGA3", + "DUSP7", + "GGPS1", + "EID2B", + "EFCAB14", + "CPEB4", + "FXYD6", + "CYB5D2", + "EREG", + "EMG1", + "OR52B4", + "GNAI1", + "ESM1", + "P2RX2", + "HIPK4", + "CCN2", + "DPPA2", + "GABRR1", + "FAM81B", + "LINC01465", + "CTDSP1", + "HTR6", + "KLHL32", + "DNAL4", + "EIPR1", + "FCHSD1", + "FAM120AOS", + "FAM53A", + "FYB2", + "EPM2A", + "PTCRA", + "GNRH2", + "ERRFI1", + "GLIPR1L2", + "DDIAS", + "SLC6A3", + "ELMOD1", + "H6PD", + "EDEM3", + "COTL1", + "CHPF2", + "FGD1", + "DUSP8", + "EFL1", + "HBEGF", + "HEPHL1", + "NLRP9", + "DYNC1I1", + "FBXO36", + "KAT5", + "OPHN1", + "LIPT2", + "EML6", + "MST1R", + "IL36RN", + "HDAC6", + "GABBR1", + "FKTN", + "OTULIN", + "HSD3B7", + "CST11", + "EXD2", + "MUC6", + "GPR85", + "EBNA1BP2", + "MYADML2", + "ELOB", + "FZD5", + "FKBP8", + "GNG8", + "GNL1", + "EPN2", + "EIF2AK4", + "ETS1", + "KIAA1549", + "CHURC1", + "OR10W1", + "CPNE3", + "COL15A1", + "KCNH2", + "C8orf82", + "EMILIN3", + "HAPLN2", + "NCS1", + "CYP1A2", + "FAM174A", + "OR10K2", + "CATSPERB", + "GINS3", + "CRYBA1", + "HAND2", + "MAGEC3", + "ECE2", + "NPAS4", + "ECHDC2", + "MAS1", + "CYP4F12", + "EPDR1", + "DNAJB12", + "FEZF1", + "CRYBG2", + "KLHL4", + "NCR1", + "KLHL9", + "GSK3A", + "FTMT", + "EVA1B", + "DHX37", + "CSF3", + "GCM1", + "CYB5B", + "DCLK3", + "DHRS3", + "KCNN1", + "DAPP1", + "ESPNL", + "NEUROD4", + "FBLN1", + "GDPD3", + "DDX51", + "DDOST", + "CNTFR", + "FAM43A", + "DNAJB7", + "CST5", + "MBD3L1", + "EHD3", + "FLAD1", + "HARBI1", + "FBXW9", + "ZNF483", + "ITGA11", + "DSC3", + 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b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Epilepsy.json index 633004418f9da27cc7bec261ef348eba33caec2c..d26795e33db538d12d3e5564a94b03dc599ec9bb 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Epilepsy.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Epilepsy.json @@ -1,567 +1,12192 @@ { "significant_genes": { "Variable": [ - "AASDH", "A1BG", - "AA06", "AADAT", - "ABCB1", - "ABCG1", - "ABCF1", - "AADACL2", + "A2ML1", + "AAAS", "AAGAB", - "ABCC13", - "A1CF", + "AARSD1", + "A4GALT", + "A2M", + "AATF", + "ABCB4", + "A4GNT", + "ABCC8", + "AANAT", + "AAA1", + "ABCD2", + "ABCB8", + "ABCB5", + "ABCG2", + "ABCC11", + "AARS2", + "AADACL2", "ABHD17C", - "ABCC5", + "ABCA1", + "ABCA7", + "ABCA12", + "ABCA10", + "A1CF", + "ABCC10", + "ABI2", + "AACS", + "ABHD6", + "ABCB6", + "ABCB9", + "ABHD13", + "ACAA1", + "ACD", + "AASS", + "ABCC4", + "AACSP1", + "ABTB2", "ABCA5", - "ABCC11", - "ABHD15", - "ABHD12B", - 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+ "AMIGO2", + "ALDOB", + "APBB1", + "ACTR6", + "AHSA2P", + "ACOT4", + "AK5", + "AGO3", + "APOBEC1", + "ANKRD24", "ADARB2", + "AKT1", + "AIMP2", + "ART1", + "ADCY6", + "AKAP14", + "ADGRG6", + "ADD1", + "ADAM12", + "ALB", + "ALDH7A1", + "ADHFE1", + "ADGRL1", + "ADH7", + "ANKRD42", + "ACTR3", + "ALYREF", + "ACTRT3", + "APOL5", + "AHRR", + "AHDC1", + "AGPAT4", + "AGL", + "AP4M1", + "AMIGO3", + "ANKRD33", + "ADGRV1", + "AGBL2", + "ACIN1", + "ANGEL1", + "ANKRD13C-DT", + "AFG3L1P", + "ANP32CP", + "ARHGAP24", + "ADAMTSL2", + "ANKRD26", + "ADIPOR2", + "AGAP1", + "ADAM8", + "ARL9", + "ACTL7B", + "ADGRF4", + "ACYP2", + "ADAMTSL4", + "ADAD1", + "ANKRD31", + "AMBN", + "ALKBH3", + "ADGB", + "ANAPC4", + "ADRA1B", + "ARL5B", + "ARHGEF38", + "AMBP", + "AMDHD1", + "ALDH2", + "ADGRL4", + "AK3", + "AMOTL2", + "ADPRS", + "AGR3", + "ADGRF5", + "ARX", + "ALAD", + "ACTR10", + "ARHGAP39", + "ACSL1", + "ADM2", + "ANKRD40", + "ABHD18", + "ARID4A", + "ALDH3A1", + "AK2", + "ADCY3", + "ADAMTS10", + "ADAM18", + "AMDHD2", + "AIRIM", + "ANKRD12", + "ADCK2", + "ANKRD49", + "APBA1", + "ADRA1D", + "ALKBH2", + "AMER1", + "AKIRIN1", + "AGAP3", + "AFG1L", + "ABCF1", + "ACADSB", + "ASB16", + "ARHGAP40", + "ACTN4", + "ALDH3B1", + "ADAM28", + "ANKRD30A", + "ACLY", + "ANKK1", + "ADAT3", + "ALPK2", + "ANOS1", + "ADGRF3", + "APRG1", + "ALDOA", + "ANXA2R", + "ARHGEF39", + "AKAP11", + "AKTIP", + "AP2A2", + "AKAP1", + "ACYP1", + "AP5Z1", + "AKT1S1", + "ADM", + "ABLIM2", + "AOC2", + "ALKAL1", + "ADRA1A", + "ADSS1", + "ADSL", + "ADORA2A", + "ACSS2", + "AVP", + "AIG1", + "APBA2", + "ASAP3", + "ARHGEF1", + "AKAP9", + "APOBEC3C", + "ATP2A1", + "APH1B", + "AKR1B1", + "ALMS1", + "ADGRG2", + "ACTRT2", + "ARFGEF3", + "AGT", + "ANO8", + "AMIGO1", + "AMZ2", + "ASCC1", + "AKNA", + "ANXA5", + "ANKRD45", + "ANO4", + "APOE", + "AMBRA1", + "ANO5", + "ALKBH8", + "ARHGEF2", + "AEBP1", + "ALOX15B", + "ADGRE4P", + "ACTB", + "AHCYL1", + "ADNP2", + "ANKRD13A", + "ACVRL1", + "AGBL5", + "ARHGAP36", + "ADD3", + "ADAM5", + "ADK", + "AGER", + "ADH1A", + "ARNT2", + "ADAM29", + "ALKBH5", + "AQP8", + "ADAMTS2", + "ALDH6A1", + "ALOXE3", + "ABCC3", + "AGGF1", + "ADCK1", + "AMPD3", + "AIP", + "AIRE", + "AGPAT5", + "AARS1", + "ANO7", + "APC2", + "ALDH1A1", + "ARMC5", + "ADPGK", + "ALAS2", + "APC", + "ADTRP", + "ALKBH7", + "ALDH3B2", + "ANXA9", "ADAT2", - "ADAM30", - "ACY3", - "ANKS4B", - "ADAMTS6", - "ACTL9", - "ACSL6", - "AFDN", - "ABCC9", - "ADSS2", - "ACAD10", - "AOPEP", - "ADAMTSL5", - "ALS2CL", + "ASGR2", + "APCDD1L", + "ANGPTL7", + "APOC3", + "ADA2", + "ATG4B", + "ANTXR1", + "AMOTL1", + "ANKRA2", "ADI1", - "RPS23", - "AGO1", + "ASB9", + "AGFG2", + "ADRB3", + "ADGRB2", + "ATP6V0A1", + "ALOX5", + "ARMC2", + "ANKRD17", + "ANKRD39", + "ADCY4", + "ABHD1", + "ATP8B3", + "ANKRD16", + "AIFM2", + "ARL6", + "ADRA2B", + "AKR1B15", + "ANKRD40CL", + "ALOX12", + "ALOX15", + "ANKRD46", + "ANTKMT", + "ADH5", + "ACBD3", + "ALDH4A1", + "ADGRE1", + "ADAP2", + "ALDH3A2", + "AHSG", + "APMAP", + "ARHGEF5", + "ARRDC1", + "APLP1", + "ADIRF", + "ARAP3", + "ARSD", + "ATXN10", + "AIF1L", + "ASTN2", + "ANP32D", + "ARHGEF33", + "AKT2", + "AQR", + "ARAF", + "ARB2BP", + "AIMP1", + "ALPG", + "ASB13", + "ARK2C", + "AQP11", + "ANKRD33B", + "ANGPT4", + "AQP9", + "ARPC1A", + "AQP2", + "ADSS2", + "ARPP21", + "ARL10", + "ACP2", + "BEND5", + "ANKRD29", + "AGFG1", + "AMPD1", + "ANKRD1", + "ADGRD1", + "ALG2", + "ANPEP", + "ALG8", + "AMMECR1", + "ANKZF1", + "ATP6V1B1", + "ARSJ", + "ADRA2A", + "ARL13A", + "ARL8B", + "ARID3A", + "ACSBG2", + "ATP13A5", + "ALKBH4", + "ART3", + "AKR1D1", + "ADGRG5", + "ALDH1A3", + "AP1AR", + "ARIH2OS", + "ANXA3", + "B3GALT5-AS1", "AGPAT3", - "HSD17B14", - "ACTRT3", - "CFAP184", - "AGPAT4-IT1", - "ACRBP", - "ACER3", - "ANGPTL6", - "ADAM33", - "AGMAT", - "ADGRG6", - "AGAP2", - "AIDA", - "ABI2", - "BARD1", + "ASB17", + "ATP1A3", + "ASB2", + "ANKRD35", + "AKR7A2", + "APCS", + "ALK", + "ADAM20", + "ANGPTL4", + "ATF7", + "ARHGAP6", + "ATF5", + "AKAP4", + "ANKMY1", + "ANKRD34C", + "ARHGEF7", + "AJUBA", + "ALCAM", + "BABAM1", + "AHSP", + "AQP1", + "AKAP8", + "B3GNT3", + "ANKRD34A", + "ASAP1", + "ARFIP2", + "ASIC5", + "AIPL1", + "ARHGAP1", + "ASCL3", + "ATP1A4", "AJM1", - "ATP6AP1L", - "ALG2", - "ANKEF1", - "AFG3L1P", - "ACTR3C", - "ACAP3", - "ADAMTSL4", - "DDX11", + "ARHGAP26", + "AP5S1", + "ARHGAP42", + "ARMCX2", + "ABITRAM", + "AMH", + "ADORA1", + "B3GNT9", + "ADAR", + "ALDOC", + "AP3B1", + "ANK1", + "ARMCX5", + "ALG1", + "AP4E1", + "ATF6B", + "ADARB1", + "ANKDD1B", + "APOL4", + "ARHGAP23", + "ANXA13", + "BLK", + "AXDND1", + "ADIPOR1", + "ATG10", + "ARHGAP11A", + "AKAP8L", + "ARHGAP19", + "ANKMY2", + "AFAP1-AS1", + "ARHGAP5", + "APOL1", + "ARMH1", + "ALG13", + "AEBP2", + "ARHGAP27", + "AHSA1", + "ANAPC11", + "ARL14", + "BDKRB1", + "ARHGAP25", + "ATP6V0A4", + "ARHGAP20", + "ART4", + "ARL6IP5", + "ARF6", + "ANKRD53", + "ANXA10", + "APEX1", + "ADCK5", + "ARHGEF19", + "ARHGDIG", + "AP3M2", + "ATP13A4", + "BTNL8", + "ACTL9", + "AICDA", + "ALDH18A1", + "ANKRD13C", + "ASB7", + "ADAP1", + "ARSI", + "ALKBH1", + "ARL8A", + "ADGRG4", + "BCAS4", + "AKAP5", + "ARMC3", + "ATPAF2", + "AK1", + "APLN", + "ADGRA1", + "AP3D1", + "ANTXR2", + "AGPAT2", + "ARHGEF11", + "ANKRD27", + "AKR1C3", + "ASCL2", + "ATP13A3", + "BARX1", + "ARID4B", + "ALAS1", + "ALG9", + "ADAMTS1", + "ATP4B", + "AMZ1", + "BDNF", + "ADPRHL1", + "ARPC4", + "AFTPH", + "ARSB", + "AFG3L2", + "ARRB1", + "ARL11", + "ARHGAP5-AS1", + "BACE1", + "ADAMTS13", + "ANXA7", + "ARMC8", + "AMTN", + "B4GALNT4", + "ARHGAP30", + "ARHGEF40", + "ARLN", + "ARMCX5-GPRASP2", + "ARHGAP17", + "ADAMTSL5", + "ANKRD52", + "ALLC", + "B3GALT2", + "B4GALNT2", + "AP1S2", + "ALOX5AP", + "BAIAP2L1", + "ARPP19", + "APOL3", "AHCTF1", - "NUMB", - "B3GLCT", - "ADM5", - "ACP4", - "AKT1S1", - "ABHD12", + "ATP2B2", + "ALG3", + "ANO3", + "APAF1", + "AFAP1L1", + "APBA3", + "AKR1C8", + "ANP32A", + "APOA2", + "ANKRD10", + "ATCAY", + "AK9", + "ARAP2", + "AK4", + "ADPRM", + "AXL", + "AGTR1", + "APLNR", + "AGTPBP1", + "AEN", + "APLF", + "AURKA", + "BPIFC", + "BCO1", + "ASXL1", + "AFDN-DT", + "AZIN1", + "ALX4", + "ARL4D", + "AKIRIN2", + "ANKRD37", + "ASF1B", + "AGK", + "ARMC7", + "ARTN", + "BARHL2", + "ARHGAP44", + "BLM", + "ALDH8A1", + "ATG101", + "B4GALNT1", + "ACAD11", + "ACMSD", + "ARL1", + "ARMCX4", + "ALDH16A1", + "BPIFB2", + "ASPH", + "ASB5", + "BRME1", + "AP3B2", + "ASB8", + "BCDIN3D", + "ATP6V0A2", + "ARFGAP3", + "APEH", + "BCS1L", + "BAZ1B", + "ANKFY1", + "BIRC7", + "APOBR", + "ARMC10", + "AQP4-AS1", + "BTK", "ADAMTS15", + "AKAP13", + "ATXN7L3", + "ACY1", + "BNIP5", + "ANKRD28", + "ACTN2", + "BAZ1A", + "AP1M1", + "ACOT13", + "AGPAT1", + "ADAMTS17", + "ALPL", + "ATOSA", + "ALG6", + "BTBD8", + "AFDN", + "APOBEC3G", + "B3GNT6", + "ALG10", + "AP3M1", + "ANKRD60", + "ATP13A2", + "ANAPC7", + "ANKRD50", + "BOLA3", + "ADGRE3", + "AP3S2", + "CACNA1C", + "C1orf220", + "APCDD1", + "ANO10", + "ASL", + "ANKS3", + "ALOX12B", + "ARB2A", + "ARHGAP31", + "ANGEL2", + "ADORA2A-AS1", + "ARMCX3", + "BCL7C", + "B4GALT2", + "ARHGAP22", + "ADAMTS8", + "ASIC2", + "B4GALT3", + "BPESC1", + "ATP11AUN", + "ATOSB", + "ASIP", + "ARC", + "ARMCX1", + "ANKDD1A", + "APOBEC2", + "ARPC2", + "ATRNL1", + "ANGPT2", + "APOBEC3H", + "BAG2", + "APP", + "ANGPTL6", + "BCL2L15", + "ANAPC15", + "ATP2B3", + "AGRP", + "ADRB1", + "BPIFA2", + "C7orf33", + "ADORA3", + "ARHGAP18", + "ATP6V1C1", + "AK8", + "BRMS1L", + "ARMH3", + "ATF1", + "ATPSCKMT", + "ALDH9A1", + "C19orf48P", + "ARRDC4", + "BCL7A", + "AVL9", + "APOOL", + "ADAT1", + "ATAD3A", + "BSND", + "BDP1", + "BFSP1", + "BNIP1", + "C22orf23", + "AOAH", + "AP5M1", + "C1orf174", + "ARHGEF4", + "ARG2", + "ATG2A", + "ART5", + "ATP9A", + "BLMH", + "ASPN", + "BTBD6", + "ATP11B", + "ANK2", + "ARL4C", + "C2orf66", + "C6orf132", + "AK7", + "C19orf33", + "ADCY9", + "ATL3", + "C15orf62", + "ANKRD9", + "ATL1", + "AP2M1", + "AMPH", + "BPIFB1", + "BCKDHA", + "BSG", + "ARID5A", + "BCL2L13", + "ANO6", + "AZU1", + "BEST4", + "ARHGEF17", + "BPIFA1", + "BAAT", + "ANXA1", + "BRD9", + "ATP2A3", + "ANKS6", + "C11orf87", + "AOX1", + "BMF", + "C10orf120", + "ASB1", + "C4orf33", + "BRD7P3", + "AGAP11", + "C1orf35", + "BRD2", + "ARV1", + "ARL6IP1", + "BAG5", + "BRINP3", + "ATRX", + "ARFGEF2", + "ANKEF1", + "AJAP1", + "C22orf39", + "APOL2", + "ARR3", + "B2M", + "C12orf42", + "C11orf42", + "APOA1", + "BRAP", + "ATG12", + "B3GNT8", + "ARFGAP1", + "ATP10B", + "BHMT", + "ATIC", + "B3GLCT", + "C19orf44", + "BCL7B", + "ASPHD1", + "BEX4", + "APBB1IP", + "BATF", + "APOH", + "ADGRL2", + "BMP7", + "BLTP3A", + "AKNAD1", + "AREL1", + "AATK", + "AGTRAP", + "AGA", + "BEND3", + "BMP8B", + "ATAD5", + "AURKB", + "ASB4", + "ARHGEF28", + "BTNL2", + "ASPG", + "BAALC-AS2", + "APOB", + "ATP7B", + "BEX5", + "BATF3", + "ARHGEF9", + "BABAM2", + "ARMH4", + "ATG9A", + "AKR7A3", + "AVPR1A", + "C10orf88", + "ADPRH", + "API5", + "ARAP1", + "ARMC9", + "ARFGAP2", + "C16orf54", + "AHI1", + "ATP6V0E1", + "AQP6", + "BRAT1", + "ATP1B3", + "BEST3", + "C12orf56", + "ACSBG1", + "BTN2A2", + "AKAP10", + "ATG3", + "ASTN1", + "BMP8A", + "ALDH1A2", + "ANKRD13D", + "C17orf58", + "BANF1", + "BTN1A1", + "ARCN1", + "C16orf89", + "ARSF", + "BRICD5", + "ALDH1L1", + "B3GALT5", + "BTBD16", + "ALS2", + "CAMTA1", + "BCL6", + "B3GALNT1", + "ANKLE1", + "ARFRP1", + "ANXA2", + "BRF2", + "ARL3", + "C18orf21", + "AQP5", + "AP2A1", + "BCKDHB", + "C19orf25", + "ADAMTS14", + "BEND7", + "ANKRD13B", + "C16orf82", + "C18orf54", + "ARF3", + "APOD", + "ANAPC5", + "BPIFB3", + "ANGPTL1", + "BCL2L10", + "ANKRD54", + "C20orf203", + "BRMS1", + "BLNK", + "C16orf90", + "ATRAID", + "BBS2", + "C1orf54", + "ARHGAP9", + "APOF", + "APLP2", + "CACNA1H", + "C11orf68", + "ASGR1", + "ATP2B4", + "ARIH2", + "C1QL3", + "C15orf39", + "APPL1", + "ARRB2", + "APOA5", + "ANKRD36BP1", + "ALG5", + "ARMC1", + "ALPK1", + "BACH2", + "C19orf38", + "CALR", + "BTBD1", + "AVPI1", + "ADGRA2", + "BRD4", + "BCAS1", + "C17orf100", + "ASPM", + "AKAP7", + "C1orf159", + "BNC1", + "AP1S1", + "ARG1", + "C11orf21", + "BMAL2", + "BOK", + "C1orf87", + "C5orf34", + "C2CD4C", + "AWAT2", + "ATP6AP2", + "APOBEC4", + "BHMT2", + "C11orf65", + "AR", + "ATP8B1", + "ARK2N", + "ANXA11", + "AOPEP", + "BICD1", + "C12orf60", + "ARHGAP32", + "C17orf75", + "ATP2B1", + "ATP11C", + "ATG16L2", + "ARMC6", + "BICDL1", + "BDH1", + "ANAPC13", + "BROX", + "ATP5PO", + "APOL6", + "BTNL3", + "BBS12", + "CACNG1", + "ATP2C1", + "BAIAP2L2", + "B4GALT5", + "BUD31", + "ATP1B1", + "CACNA1E", + "BOLL", "AFF4", - "ASB7", - "ECT2", - "AEBP2", - "ABCA9", + "CADPS", + "ASAP2", + "AKR1B10", + "C15orf40", + "BTG1", + "B4GAT1", + "ATOH7", + "ATP12A", + "ARHGEF10L", + "ATR", + "C3orf22", + "AXIN1", + "BSX", + "ATL2", + "AP2S1", + "BRD10", + "BAX", + "AGMO", + "ARHGAP4", + "ANKRD55", + "C12orf54", + "ATP6V1E2", + "ATP6V0E2", + "BPIFB4", + "ANKH", + "BAIAP3", + "C2CD5", + "BPI", + "ARHGAP33", + "AMELY", + "C6orf136", + "ALPI", + "AXIN2", + "BAP1", + "BIN3", + "ATG2B", + "ABI1", + "ATF3", + "AQP4", + "CA7", + "ASB3", + "BRWD1", + "AVPR1B", + "BRPF3", + "C14orf39", + "BNC2", + "ALX3", + "ASF1A", + "BORCS6", + "ATAD1", + "ASB10", + "C6orf58", + "C16orf46", + "APOC4", + "ARHGDIA", + "AURKC", + "BNIP2", + "C1orf50", + "BEST1", + "ATP6V0B", + "ANKIB1", + "APBB2", + "BRWD1-AS2", + "BBS10", + "ARHGAP10", + "BUD13", + "BLTP2", + "CCDC126", + "ATP5MC3", + "BET1", + "BSPRY", + "CCDC140", + "C17orf99", + "ARSA", + "ATP10D", + "BLOC1S3", + "AIF1", + "ASTE1", + "BPIFB6", + "BMERB1", + "BTG2", + "CABLES2", + "BPIFA3", + "BACE2", + "B9D1", + "BACH1", + "CA10", + "ATP5MC1", + "BLOC1S2", + "ARRDC3", + "BLCAP", + "C1orf210", + "ARF1", + "ACTR1B", + "ATM", + "BAMBI", "AFF3", - "ZBED5-AS1", - "AGPAT4", - "AKAP13", - "INO80C", - "APH1B", - "APRG1", - "ABHD1", - "EIF4E", - "ARHGEF26", + "BET1L", + "ARPC1B", + "APPL2", + "ARID5B", + "C22orf31", + "BPNT2", + "ADAM3A", + "C1QL4", + "ATP5ME", + "ATP5MJ", + "AMMECR1L", + "C12orf43", + "CAPN13", + "BCL2L11", + "CAPZA3", + "C3orf18", + "ATF6", + "BEGAIN", + "AP1M2", + "ASB12", + "ATG4A", + "ANKS1B", + "BASP1", + "BCL2L12", + "BST1", + "BEX1", + "B3GNT5", + "C22orf46P", + "APRT", + "BCAS2", + "ARHGAP29", + "AIFM3", + "BMPR1B", + "C9orf85", + "C2CD4A", + "BCAR3", + "ATP6V1B2", + "C1QTNF12", + "AP1S3", + "AKAP6", + "ANKS1A", + "BBS1", + "BBS5", + "ARHGEF10", + "B4GALNT3", + "C10orf55", + "CA5BP1", + "B3GNTL1", + "CAMK1G", + "ATP7A", + "ASTL", + "ASB15", + "ARID1B", + "CACNA2D4", + "BAHCC1", + "ARMT1", + "ATP6V1A", + "CCDC89", + "BAALC", + "ATP5F1A", + "BICC1", + "CDH23", + "ATXN7", + "C16orf86", + "AKAP3", + "BAZ2B", + "BMS1", + "C6orf120", + "BBS7", + "BHLHE23", + "BCKDK", + "AMZ2P1", + "CABS1", + "BAZ2A", + "APOO", + "ARHGEF15", + "C3orf49", + "AP1G2", + "CBLN4", + "ARSL", + "ASCC3", + "CACNG5", + "AGO2", + "ATG5", + "CACUL1", + "ARFIP1", + "ASPA", + "ADAM30", + "BCO2", + "AUP1", + "BPHL", + "BAHD1", + "CADM3", + "BCORL1", + "ATP8A1", + "AMPD2", + "ARHGEF37", + "C10orf67", + "ASH1L", + "CACNB3", + "C14orf93", + "BTRC", + "CACNG4", + "CAPN1", + "AKR1E2", + "BATF2", + "C9", + "C15orf61", + "C5orf46", + "ATXN2L", + "ATP6V0D1", + "CAMP", + "ATP6V1F", + "ARIH1", + "ACRBP", + "BMP2", + "C2orf74", + "BHLHE41", + "ANO9", + "CASR", + "APOA4", + "AKR1A1", + "CACNA2D3", + "BID", + "ATP5F1E", + "C4orf36", + "BRCA2", + "ATOH1", + "BICRA", + "CCAR2", + "C3orf20", + "C1orf122", + "AHNAK", + "ALG14", + "BANF2", + "ASNS", + "BTNL9", + "BCL2L1", + "ADCYAP1R1", + "BPIFA4P", + "C16orf92", + "B4GALT7", + "C2orf81", + "C21orf91", + "C1QTNF4", + "ATAD2B", + "BCHE", + "BANK1", + "C1orf116", + "C2", + "BGN", + "ATXN7L1", + "ARHGDIB", + "ANKS4B", + "ASIC1", + "ANKFN1", + "C10orf95", + "BUB3", + "ARL2BP", + "CALB2", + "ATP4A", + "ATOH8", + "BTN3A2", + "B3GNT2", + "C1orf162", + "ASNSD1", + "ATP8A2", + "BLZF1", + "CAMKV", + "CCDC117", + "CD8B", + "BHLHA15", + "CDH24", + "CELF4", + "ATP6V0D2", + "C11orf16", + "CACNA1G", + "CELA1", + "CABYR", + "BTN3A3", + "BIN2", + "CALD1", + "BTLA", + "CACNG3", + "CD5L", + "CAB39L", + "ATP13A1", + "CALCOCO1", + "ARHGEF12", + "CCDC110", + "BST2", + "CCDC47", + "CCDC185", + "BSPH1", + "CARD14", + "BRCA1", + "ATP5PF", + "BCL10", + "C1QTNF6", + "CBLN3", + "CD274", + "ATG7", + "C2CD2L", + "BMP10", + "ATP1B4", + "BTBD7", + "BRSK1", + "AUNIP", + "CANT1", + "BCAS3", + "CASKIN1", + "C14orf180", + "CCDC121", + "ACE", + "C1RL", + "BPGM", + "CACNG6", + "CCDC32", + "ALPP", + "C8orf58", + "CD19", + "ARPIN-AP3S2", + "ACTR2", + "ATP8B4", + "ALKAL2", + "BUD23", + "BORCS5", + "C1orf43", + "CCDC85B", + "C3AR1", + "BTF3", + "C3orf33", + "ADISSP", + "BNIP3L", + "ATP5MG", + "C10orf90", + "ATP9B", + "ARL6IP4", + "CCDC24", + "ANGPT1", + "ANKRD20A8P", + "APOM", + "CBS", + "C20orf173", + "AHCY", + "CAPN12", + "ANXA6", + "ATAD2", + "C1QTNF3", + "ADA", + "CCDC171", + "CAGE1", + "BCL2", + "C1QTNF2", + "C5AR2", + "BOD1L1", + "BCAM", + "AGPS", + "CDH18", + "C5orf47", + "BAD", + "C12orf57", + "ASCL4", + "BANP", + "C4BPA", + "CASP8AP2", + "C6", + "C1QTNF8", + "ADGRG1", + "ARL6IP6", + "C7", + "AFG2A", + "BICRAL", + "AMN1", + "ATG13", + "BTAF1", + "CAPSL", + "ARF4", + "BCOR", + "CCDC91", + "BTN2A1", + "AGRN", + "CASP10", + "ALG12", + "ATP2A2", + "C16orf74", + "CCDC38", + "C6orf62", + "CEMIP", + "C1S", + "CALCA", + "C12orf75", + "BCL9", + "ARHGAP12", + "C19orf53", + "CAND2", + "AMFR", + "BRIP1", + "ATP1A1", + "C2orf80", + "C1orf115", + "B4GALT1", + "BCL11B", + "ATXN7L2", + "ANO1", + "CADM4", + "CALR3", + "AKAP12", + "CAV2", + "CARMIL3", + "ANKRD34B", + "CALML3", + "C1orf105", + "BAG3", + "C8orf48", + "C1GALT1C1", + "ANAPC16", + "C1R", + "ANP32B", + "ARL5A", + "C8orf82", + "CDHR2", + "BCL2A1", + "ARHGAP28", + "ANTXRL", + "C1orf74", + "CCNL1", + "CASC2", + "ASPHD2", + "C1QL2", + "CCDC12", + "CALML5", + "ATP5MF", + "ATP6V1C2", + "C5AR1", + "CABLES1", + "CABIN1", + "CASKIN2", + "CASQ1", + "C10orf105", + "CABP7", + "CACNA2D1", + "BHLHE22", + "BEAN1", + "CAMK2D", + "B3GALNT2", + "C14orf119", + "BBS4", + "BIRC8", + "C21orf58", + "ASB14", + "BLTP3B", + "BEX2", + "CALHM3", + "BLID", + "CACNB4", + "BAG6", + "CARINH", + "BTBD10", + "CAMTA2", + "ARHGAP15", + "CCDC7", + "BBOF1", + "CARM1", + "CAV1", + "BRIX1", + "C15orf32", + "CD207", + "BFSP2", + "CD1B", + "CEACAM21", + "C1QTNF7", + "ATP6V1G2", + "C1QTNF9", + "ASCL1", + "C1QBP", + "CAMLG", + "CCR4", + "ASH2L", + "C8orf74", + "AURKAIP1", + "C16orf87", + "ASPRV1", + "C19orf73", + "ASRGL1", + "CCL26", + "CCDC150", + "CASD1", + "ATP11A", + "CD209", + "CCDC28A", + "CAMK1D", + "CBLC", + "CBY2", + "CCDC80", + "ATP6V1E1", + "CDK9", + "ARF5", + "C11orf24", + "B3GALT1", + "CBFA2T3", + "CC2D2A", + "CARNS1", + "CDC20", + "BFAR", + "ATRN", + "CABP2", + "CCL11", + "BCL11A", + "CASP7", + "ANXA2P2", + "BDH2", + "ATOX1", + "CCDC191", + "CDK5R2", + "ACOT8", + "CCNJL", + "CCDC43", + "BEX3", + "CDC42BPA", + "CACNA1B", + "CARMIL2", + "BIRC6", + "CCDC107", + "ATXN3", + "ASB11", + "BDKRB2", + "C5orf52", + "CARF", + "ARSG", + "CDH7", + "CCDC73", + "CDX1", + "CCDC63", + "CCDC69", + "CCDC14", + "BMPR2", + "C11orf86", + "CELA2A", + "ARID2", + "C8G", + "CDC42BPB", + "CD40LG", + "AZGP1", + "CCDC60", + "CDH17", + "C2CD2", "AVIL", - "ADCY10P1", + "ATP5F1D", + "CATSPER3", + "BSN", + "BEND6", + "CA6", + "BTBD2", + "CAB39", + "APOBEC3B", + "BYSL", + "CCR10", + "CACNA1S", + "CCNQ", + "ADAD2", + "CCDC197", + "CADM2", + "CCDC17", + "AFAP1", + "CAMSAP3", + "CD180", + "ATXN3L", + "ATP1B2", + "CBARP", + "BCL2L2", + "B3GALT6", + "C2orf69", + "CC2D1B", + "C6orf118", + "CAPS", + "C1orf56", + "CAVIN3", + "CDIN1", + "CDCA4", + "CARD10", + "C12orf71", + "CCL24", + "BARHL1", + "CHADL", + "CCL27", + "C11orf40", + "ARMC12", + "CACNA1A", + "CCNP", + "CDHR1", + "CAAP1", + "C9orf72", + "CCR9", + "ARL13B", + "CAT", + "C6orf141", + "CACNA1F", + "CCND3", "ACSL5", - "CHST11", - "ATG10", - "AMACR", - "ACSS2", - "ARPIN", - "AKAP14", - "CLDND2", - "GALNT2", - "ALG5", + "BCAN", + "BNIP3", + "ATP2C2", + "ANP32E", + "ATP23", + "BCL6B", + "C5", + "ATP6V0C", + "CD80", + "CDHR5", + "CCNO", + "ARL5C", + "CC2D2B", + "ASXL2", + "C6orf52", + "CDS2", + "CCL1", + "CEACAM7", + "CAPN7", + "BBOX1", + "CASP9", + "CCDC167", + "CALM3", + "C11orf98", + "CCDC184", + "CA9", + "CAPRIN1", + "CACFD1", + "CCDC102A", + "BCORP1", + "AVPR2", + "CEBPZ", + "ATP8B2", + "C12orf76", + "C3orf52", + "C1QB", + "CAD", + "CCDC77", + "CELF1", + "C7orf57", + "CAPS2", + "BEND2", + "CCBE1", + "C3orf38", + "BEST2", + "ALX1", + "ARSK", + "AQP3", + "CCS", + "B4GALT4", + "ATP6V1G1", + "CASP14", + "CD300LB", + "ANKRD62", + "CBY1", + "CDX2", + "CCN1", + "CCDC30", + "BUB1", + "ARNT", + "C15orf48", + "CBX7", + "CCL22", + "BRF1", + "CD247", + "BORCS7", + "CFAP65", + "CEACAM1", + "CAP2", + "CA11", + "BMP3", + "ASCC2", + "CCDC62", + "ANGPTL2", + "CDK19", + "ANGPTL5", + "CCT7", + "ATP5F1C", + "CADM1", + "CEACAM8", + "C9orf40", + "C17orf78", + "BLOC1S6", + "CEMIP2", + "CAMK1", + "CARMIL1", + "B3GAT3", + "C9orf43", + "CDH16", + "BTBD3", + "BMP15", + "CELSR1", + "CA5A", + "CCSER1", + "BMP5", + "C19orf12", + "CCDC127", + "C6orf15", + "CCL21", + "ARHGEF16", + "CEBPG", + "C8orf44", + "CCDC87", + "CAPN5", + "CC2D1A", + "C9orf163", + "CDIPT", + "CDCA5", + "CHST10", + "BRWD3", + "CCDC42", + "ATPAF1", + "CD4", + "CASC3", + "CENPT", + "CDIP1", + "ADGRA3", + "B9D2", + "CDH15", + "CCDC157", + "CD70", + "CALM2", + "CD163L1", + "CEACAM6", + "CALB1", + "CD3E", + "CD1C", + "BRK1", + "C1QC", + "CD38", + "AIFM1", + "CASTOR3P", + "CFAP74", + "CBX2", + "CACNG2", + "CCDC174", + "BLVRA", + "CDC27", + "C12orf50", + "CCM2", + "CD8A", + "CABP1", + "CALY", + "C4BPB", + "CA8", + "AZI2", + "CEACAM4", + "BCR", + "BCAP29", + "CCDC124", + "CDC25B", + "CCL17", + "CATSPER1", + "BRINP2", + "CD300A", + "ATE1", + "BRAF", + "CCAR1", + "CFTR", + "ASAH1", + "CCDC39", + "CAMK2G", + "ATP6AP1", + "CHRND", + "CELA3A", + "ADRM1", + "C11orf58", + "CACTIN", + "B3GNT7", + "CDC20B", + "CBL", + "CDH13", + "AP4S1", + "CAPN6", + "ATF7IP2", + "CD44", + "CASP6", + "APOBEC3D", + "CBX8", + "CNNM4", + "CCK", + "BMP2K", + "C8orf76", + "CAMK2A", + "C4orf17", + "CCR3", + "CDK5R1", + "CAPN11", + "CD33", + "AFM", + "CCNJ", + "C2orf15", + "CARD6", + "AOC3", + "CDC14B", + "C8orf34", + "BORA", + "ATG4D", + "ADH4", + "CDH11", + "CDSN", + "BRDT", + "CBR1", + "ATP6V1H", + "C1QL1", + "CD84", + "CDO1", + "CASQ2", + "C1QA", + "CELF5", + "BOC", + "BCAT1", + "C10orf71", + "CCDC33", + "CCL2", + "CCDC27", + "CCDC81", + "CDK13", + "ANKRD7", + "CCDC15", + "AIM2", + "CDCA8", + "CCNG1", + "CCDC86", + "CHD1L", + "CCNDBP1", + "CASP5", + "C3orf70", + "CD200R1", + "AUTS2", + "CENPV", + "CDV3", + "CDADC1", + "CCDC51", + "BOLA1", + "C11orf96", + "CALCRL", + "CDKAL1", + "BICDL2", + "C18orf32", + "CCR5", + "CENPO", + "BMP6", + "CD320", + "CFAP210", + "CARD8", + "CCKAR", + "CCDC97", + "CDKN2D", + "C1orf198", + "CIP2A", + "CCDC159", + "BLVRB", + "CD300LD-AS1", + "CENPQ", + "BCAP31", + "CCHCR1", + "CARD18", + "CCNK", + "CCDC22", + "ASZ1", + "CCT2", + "CHAF1A", + "CHRNA6", + "CCP110", + "CD160", + "CCDC190", + "CENPS-CORT", + "CCL25", + "BRD3", + "C9orf152", + "CCDC137", + "CDK1", + "CASK", + "CD99L2", + "CHRNA9", + "CCDC3", + "BCLAF1", + "CCM2L", + "CHRNB1", + "CEP44", + "CARS1", + "CDC34", + "CD72", + "ANLN", + "CCDC9B", + "CARHSP1", + "CADPS2", + "ARRDC2", + "CEP350", + "CBLN1", + "CD79B", + "CENPH", + "CELF3", + "ATG14", + "CCDC70", + "C1orf216", + "CDA", + "CGREF1", + "CATSPERG", + "BMP1", + "CFAP126", + "BAIAP2", + "CD37", + "CDCA3", + "CDKL3", + "CDC73", + "CHAC1", + "BLOC1S4", + "CIC", + "ATAD3C", + "B3GAT1", + "CALML4", + "CERKL", + "CENPF", + "BIRC5", + "CDK12", + "CENPP", + "CASP3", + "CEP128", + "CALHM6", + "CBR4", + "AP2B1", + "CD200", + "CATSPER4", + "CCDC92", + "CD1A", + "BBS9", + "CEND1", + "CECR2", + "CDKN2A", + "C1QTNF1", + "ARVCF", + "CAPN9", + "CASP8", + "CCDC168", + "CIMIP2B", + "CD24", + "CCDC54", + "CARS2", + "CDK4", + "CCDC112", + "CDH12", + "BSDC1", + "CHD3", + "CCDC85A", + "CLCN4", + "CHP2", + "CD46", + "CCDC34", + "CLEC4C", + "CDH20", + "CD74", + "ANKRD6", + "ADGRB3", + "CD163", + "CCRL2", + "CDCA2", + "CDH2", + "CETN2", + "CCL20", + "COLEC10", + "C19orf67", + "CABP4", + "CBFB", + "CAPZA2", + "ADH6", + "CFAP276", + "CD69", + "CHRNB3", + "CDC25C", + "CCDC198", + "CHTOP", + "ATF7IP", + "CAMKK1", + "CEP112", + "CCL23", + "C19orf18", + "CHRNA10", + "CEP55", + "CDNF", "CCNG2", - "C4orf46", - "GASK1A", - "ADAMTS16", - "ACMSD", - "ACTB", - "HEXA", - "ANXA11", - "AK8", - "C5orf34", + "CCNYL2", + "CFAP45", + "CALM1", + "CHMP1A", + "CDH5", + "CDR2", + "CHIC1", + "CCL18", + "CHODL", + "BMP4", + "ANKLE2", + "CD63", + "ASB6", + "C3orf62", + "CAMK2N1", + "CD3D", + "CCDC115", + "CAVIN1", + "BZW2", + "ARHGAP35", + "CCNB3", + "C9orf78", + "CBX5", + "AQP10", + "CHST4", + "C16orf78", + "BICD2", + "CCDC158", + "CBX6", + "CASP4", + "CLCNKA", + "CDC16", + "CHCHD1", + "CDS1", + "CEP41", + "CCND1", + "CDC6", + "CD79A", + "CBLN2", + "CDH4", + "CRHR1", + "CERS6", + "CCDC175", + "ASIC4", + "APPBP2", + "CFAP73", + "CCNF", + "CFAP58", + "CROT", + "CHUK", + "CIMIP4", + "CANX", + "CEP72", + "C1orf21", + "CCKBR", + "CCND2", + "CDC42", + "CLCN1", + "COL4A6", + "CDK14", + "CIMAP1D", + "CCDC68", + "CFAP299", + "CCDC83", + "CA13", + "CFP", + "CCDC13", + "CHD7", + "CCL8", + "CHRNB4", + "CCDC181", + "BLTP1", + "CES2", + "BCAT2", + "CDK7", + "CDH22", + "CDKN2C", + "CCDC169", + "BBC3", + "CALHM4", + "CCDC178", + "CDC42SE1", + "C20orf204", + "CLEC11A", + "CACYBP", + "CENPU", + "CLASRP", + "CLBA1", + "CDCA7", + "CDC45", + "CEP152", + "CEP63", + "CD93", + "CATSPERZ", + "BCL3", + "CFAP53", + "CD96", + "C5orf22", + "CNBD2", + "CALHM2", + "CITED2", + "CFAP100", + "CDHR3", + "CCL16", + "C8B", + "CDK20", + "CDKL2", + "CFAP61", + "CFAP298", + "CFAP92", + "CHRNE", + "BIK", + "CD300LG", + "CAMK2N2", + "BIVM", + "CD55", + "CASTOR1", + "CD28", + "CASZ1", + "CLSPN", + "CNOT11", + "CLEC17A", + "CCDC66", + "CDC14A", + "CDK18", + "CCT6B", + "CIMIP2C", + "CLCNKB", + "CERS5", + "CATSPERE", + "CD59", + "CDC5L", + "CDH3", + "CD226", + "CCDC78", + "CPN1", + "CD47", + "CLNS1A", + "CLEC4F", + "CITED1", + "BBX", + "CFAP54", + "CCDC85C", + "AMELX", + "CELF6", + "BARX2", + "CFHR3", + "AGTR2", + "CD53", + "CCT6A", + "CHML", + "C5orf24", + "BHLHE40", + "COBL", + "CCL13", + "CLDN8", + "CLEC14A", + "BAG1", + "CLDN4", + "C8orf33", + "CCDC172", + "CD14", + "CLTCL1", + "CD7", + "CAPRIN2", + "CIDEA", + "CD5", + "CACNB2", + "ARHGEF3", + "C3orf36", + "CIAO1", + "CCDC82", + "CD9", + "ATP5F1B", + "CAMKK2", + "ATP5MC2", + "CHAMP1", + "BRI3", + "CFAP52", + "CCL7", + "CD300C", + "CCDC134", + "C2CD6", + "CDK5RAP1", + "CALCOCO2", + "CFAP263", + "CISD3", + "ATN1", + "CFB", + "C19orf47", + "ANKRD18A", + "CYP1A2", + "CLDN18", + "CERCAM", + "CCDC88B", + "COL6A5", + "CACNG7", + "CD3G", + "CEBPE", + "CHD8", + "CLHC1", + "COA1", + "CEP192", + "COBLL1", + "CDK5RAP3", + "CFAP206", + "CASP2", + "CLSTN1", + "BTBD9", + "CIRBP", + "BIN1", + "CFAP107", + "CLEC2B", + "CLEC4E", + "CHAC2", + "CLRN1", + "CCT5", + "CAMK2B", + "CFAP36", + "CRNKL1", + "CPLANE2", + "CMAHP", + "CMKLR1", + "CISD2", + "CHI3L2", + "CCDC154", + "C11orf54", + "CLDN7", + "CD81", + "CLRN2", + "CCNB1", + "CDCP1", + "CCNT1", + "CERT1", + "CREG2", + "COL18A1-AS1", + "ASXL3", + "C6orf89", + "CFAP221", + "CRTAM", + "CTNND2", + "ARHGEF6", + "CENATAC", + "CEBPB", + "BOD1", + "CHGA", + "CNOT10", + "CLPTM1", + "CCDC122", + "CHN1", + "C2orf42", + "CHRM3", + "CCDC148", + "CHST9", + "CATSPERD", + "CFHR2", + "CD40", + "CIAO2B", + "CRYGD", + "AVEN", + "CMC2", + "CCDC18", + "CDRT4", + "CHST7", + "CKAP2L", + "CENPE", + "CPT1C", + "CFAP119", + "CFAP97", + "CHPF2", + "CCNE1", + "CENPX", + "CNMD", + "CRYGC", + "CFHR5", + "CIBAR2", + "CENPK", + "ATP5IF1", + "CLUHP3", + "CD34", + "CD36", + "COL25A1", + "CISD1", + "CNDP1", + "CEP295", + "CNGA1", + "CPLANE1", + "CDC42EP2", + "C1D", + "ANKRD18B", + "ARGFX", + "ALPK3", + "CRMP1", + "CDON", + "CGGBP1", + "COA5", + "CLCA4", + "CD300LF", + "CNTNAP4", + "CFAP20", + "CLEC12B", + "CNOT7", + "CD48", + "COL21A1", + "CHCT1", + "ARHGEF26", + "CMPK2", + "CA14", + "CCDC88C", + "CAPZB", + "CITED4", + "CHRAC1", + "CPN2", + "CHRD", + "CAPN2", + "CHST3", + "CPSF1", + "CIAO3", + "CCR7", + "CD2", + "CDH10", + "CDPF1", + "CIRBP-AS1", + "CD1E", + "CNP", + "CEP290", + "CHDH", + "CHCHD2", + "B4GALT6", + "CCNB2", + "CCDC120", + "CFI", + "CALHM5", + "CLIP4", + "CFL2", + "CCDC6", + "CDH6", + "CES3", + "COMT", + "COG2", + "COQ7", + "CAP1", + "CEP162", + "BPNT1", + "CDC123", + "COL11A2", + "CTNNA3", + "CNNM1", + "CDC42EP5", + "CEACAM3", + "CBX4", + "CDYL", + "CNTNAP2", + "CER1", + "COL4A3", + "CEP120", + "BMAL1", + "CTSA", + "CNOT6", + "CHMP6", + "CLCN6", + "CNN1", + "CLIC2", + "CAST", + "DBH", + "CFAP144P1", + "CABP5", + "CHM", + "C20orf144", + "C20orf96", + "CIB2", + "CIB3", + "CFAP184", + "CNTNAP5", + "CHMP2A", + "CCR1", + "COG3", + "CD6", + "CEP135", + "CCNH", + "CMSS1", + "CTXN1", + "CHCHD4", + "CD86", + "CDCA7L", + "CALN1", + "CHORDC1", + "CINP", + "CNKSR2", + "CLEC20A", + "CD244", + "CD164", + "CDC37", + "CEP85L", + "CGNL1", + "CHLSN", + "CDX4", + "BTG3", + "CHRNA1", + "CLDN14", + "COL6A4P1", + "CGRRF1", + "CPSF2", + "CPNE2", + "CLK2", + "CDKN2AIP", + "CKAP5", + "BCCIP", + "COX19", + "CDH9", + "C1GALT1", + "ATMIN", + "CDKN1A", + "CLDN1", + "CREM", + "CCT4", + "CLEC5A", + "CD276", + "CD58", + "CELSR2", + "CDKN2AIPNL", + "CD22", + "CILP", + "CDKL5", + "CHERP", + "CDK16", + "CLPX", + "COMP", + "CFDP1", + "COX8C", + "CCNYL1", + "CETN3", + "CORIN", + "CERS3", + "CCT3", + "CHST13", + "COPS9", + "CNST", + "CH25H", + "BMX", + "CHAT", + "CNGA4", + "CREBRF", + "CDK5RAP2", + "CENPB", + "CLK1", + "CELF2", + "CDH8", + "CLOCK", + "C5orf15", + "CARD19", + "CAPN15", + "DBF4B", + "CEP78", + "CTSH", + "CDC23", + "CFAP44", + "CCER1", + "CATSPERB", + "ASCL5", + "CMA1", + "CORO7", + "CCDC50", + "CMYA5", + "CEP85", + "C2orf68", + "CIAO2A", + "COX7B2", + "CCL19", + "CHRNB2", + "C20orf181", + "CIMIP6", + "CLCA2", + "CELSR3", + "BRPF1", + "COL10A1", + "CYP24A1", + "CCDC8", + "COG1", + "CNOT8", + "CDKN2A-AS1", + "COA8", + "CACNB1", + "BECN1", + "AP1B1", + "CNN3", + "CNBD1", + "CEP70", + "CCN2", + "CNKSR1", + "CHD4", + "CLK3", + "CALML6", + "CDKN1C", + "CRABP1", + "CFAP410", + "BCL9L", + "BCAR1", + "CNGB3", + "ANXA4", + "CHIC2", + "CRH", + "COL4A4", + "CFAP300", + "CCDC9", + "CRP", + "CBLB", + "CES5A", + "CSGALNACT2", + "CD52", + "CEACAM19", + "CXCR6", + "CRYL1", + "CNTD1", + "C3", + "CDR2L", + "CFAP70", + "CD2BP2", + "DAGLA", + "CPO", + "COL3A1", + "CLEC4G", + "COLCA1", + "CLIP3", + "CPAP", + "CPNE9", + "CEP170B", + "COPE", + "CFAP91", + "CAPG", + "COL20A1", + "CREB3L1", + "COPS5", + "CRISP1", + "CHMP7", + "CPA6", + "CHRNA2", + "CPLX2", + "CYP2W1", + "CRCP", + "CYP8B1", + "CSRP2", + "CNTN6", + "CHRNA5", + "CXCL17", + "CYP2E1", + "BRD8", + "CTSE", + "COL4A5", + "CYB561A3", + "CENPN", + "CLDN9", + "DCHS2", + "CCSAP", + "C2orf76", + "CNPY4", + "COMMD4", + "CEP89", + "C2orf78", + "CPAMD8", + "CLPS", + "CHIT1", + "CA3", + "CCDC141", + "CKAP4", + "DUSP19", + "DSC1", + "B3GNT4", + "CERK", + "CMC1", + "C1orf94", + "CMKLR2", + "CIITA", + "CKMT2", + "DNAH9", "CHRDL2", - "ALKBH7", - "AGPAT5", - "ARHGAP1", - "CHKB-DT", - "ESD", - "ADAT3", - "ADAM22", - "PRPS2", - "AP4S1" + "CRPPA", + "CPEB3", + "CCNL2", + "COL9A1", + "CIART", + "CLPP", + "COIL", + "CCDC116", + "CCDC106", + "CNIH2", + "COLGALT1", + "CSMD3", + "CLU", + "COPS6", + "CTSF", + "COL11A1", + "CD83", + "CCIN", + "DEFB125", + "CDK10", + "CRYGB", + "ATP6V1D", + "BBLN", + "CST8", + "CMAS", + "DCAF13", + "DCAF15", + "DEFB114", + "CHRNA4", + "CIAPIN1", + "CHN2", + "CCDC59", + "CHKA", + "CYB561D2", + "CPXM1", + "DCAF12L1", + "CEP164", + "CRIPT", + "CBLL1", + "CEP83", + "CHCHD6", + "CCDC93", + "CNGA3", + "CTPS2", + "COQ10A", + "CEACAM18", + "COMMD2", + "CLEC3A", + "CYP4F11", + "CHD5", + "COL6A6", + "CPSF4L", + "CLASP2", + "CLIC6", + "CORO2B", + "CENPC", + "CPZ", + "C17orf50", + "CIMAP3", + "CCR6", + "CLDN15", + "CCDC136", + "COX18", + "CNPY2", + "CST7", + "CRYBB1", + "CTR9", + "CSAG1", + "CRYBA1", + "DCPS", + "CPNE4", + "CYSLTR2", + "CSMD2", + "CHTF8", + "CTBS", + "CLDN20", + "CNTRL", + "CYP3A5", + "DPH6", + "CLIC5", + "CLEC10A", + "CLIC1", + "CTTNBP2", + "CPOX", + "CPXCR1", + "CD68", + "COL22A1", + "CLPTM1L", + "COASY", + "COPRS", + "CEACAM16", + "CCDC138", + "CSRNP2", + "CNKSR3", + "CFAP77", + "CILP2", + "CMTM3", + "CSTPP1", + "CLASP1", + "COMMD1", + "CDK17", + "CHST15", + "CDKN2B-AS1", + "CLEC4A", + "COL6A4P2", + "CLEC4M", + "CHPF", + "CLTA", + "COQ2", + "CDH1", + "CKAP2", + "CEP126", + "CCDC125", + "CXXC1", + "CFAP69", + "CCL5", + "CLK4", + "DLGAP2", + "CEACAM20", + "COL19A1", + "CYP3A43", + "CKS2", + "CRISPLD2", + "CSDE1", + "C7orf25", + "CRYBB3", + "COA6", + "CEP68", + "CTCF", + "CYP4Z1", + "CPA1", + "CHTF18", + "CLIP2", + "CD302", + "CNNM3", + "CXCL3", + "CPNE6", + "CENPM", + "CDAN1", + "DELE1", + "CMTM8", + "CRB1", + "COLGALT2", + "CNTN3", + "CRACR2A", + "CGAS", + "CDR1", + "CREB3L4", + "CGA", + "CDK3", + "CNTN2", + "CIDEB", + "CFAP144", + "CEP57", + "CCDC61", + "CRYAA", + "CLEC3B", + "C2orf88", + "CSF3R", + "DAPK3", + "CRCT1", + "CLSTN3", + "CDC42EP4", + "CKM", + "CSF1R", + "CWH43", + "CCPG1", + "CIMAP1C", + "CPED1", + "CETN1", + "CDC42SE2", + "CRY2", + "DALRD3", + "CMTM1", + "CNGB1", + "CERS2", + "ADGRL3", + "CNNM2", + "CSN1S1", + "DCLRE1B", + "CHGB", + "CTH", + "DAO", + "CCN5", + "COX7C", + "DACT2", + "DAPL1", + "CCT8", + "ENDOG", + "CHPT1", + "CSRP3", + "ARID1A", + "COL5A3", + "DNAJC5G", + "EMILIN3", + "CPQ", + "CSTF1", + "DHH", + "COLEC11", + "CORO6", + "CNOT1", + "DCTD", + "COMMD3", + "CPLX4", + "DCAF8", + "BMPER", + "CRYGA", + "CERS4", + "DHPS", + "DRG2", + "CYB5B", + "CLEC16A", + "CYP2S1", + "COX7A1", + "CLDND1", + "CNTN4", + "DBN1", + "FADS6", + "CLN8", + "COTL1", + "CREBBP", + "CENPL", + "CD164L2", + "DMRTA1", + "COMMD7", + "COL5A1", + "CRELD1", + "CLP1", + "CEP104", + "CRNN", + "DCAF12", + "CYMP", + "CTAGE1", + "CBX3", + "CLEC9A", + "CLEC2D", + "CTAG2", + "CEP19", + "CYP4F8", + "CRHBP", + "DARS1", + "DENND4B", + "CLDN3", + "DPEP1", + "CPXM2", + "CHAF1B", + "CDT1", + "CREG1", + "CLMN", + "CRYAB", + "CIB1", + "COA4", + "CLYBL", + "CR1", + "CST5", + "CHID1", + "CIR1", + "CLDN10", + "DYDC2", + "CEACAM5", + "CTRB2", + "CHST14", + "CFAP251", + "CD248", + "CLDN6", + "CHSY1", + "CTDP1", + "DCK", + "COQ4", + "CMBL", + "CORO1B", + "CRY1", + "CEP20", + "DCLK3", + "DCST1", + "CAMKMT", + "CHST11", + "CSE1L", + "CRMA", + "DYNC2H1", + "CLIC4", + "CTSZ", + "CRAT", + "CCNB1IP1", + "COX20", + "COX14", + "DHX32", + "CEP95", + "CPT2", + "CYP26A1", + "CALHM1", + "DNAJC12", + "CMTM6", + "CRACR2B", + "DBNDD1", + "CLCN7", + "CTSW", + "CRTC3", + "CABCOCO1", + "CYP2U1", + "COPS3", + "CTDSP1", + "CSNK2A2", + "CRISPLD1", + "CIMAP2", + "COX5B", + "DIPK1C", + "DNAJC18", + "DUS2", + "CRLS1", + "DIMT1", + "DCAF4L2", + "COPG1", + "DAP3", + "DESI1", + "DDX54", + "CUEDC2", + "CD1D", + "DACH2", + "CYP4B1", + "DCLRE1A", + "CIZ1", + "CYB561D1", + "CP", + "DCUN1D2", + "CRB3", + "CTSL", + "DMPK", + "DHODH", + "CEP15", + "COX4I2", + "DIO2", + "DEUP1", + "CYB561", + "CPNE5", + "CMPK1", + "FRMPD1", + "DQX1", + "CRELD2", + "CFAP46", + "COG7", + "CAND1", + "FBXO10", + "CNTNAP1", + "FIZ1", + "DSCAML1", + "CYLC1", + "DBR1", + "CHAD", + "CCDC196", + "CCNC", + "COPG2", + "CXCL8", + "DDX20", + "FEV", + "CLDN22", + "DIP2B", + "EMILIN1", + "CFAP20DC", + "COX11", + "CYP26B1", + "CLEC1B", + "DDX25", + "COL7A1", + "EXOSC7", + "CLEC4D", + "DAOA", + "DOK5", + "DDC", + "CST2", + "COL18A1", + "CROCCP3", + "DKK1", + "DNAH2", + "DCDC1", + "DGCR2", + "CRYGN", + "CRIP1", + "FGF3", + "DGAT2L6", + "CFAP141", + "CTSD", + "ENTPD2", + "CNN2", + "CAPNS1", + "DCTN1", + "CYTH3", + "CSDC2", + "EDAR", + "CSNK1G1", + "CYP2C9", + "CRTC1", + "CROCC", + "CNR2", + "CTNS", + "CHURC1", + "ENAH", + "ARHGEF18", + "CNR1", + "COL1A2", + "DBX2", + "EMX1", + "CLVS1", + "EXTL3", + "CKB", + "BRD1", + "CAMSAP1", + "CHST2", + "COQ6", + "CLSTN2", + "CRYM", + "DNAJB8", + "CBR3", + "DAP", + "CDK2AP2", + "DGKQ", + "CHSY3", + "CDC42EP1", + "CYB5R4", + "DNAI2", + "CZIB", + "DAND5", + "CSF2RB", + "CREB1", + "CROCCP2", + "CYLC2", + "DNA2", + "DHX37", + "DCX", + "ATP1A2", + "DGKD", + "CREBZF", + "CIROZ", + "CYP1B1", + "CWF19L1", + "CXCR3", + "CTRC", + "COL6A1", + "DNAI3", + "DYRK2", + "CYP51A1", + "CYP2C8", + "E2F7", + "EFCAB11", + "DHX33", + "COMMD6", + "CTHRC1", + "DNAJC15", + "DSCR8", + "CLN6", + "EPHA1", + "CLDN24", + "EFCAB2", + "CYRIA", + "CYP27C1", + "CD151", + "CUTA", + "ELK4", + "COG4", + "DTX4", + "CYP27B1", + "CTCFL", + "CYTH1", + "CLTC", + "COQ8A", + "DMC1", + "FBXO24", + "DPPA4", + "FBXW8", + "CXCL11", + "DYNLT3", + "EBP", + "DLX3", + "FAM209B", + "GALNT13", + "DNAAF8", + "DCAKD", + "DNAAF5", + "COL9A2", + "CXCL13", + "CCL4", + "DUSP5", + "DYRK3", + "CYP4V2", + "CUL3", + "DIS3", + "COPB2", + "CHMP4B", + "DGKG", + "CPLX3", + "COL1A1", + "DAPK1", + "CRYBG2", + "CYB5R1", + "CX3CR1", + "CSPG4", + "DHDDS", + "EED", + "CSRP1", + "DBX1", + "DYNLL1", + "EEIG1", + "COQ3", + "DPCD", + "DNAI1", + "CFL1P1", + "CAV3", + "DIRAS2", + "DIPK2A", + "CYP4F22", + "CPS1", + "DEFB124", + "CTPS1", + "EMID1", + "CREB3L3", + "CYP17A1", + "CHD9", + "CWC22", + "DUOXA2", + "DHRS2", + "CNPY1", + "DIO1", + "DTYMK", + "DCDC2C", + "DPH3", + "EEF1AKMT3", + "EXOC3", + "DERA", + "DLGAP3", + "COMMD9", + "CNOT2", + "CLIP1", + "DNAJB1", + "DRAP1", + "DSC2", + "FSTL4", + "C8A", + "CHCHD7", + "CRABP2", + "C3P1", + "CPD", + "DHFR2", + "CDKN3", + "DLX5", + "CACHD1", + "DYNLT4", + "DNAJC14", + "FAM50B", + "CFD", + "GFRA4", + "ERICH5", + "DDX46", + "ENTPD3", + "FATE1", + "DAPP1", + "DSCC1", + "DHRS12", + "ELOA", + "CLDN16", + "CST3", + "DCAF7", + "DHX38", + "DEPDC1", + "CYSRT1", + "DUSP1", + "GML", + "CD109", + "CTBP1", + "DRC1", + "FLJ30679", + "CLGN", + "DEPDC7", + "DGCR5", + "CENPBD1P", + "COX4I1", + "EHBP1L1", + "BIRC2", + "CYTH2", + "DLL1", + "FBLN7", + "FBP2", + "EPHB1", + "CMTR2", + "CLCC1", + "GLIPR1L1", + "CLCF1", + "CTSO", + "CYP20A1", + "CTDSPL2", + "CRISP2", + "CLTB", + "CYB5RL", + "DUSP15", + "ERCC4", + "FAM163A", + "EME1", + "DNAH10", + "CLDN2", + "CCDC146", + "HTR7P1", + "DNAJA3", + "DARS2", + "ENOPH1", + "FER1L5", + "CHRNA3", + "CWC15", + "ESYT3", + "CIMIP5", + "CES4A", + "DNAJB2", + "CTSG", + "DEFB127", + "DDI2", + "EIF4E1B", + "DKK2", + "EAPP", + "CATIP", + "FOXD2", + "FAM47B", + "DAG1", + "CTSV", + "DECR2", + "ERCC6L", + "DEFB128", + "CXCR1", + "CHST6", + "EML6", + "DPYSL5", + "CMIP", + "DDIT4", + "COX6B1", + "FAM131A", + "ERLIN1", + "ECI2", + "DNAJB6", + "FOXH1", + "DOCK11", + "EDN3", + "BUB1B", + "CTNNB1", + "EFCAB5", + "COQ5", + "DAGLB", + "CYP7A1", + "CSMD1", + "GRIA2", + "EFCAB13", + "EPOP", + "DCST2", + "DOC2A", + "DEFB129", + "DCP1B", + "FRMPD4", + "CTBP1-DT", + "DHX57", + "CPTP", + "CARTPT", + "DNAJC3", + "DDX59", + "DCLK2", + "C1orf52", + "DEF8", + "FAM83H", + "DPY19L1", + "DMRTC2", + "EEFSEC", + "EEF2", + "EHD1", + "CSTF2T", + "FN3K", + "F5", + "CLPB", + "DUSP4", + "DRAM2", + "DEPDC4", + "COL6A2", + "DSE", + "COX7A2L", + "CRYBG3", + "DDHD1", + "DENND6A", + "CHFR", + "DOCK10", + "GAL3ST4", + "CLDN12", + "COL24A1", + "DIP2A", + "CMTM5", + "CSF2", + "EGR4", + "MSH4", + "FRMD7", + "DIDO1", + "GAS8", + "DRGX", + "CST1", + "FMO4", + "EML2", + "EDA", + "DHRS13", + "CLDN23", + "DOCK9", + "DOCK6", + "CPSF7", + "H4C1", + "ESRRB", + "ATP6V1G3", + "ELL", + "COQ10B", + "DEPDC1B", + "ENHO", + "DOK1", + "EID2B", + "CYSTM1", + "CLC", + "HAGHL", + "CTNNA2", + "CFAP57", + "CEL", + "DAW1", + "GRHL3", + "FAM184B", + "EDDM3B", + "DST", + "CRYBA4", + "DEFB123", + "HARBI1", + "FDCSP", + "DSN1", + "CST9L", + "DRC3", + "CPA5", + "LINC01565", + "DOLK", + "EREG", + "DLEU1", + "DMRT3", + "ECHDC2", + "FAM120C", + "LRIT1", + "DPM3", + "DICER1", + "DYNLT5", + "DBIL5P", + "DERL2", + "DCBLD2", + "CLDN17", + "HSD3BP4", + "CRACD", + "ECT2", + "HS6ST2", + "CRYBA2", + "DNAH1", + "GNAO1", + "GEMIN8P4", + "DNAAF4", + "CHL1", + "C14orf132", + "DNAJC2", + "HES2", + "GSX2", + "CTTN", + "DOHH", + "FOXI2", + "DLGAP5", + "COX6A2", + "FEZF1", + "DDX51", + "COL4A1", + "DDX50", + "CDC7", + "EPCAM", + "FAM78B", + "DUOX2", + "DOCK3", + "CUL4B", + "ERBIN", + "FAM163B", + "ESR2", + "HTR1D", + "CPSF4", + "CPEB4", + "CLCA1", + "IRS4", + "CEP76", + "CUL1", + "GPR141", + "FAM174A", + "DRICH1", + "FAIM", + "IGFALS", + "GPR150", + "FANCD2OS", + "DIRC1", + "GRM4", + "CYP11A1", + "DPP7", + "CSRNP1", + "GGCX", + "DDB2", + "CRBN", + "CTDNEP1", + "FOXA3", + "ECM2", + "GABARAPL3", + "CSGALNACT1", + "GSTA2", + "ELP3", + "CLEC2L", + "KCNH1", + "MDK", + "DDI1", + "CNGA2", + "DET1", + "DNASE2", + "FGA", + "CPA3", + "DLK1", + "CYP2A6", + "FOXK1", + "DNAJC5B", + "FCN2", + "DPYD", + "UCMA", + "DMAC2", + "GABRA6", + "GPR182", + "GUCY1B2", + "DAZAP1", + "DTD1", + "ELANE", + "CYP3A7", + "CFAP43", + "GNG8", + "CSTL1", + "GRIN3A", + "GRM3", + "CRTC2", + "EVX2", + "FBXO39", + "CIPC", + "DPH3P1", + "DDX24", + "CXCL10", + "EMC10", + "GPR87", + "CTLA4", + "DPAGT1", + "DPH7", + "CDH19", + "DCTN6", + "CALCR", + "COQ8B", + "CXCL6", + "CNIH1", + "EXOC3-AS1", + "KCNG1", + "DIPK1A", + "DDIAS", + "EBLN1", + "COA7", + "DCAF8L1", + "FAM110A", + "GOT1L1", + "DKK4", + "SPATA17", + "FOXL1", + "OR4P4", + "LYG2", + "CRTAP", + "D2HGDH", + "FAM107A", + "DTNBP1", + "FNDC7", + "CREB5", + "LINC00588", + "CXCL2", + "CYP1A1", + "CHCHD10", + "EFTUD2", + "CSF3", + "FAM234A", + "CYP4Z2P", + "CXCL12", + "FGFBP1", + "ERVW-1", + "COMMD8", + "EDN2", + "MRGPRX4", + "ERC2", + "CLEC2A", + "CHMP1B", + "H2AC16", + "DUSP7", + "CYP26C1", + "DMKN", + "EFCAB9", + "DRC7", + "ELOVL4", + "XPO5", + "FAM131B", + "DHRS9", + "HNRNPL", + "GET4", + "DPEP2", + "DDIT3", + "GPR15", + "CYB5A", + "ELAVL4", + "CPB1", + "DNMT3L", + "FAM27E5", + "DYNLRB1", + "DBI", + "CNIH3", + "CDKN2B", + "F11R", + "CYTH4", + "FCRL2", + "EI24", + "DCP2", + "FBXO34", + "NME9", + "IL36RN", + "EIF2B5", + "DYNC1I1", + "CPLX1", + "FABP6", + "CTSB", + "CSNK1G2-AS1", + "CAMSAP2", + "FOXI1", + "F8", + "EIF4ENIF1", + "CYP39A1", + "MTRF1", + "EPHB4", + "IL17RE", + "CCDC88A", + "KLHL41", + "COPS2", + "COPA", + "FAM32A", + "PHKG2", + "GRIK5", + "FERMT1", + "CREBL2", + "GRK4", + "DDR1", + "CLCN5", + "IGSF9B", + "FRMPD3", + "ENOX1", + "CYB5R2", + "IGFL1", + "CFAP161", + "DGAT2", + "DCDC2", + "CRYZ", + "F2RL2", + "FBXO40", + "EXOSC5", + "DNAJB12", + "DHCR7", + "EDA2R", + "AUH", + "CHRDL1", + "GFRAL", + "GAS2", + "FREM3", + "HNF4G", + "FMNL1", + "ERCC6L2-AS1", + "EPHX4", + "CUX1", + "MATCAP2", + "CSK", + "CYTIP", + "DLG4", + "ETV3L", + "CHD1", + "DESI2", + "ERG", + "GABRD", + "GPR85", + "DNAH14", + "HAO2", + "GJB6", + "COL23A1", + "CNTN5", + "FCRL5", + "FAM170B", + "GLOD5", + "CPVL", + "EMP1", + "COL5A2", + "DRG1", + "CYGB", + "GUCY2F", + "CDK5", + "DNAH11", + "DNASE1L3", + "COL16A1", + "EBAG9", + "FCGRT", + "FGL1", + "DPYSL2", + "EMX2", + "CUX2", + "CETP", + "ENO1", + "DDX4", + "EWSAT1", + "GLI4", + "EIF3G", + "KIF26B", + "FBXO15", + "G6PC2", + "CCNT2", + "FKBP8", + "DHX15", + "FBXL13", + "LCE1B", + "CHST12", + "DDX49", + "DUSP9", + "BTN3A1", + "DNM1P35", + "FAM3D", + "OR10J3", + "CEPT1", + "FRMD1", + "ENTREP2", + "ELL2", + "CSN2", + "DMRT1", + "GNG4", + "OR9G1", + "CWF19L2", + "PPP2R5D", + "DGKH", + "KRT17", + "HOXC5", + "OR10K2", + "LGALS16", + "FSHB", + "DDX10", + "NRXN1", + "COX8A", + "CYP2C18", + "HAO1", + "CLXN", + "FANCG", + "EPHX1", + "CEP57L1", + "COL9A3", + "DDX3X", + "EML1", + "PLPPR5", + "SPATA3", + "CYP11B1", + "CWC27", + "XYLB", + "CSN3", + "DFFB", + "EHD3", + "GPM6A", + "DMTN", + "COL17A1", + "DPY30", + "OR2J2", + "NPAS4", + "EIF4E3", + "CLCA3P", + "DMP1", + "KLK6", + "CPT1A", + "DCAF8L2", + "FLYWCH2", + "GDF3", + "ZNF630", + "DDX42", + "SIGLEC6", + "DYNLT1", + "CPSF6", + "CUL7", + "DEFB132", + "ELF2", + "CHRM5", + "CEP250", + "EIF4G2", + "COPZ2", + "OPALIN", + "DOK4", + "OR5B12", + "CXXC5", + "GINS4", + "MAEL", + "GPR45", + "IQCG", + "CTDSPL", + "FAM83B", + "ENTPD1", + "GNL2", + "CISH", + "DAD1", + "DCAF4", + "FITM1", + "DLEU7", + "FAM169BP", + "DENND2A", + "FLJ42393", + "GARIN6", + "FGB", + "GPR39", + "DVL1", + "FGD6", + "OR4K13", + "FHIP1B", + "CLINT1", + "EPOR", + "GATAD2A", + "DUS4L", + "ERVFRD-1", + "CMTR1", + "IYD", + "H3C1", + "DLAT", + "DXO", + "DCAF17", + "CREB3L2", + "CYP1B1-AS1", + "COPS4", + "DNAJC13", + "CYP4X1", + "HCRTR2", + "FNDC11", + "OR10X1", + "EFNB3", + "HOXA1", + "CDK15", + "ENPP7", + "CSNK2B", + "EFCAB7", + "GDPD4", + "DNTTIP2", + "GJD2", + "DNAJC17", + "ERI1", + "FZD10", + "DOK3", + "CDK2AP1", + "DTX3", + "FAM168A", + "MCOLN1", + "CMTM7", + "LRRC34", + "EXOC4", + "EFHC1", + "FSCN3", + "DEDD", + "GSTA3", + "CST11", + "ERP44", + "FLRT1", + "DDX23", + "H3C7", + "SERPINA2", + "CTDSP2", + "FABP1", + "DCXR", + "EMC9", + "FHIP1A", + "FAM133A", + "FER1L4", + "DHCR24", + "EDNRB", + "GJB5", + "MRTFA", + "HTR3A", + "FBXW11", + "DTNA", + "DSP", + "FAM76B", + "DRAM1", + "RPTN", + "GPR21", + "DCAF5", + "CTIF", + "DENND5A", + "ENAM", + "DDX5", + "KCTD4", + "DUSP23", + "HAS1", + "FLJ40194", + "DPPA2", + "COCH", + "CIMIP1", + "FAM24B", + "CHMP2B", + "FEZF2", + "IL21", + "GJD3", + "HAUS2", + "HAUS3", + "GNAT2", + "DYNC1H1", + "CPEB2", + "DYNC2I2", + "DUS3L", + "DHX34", + "CTSC", + "GADL1", + "CTU1", + "NEFM", + "CTF1", + "DNASE2B", + "COL2A1", + "CTC1", + "CXCL16", + "DNASE1L2", + "ELFN2", + "UNC119B", + "DCAF12L2", + "GNAZ", + "TRIM54", + "EDN1", + "INF2", + "KRTAP26-1", + "FCGR2B", + "CYP4F2", + "PDZD4", + "DMRTA2", + "CPB2", + "CYP11B2", + "DOP1A", + "CHMP4C", + "CST6", + "MYH16", + "E2F1", + "EFR3A", + "DNAL4", + "GP6", + "CXCR4", + "DDX55", + "EIF3K", + 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0.10420547751583734 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Huntingtons_Disease.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Huntingtons_Disease.json index b062f898b886d0e7dc847c0730333d49ecc71f83..56084e44d38c14c1e16187c20857d21f22445593 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Huntingtons_Disease.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Huntingtons_Disease.json @@ -1,123 +1,372 @@ { "significant_genes": { "Variable": [ - "AP2A1", - "ARHGEF19", - "DISP1", - "CAVIN4", - "HNMT", - "ALG9", - "C4orf46", - "RILPL2", - "BEND7", - "MAGI2-AS3", - "ARHGEF11", + "A1BG", + "A2M", + "ABL2", + "AADAT", + "AAMDC", + "CCDC38", + "ABCB8", + "ACTRT2", + "AP2A2", + "ACTN2", + "ACKR3", + "ACBD7", + "AARSD1", + "CHRNA3", + "ALKBH6", + "ATG9A", + "ANAPC2", + "ADARB2", + "ACOX2", + "API5", + "TMPRSS11A", + "C1D", + "AARS1", + "ABHD17C", + "AFF3", + "ABI1", + "ACTBL2", + "CREB3L2", + "ABCF1", + "AARS2", + "ACER1", + "ANO2", + "ACMSD", + "ADAMTS5", + "ACP6", + "AGBL2", + "SULT1C2", + "CASP9", + "MGARP", + "METTL25B", + "ACAA2", + "ACER3", + "FLYWCH2", + "ANKRD31", + "DAZL", + "ABHD15", + "ACTR3B", + "AMH", + "CHRNB2", + "ANKRD52", + "ASB14", + "ASB2", + "ACSBG1", + "CTRC", + "C1QC", + "AMPH", + "CIBAR2", + "ANKRD18B", + "ABCC10", + "KRTAP10-8", + "AMPD3", + "ARHGEF39", + "AKR7A3", + "TMEM177", + "MMP3", + "C19orf44", + "ST3GAL3", + "GAL3ST3", + "ASB9", + "RFXANK", "ATXN7L2", - "CFAP36", - "CHML", - "MSL1", - "TMEM127", - "MCHR1", - "ANGPTL6", - "BBX", - "ADAM33", - "CFAP119", - "CCDC57", - "DAB1", - "SETBP1", - "CRTC2", - "CCN4", - "CINP", - "ANAPC1", - "BMPR2", - "CDH24", - "CEPT1", - "CASTOR2", - "LZIC" + "ABLIM1", + "ACBD3", + "MERTK", + "SFMBT2", + "CACNG4", + "ADCY2", + "ABCD3", + "ADAMTS12", + "ARHGAP5-AS1", + "ACSF2", + "AMELX", + "ACKR1", + "ABTB1", + "OR10G8", + "SGSM1", + "ABHD10", + "ARL5B", + "AASDH", + "OR13C8", + "ACP4", + "OR52M1", + "CNNM4", + "FHDC1", + "ACRV1", + "ACSS1", + "ACAN", + "SEMA5A", + "GPX8", + "MAT1A", + "SCPEP1", + "C1orf159", + "C12orf42", + "ACP1", + "ARHGEF2", + "PTK7", + "SCAF1", + "ACER2", + "AKAP5", + "BMP8B", + "AP3S2", + "ADAM3A", + "AK8", + "C5AR2", + "TENT5D", + "AP4M1" ], "Coefficient": [ - 0.0902825730226126, - 0.08796088365467462, - -0.08078846431038558, - 0.05856915194439191, - -0.0492885417949424, - -0.03599271813125583, - 0.029809421392051148, - -0.02308111851540004, - -0.02252906064526179, - -0.022211138893908883, - 0.018435385325487122, - 0.018344372422440004, - -0.016541959637307042, - -0.01460624161986895, - 0.010654877722704521, - 0.01032660398886736, - 0.008874205302354695, - 0.006676545939925575, - -0.005043442410986649, - -0.004180791727044134, - 0.003948794002343408, - 0.00369040792624281, - -0.0031120936169740866, - -0.0026411146999274116, - 0.0022075879620725007, - 0.0019613588729835534, - 0.0018609134824408421, - 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"precision": 1.176470588235294, - "recall": 0.9523809523809523, - "f1": 1.0526315789473684, - "jaccard": 0.5333333333333334 + "precision": 0.33733239237826396, + "recall": 0.5, + "f1": 0.40211640211640215, + "jaccard": 0.2020767586277105 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Hypertension.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Hypertension.json index c355fa74867d1931b44e940bb8a9733ee2390844..11c8358b015d7f119f68152af8f52eb77f885af5 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Hypertension.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Hypertension.json @@ -1,279 +1,12540 @@ { "significant_genes": { "Variable": [ - "AASDH", - "AAK1", "A1BG", + "AADAT", + "A2ML1", + "AAAS", + "A2M", + "AARSD1", + "AANAT", + "ABCC8", + "A4GALT", + "AAA1", + "AAGAB", + "ABCB8", + "AASS", + "ABCD2", + "ABCG2", + "ABCB4", + 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"APLF", + "ATP11B", + "ASB4", + "ANKRD6", + "ADAP1", + "AREL1", + "ATP5F1A", + "AHSP", + "APBA2", + "ASB15", + "APRG1", + "ARHGDIA", + "AGBL2", + "ASB8", + "AMN1", + "ARHGAP32", + "BARX1", + "AP2B1", + "ALG9", + "ARHGAP39", + "APOBEC3B", + "APOD", + "BAIAP3", + "APOA1", + "AQR", + "BACE1", + "B3GALT5-AS1", + "ANO7", + "ADISSP", + "ARFGAP2", + "BCL7A", + "AURKA", + "ANO6", + "ACSBG2", + "ALLC", + "ANKRD46", + "AMZ2", + "ASF1A", + "ARMCX2", + "ARHGAP11A", + "ATRNL1", + "B3GNT7", + "APOL3", + "ANXA2", + "ALG5", + "ANGPT4", + "ADSL", + "ALMS1", + "ANK2", + "AK3", + "ANGPTL2", + "ALDH3A1", + "ANKS6", + "APC", + "ANKAR", + "ANKRD26P1", + "ANKRD16", "ANO2", - "ABRAXAS1", - "ABCA17P", - "BMP2K", - "ACP3", - "CFAP119", - "BET1L", - "DR1", - "CDC42EP3", - "NOM1", - "CD99L2", - "MEAF6", - "ADRB1", - "EXT1", - "AKIP1", - "AMDHD2", + "AP3B2", + "ARSD", + "ASB14", + "ARMT1", + "ARTN", + "AOC3", + "ANKZF1", + "ATCAY", + "AHNAK", + "AJM1", + "ATOH8", + "ATP1A4", + "AIF1", + "ANTXRL", + "ALPI", + "ALDH1A3", + "ARL13A", + "ADIRF", + "ARHGAP31", + "ANKRD22", + "APBB2", + "ARHGAP22", + "ARPP21", + "APBA1", + "ANKDD1B", + "ASTL", + "ANKRD62", + "ARV1", + "ARFGEF1", "ANKEF1", - "ADAMTS5", - "ALKBH1", - "ABTB1", - "ANKRD23", - "AEBP2", - "ABHD16A", - "CCAR2", - "CEP44", - "APOL6", - "ADCYAP1R1", - "EIF3E", - "ABI2", - "ANKRD11", - "ACTA2", - "AKAP17A", - "BRK1", + "ASCL3", + "ATOH7", + "APOL4", + "ARNT2", + "ASB5", + "ANXA2P2", + "AFAP1", + "AGPAT1", + "ARHGEF15", + "AP3M2", + "AQP11", + "ATR", + "ARMC6", + "ANK1", + "C12orf42", + "AMDHD2", + "ACAD10", "AP1S2", - "EBF4", - "H6PD", - "ACTR3", - "ABCF1", - "ACTG2", - "FAHD2CP", - "AP1G1", - "ARRDC3-AS1", + "ARHGEF11", + "ARRB2", + "AGAP11", + "ARMC2", + "ADH4", + "ARSB", + "BLM", + "ADAT3", + "ASB7", + "ARID1A", + "ASCL4", + "APCDD1", + "ANKFY1", + "ALKBH2", + "AK9", + "ARK2C", + "ATG101", + "APOBEC3D", + "ARL1", + "BIRC7", + "APLP1", + "AKR1E2", + "C10orf55", + "ALG14", + "APAF1", + "APLN", + "ARHGAP18", + "ALDH3B1", + "ALAS2", + "ATP13A2", + "BABAM1", + "ARHGAP5-AS1", + "ASB9", + "ALDH1A2", + "BNC1", + "ARMH3", + "AQP4", + "AP3M1", + "ATP6V0A2", + "ANXA10", + "ARL8B", + "AFG1L", + "AK5", + "AP1M1", + "ASB2", + "BPIFC", + "ASH1L", + "ATF6B", + "AKAP13", + "ADGRL2", + "BRPF3", + "ARHGAP1", + "AZI2", + "BCDIN3D", + "BCORP1", + "BBOF1", + "ASNS", + "AXDND1", + "ARHGAP26", + "AFF3", + "ARAP3", + "ANKRD34B", + "BRMS1", + "ATP2B3", + "BAZ1A", + "AKR7A2", + "BAX", + "CACNB3", + "B4GALNT3", + "C17orf100", + "ATP5PF", + "ARMCX5-GPRASP2", + "AK7", + "AP1AR", + "ANKMY1", + "ARNT", + "ARHGEF26", + "AUP1", + "ASAP3", + "ARIH2", + "C7orf33", + "BBS9", + "BUB1", + "C10orf95", + "AGAP2", + "ALG1", + "BAIAP2L1", + "BTNL3", + "BDKRB1", + "ALKBH4", + "ART5", + "AGMO", + "ARHGEF16", + "ATAD3A", + "ATP6V0A4", + "AMPD2", + "ANKFN1", + "AMFR", + "BCL2", + "ATG4B", + "ATXN7L2", + "ASB3", + "ANAPC5", + "ANGPTL4", + "ANP32B", + "ATL2", + "ADSS2", + "B4GALT3", + "ARL5A", + "ADRA1D", + "C1QTNF6", + "BCORL1", + "ARHGEF33", + "APOA4", + "ATP6V1H", + "APRT", + "AQP3", + "BMP6", + "B4GALNT2", + "ARIH2OS", + "C12orf43", + "BMP15", + "ALDH2", + "AGTPBP1", + "ARHGEF19", + "ANKS4B", + "ALG6", + "AHI1", + "ASPHD1", + "BEST2", + "AMBP", + "AATK", + "ASTN2", + "AMOTL1", + "APOBR", + "ARCN1", + "ANKRD33B", + "BAD", + "C15orf39", + "ANKRD34C", + "APOA5", + "APPBP2", + "ARHGAP40", + "B4GALT2", + "ATP6V1E2", + "ARHGEF5", + "BPIFA4P", + "C1orf116", + "C11orf16", + "AKT2", + "AHSA1", + "BOK", + "ANKRD54", + "BET1L", + "ATG4D", + "AVPR2", + "ATP6V1G2", + "ADD3", + "ARFIP2", + "ATP6V0E1", + "ASB13", + "ASCL5", + "AFG2B", + "C18orf54", + "AVPR1A", + "ATOX1", + "ARHGAP4", + "ARHGEF4", + "ARMC10", + "BLVRB", + "ANKS1A", + "C16orf78", + "ATP13A4", + "APOF", + "BCKDK", + "AIM2", + "ARGFX", + "ATP13A1", + "ARL2BP", + "ATF6", + "C17orf99", + "ASTE1", + "AK1", + "ATG10", + "AVP", + "C15orf32", + "ADIPOR1", + "APOBEC2", + "B3GAT3", + "C10orf90", + "AVIL", + "ATP6V0C", + "ATP2C2", + "B4GALT5", + "AVL9", + "ARRDC3", + "ARHGAP28", + "AKR1A1", + "B3GAT1", + "BMPER", + "ATP10B", + "ASXL2", + "ATL1", + "BTNL9", + "ASZ1", + "ADGRE3", + "ACAD11", + "BRK1", + "ADGRL3", + "ANKRD27", + "ARID1B", + "C1orf220", + "ATF1", + "ADPRH", + "BAG3", + "AGO2", + "C1QTNF2", + "ANGPTL7", + "BRF2", + "AP1S1", + "BRD7P3", + "C10orf67", + "ARHGEF10L", + "ADARB1", + "ATE1", + "BMX", + "C16orf92", + "APOL6", + "AMBRA1", + "ARMC8", + "ATOSA", + "BRD4", + "APMAP", + "C16orf74", + "BCKDHB", + "ANXA4", + "BSG", + "ARAP2", + "ATL3", + "ARSF", + "C17orf75", + "ATP5F1C", + "CAMTA1", + "C8A", + "ARMC9", + "BBC3", + "C15orf40", + "ASB12", + "ATG14", + "B3GNT4", + "AJAP1", + "C11orf40", + "ATXN7", + "ARL6IP4", + "BEND5", + "BLNK", + "CABLES2", + "ALKBH5", + "BRWD3", + "ADH6", + "ANO3", + "B3GALNT2", + "ASAP2", + "ADPRM", + "ASAH1", + "ATP1A2", + "AEBP2", + "ANXA1", + "C5orf34", + "ATP11C", + "ALDOC", + "ATG5", + "BRD2", + "ANTXR2", + "ADAD1", + "ADGRL1", + "BABAM2", + "ASGR2", + "ARHGAP30", + "ATP5F1B", + "ATF7IP2", + "ATP23", + "CA5A", + "B3GALT2", + "ARL11", + "AIFM2", + "ATP5F1E", + "ALG3", + "BDNF", + "BPIFA3", + "ATP6V0D2", + "BRIP1", + "ATRX", + "C3orf20", + "ATP9A", + "BNIP3L", + "BMS1", + "ARSL", + "AFF2", + "AVPR1B", + "AUNIP", + "BMP8A", + "C16orf90", + "ANKRD33", + "BICD2", + "ARL13B", + "APCDD1L", + "BFSP2", + "ARFGAP3", + "ARHGAP23", + "BROX", + "CCDC171", + "ALG8", + "ARHGAP17", + "C1orf74", + "C4BPA", + "CACTIN", + "CASP14", + "C12orf56", + "BSND", + "BHLHA15", + "ALOX15", + "BCAP31", + "BTBD2", + "C4orf36", + "ANKRD1", + "ATOH1", + "ATP6V1B2", + "ANKRD7", + "ATP13A3", + "ARF4", + "AVEN", + "ATP6V1C2", + "AP2M1", + "C10orf71", + "CACNA1G", + "ARRDC4", + "ANP32A", + "CACNG4", + "C10orf120", + "ALYREF", + "C1orf105", + "ANKRD20A8P", + "ANGPT1", + "AUTS2", + "ANKRD18A", + "AEN", + "BCL2L12", + "ATP12A", + "BCL3", + "BIK", + "ASCC2", + "ATP7B", + "ATP8B4", + "BMP8B", + "AKT1S1", + "BRIX1", + "C11orf58", + "CALY", + "APLNR", + "BLTP3B", + "BDH1", + "ARHGAP5", + "ATP1A1", + "BRICD5", + "C16orf82", + "C20orf173", + "ADA2", + "ASGR1", + "ARMC12", + "B3GNT5", + "AKIRIN2", + "BEX1", + "B3GALT1", + "ARFGAP1", + "C19orf48P", + "BLK", + "BCAS1", + "BANP", + "ATXN2L", + "ARHGEF3", + "ARAP1", + "BAG5", + "ARHGDIG", + "BCAS4", + "CCDC38", + "C15orf62", + "BTK", + "C12orf54", + "ATXN3L", + "ATP8A2", + "BARHL2", + "APP", + "ARHGAP44", + "BMPR1B", + "BIRC5", + "ANAPC15", + "BPIFB1", + "BCLAF1", + "ATP2B2", + "ARL6IP6", + "AOAH", + "ACSL5", + "AURKC", + "ATP11A", + "C1QL2", + "BTBD1", + "BET1", + "BFAR", + "BUD23", + "CARTPT", + "BCL2L15", + "BMP2K", + "ADAR", + "ANO9", + "ATG2A", + "C11orf42", + "AKNA", + "BCHE", + "ATXN3", + "C17orf50", + "ATP2A2", + "BAHCC1", + "BOLA3", + "C5orf15", + "ATP1B4", + "ATP2B1", + "CACFD1", + "ADGRB1", + "BRCA1", + "BEND6", + "CAB39", + "BRINP3", + "BEX4", + "APOL2", + "CA10", + "BCL2L13", + "BCAN", + "CACNG1", + "C3orf22", + "C11orf96", + "BATF", + "ASB17", + "ACTG1", + "CALHM6", + "AHSG", + "CACNA1E", + "BTN2A2", + "BST1", + "ASPHD2", + "BEAN1", + "AVPI1", + "BICRA", + "AMELY", + "C20orf204", + "BBX", + "C22orf31", + "C14orf39", + "ALDH1L1", + "CELF4", + "BRWD1", + "ANAPC16", + "ATP1B3", + "C19orf44", + "BPIFB3", + "BAZ1B", + "ARL6IP5", + "BMF", + "ATAT1", + "BBS12", + "BAZ2A", + "C5orf46", + "ATG12", + "AK4", + "ATP9B", + "ATP6V1E1", + "C19orf33", + "BRWD1-AS2", + "C3orf62", + "BLOC1S2", + "ATP4B", + "BCL10", + "ARPC1B", + "C9orf163", + "CCDC33", + "BAALC", + "CAPZA3", + "AP2A1", + "CACNG7", + "BRINP2", + "ARHGAP27", + "CCDC27", + "B4GALT7", + "C1QBP", + "ANXA6", + "BEND2", + "ASTN1", + "BNC2", + "ARL4D", + "C9orf72", + "CCDC121", + "CARD14", + "C3orf36", + "BORCS6", + "AZGP1", + "CACUL1", + "ATPSCKMT", + "ANAPC7", + "BAP1", + "C14orf180", + "CACNA2D3", + "C11orf87", + "BNIP1", + "BEND3", + "BHLHE41", + "ATF3", + "CAPS", + "C6orf141", + "BAMBI", + "CACNG6", + "AFDN", + "BICRAL", + "BCAR1", + "ATXN7L3", + "C3orf18", + "ASIC1", + "AZIN1", + "ASNSD1", + "AMMECR1", + "ARL4C", + "B9D2", + "CCDC117", + "CASQ1", + "C12orf50", + "C5orf52", + "C1orf198", + "ATAD3C", + "ATP2C1", + "BTG1", + "BNIP5", + "C2CD4A", + "CALHM3", + "C1orf159", + "C5orf47", + "ATRN", + "ADH1A", + "C3orf49", + "ASCL2", + "CATIP", + "CCDC185", + "B9D1", + "BOLL", + "C1R", + "C9orf43", + "CA5BP1", + "CAST", + "BIRC8", + "BTBD3", + "ALX3", + "ATP6V1G1", + "ANKRD34A", + "AURKAIP1", + "BHMT", + "BEX5", + "ATP1B1", + "CA8", + "ATM", + "ASPM", + "C7orf57", + "BRSK2", + "BEST3", + "CABP4", + "ATP6AP1", + "CCDC126", + "CA3", + "BCL7B", + "C10orf88", + "C9orf40", + "CACNB4", + "CDH24", + "C6orf120", + "CACNA1I", + "ARB2BP", + "ANKRD28", + "ADCY4", + "ART4", + "BATF2", + "BLMH", + "B4GAT1", + "C19orf67", + "C2orf74", + "CCDC134", + "CBY2", + "CALCA", + "C5orf24", + "CACNB2", + "ARF5", + "C8orf76", + "BTBD8", + "BSDC1", + "ADSS1", + "C2orf15", + "C8orf58", + "C1orf122", + "C16orf87", + "ANKRD36BP1", + "BICD1", + "BIN2", + "CA14", + "BEX3", + "BTNL2", + "BDP1", + "ABT1", + "ASIC5", + "ATG9A", + "BMP2", + "APOH", + "ATXN10", + "ANKK1", + "CCBE1", + "C5AR1", + "BDKRB2", + "BICDL2", + "APOBEC3C", + "BRD9", + "CAPN12", + "CBS", + "CCL21", + "C2CD2L", + "BPGM", + "C1orf210", + "CASTOR3P", + "ATG4A", + "CAGE1", + "AMZ1", + "C2orf68", + "C1D", + "ATP8A1", + "C5orf22", + "ADGRD1", + "CABIN1", + "CD5L", + "CBLN3", + "ANGPTL1", + "CCDC63", + "ARHGEF1", + "ATP5MJ", + "CALHM4", + "C11orf21", + "BIRC2", + "BNIP3", + "ARFGEF2", + "BTNL8", + "C1QL3", + "CALR", + "BASP1", + "C20orf144", + "BBOX1", + "C1orf174", + "CCDC32", + "BAG1", + "C10orf105", + "APPL1", + "C11orf24", + "C1QTNF3", + "AQP4-AS1", + "APPL2", + "C1orf162", + "BPIFB2", + "BLOC1S6", + "ARPC4", + "CARMIL1", + "C2orf76", + "CALML5", + "BOD1", + "BOC", + "CCDC39", + "BRD1", + "ARHGAP35", + "BANF2", + "ARMCX5", + "BEST4", + "B3GNT9", + "BCO1", + "ARSK", + "AGBL5", + "CBLN4", + "ATP7A", + "ATIC", + "B4GALNT1", + "C1QL1", + "C2orf80", + "ATAD2", + "BICDL1", "ALKBH6", - "CCDC150", - "TMEM127", + "BBS7", + "BST2", + "C16orf54", + "CCDC110", + "BTN1A1", + "C1orf35", + "BPIFA2", + "BCAS3", + "CCDC196", + "B4GALT6", + "C21orf58", + "B3GNT6", + "C6orf136", + "CDH18", + "BPNT1", + "BPIFB4", + "CABCOCO1", + "CAMK2D", + "BIN1", + "ARHGEF2", + "ARC", + "BNIP2", + "C1orf43", + "C6orf62", + "C9orf152", + "CARM1", + "ATAD5", + "CDC20", + "C1orf87", + "CADPS", + "CCDC47", + "CAPN6", + "C14orf119", + "CAND2", + "ASCL1", + "ATN1", + "ANKRD13D", + "CD274", + "BTBD10", + "ARK2N", + "BBS5", + "CAPN9", + "ADORA2A-AS1", + "BRD8", + "BEST1", + "BSPH1", + "C2orf88", + "ALG10", + "AQP2", + "CDC20B", + "ARIH1", + "AQP6", + "C2orf81", + "BLTP3A", + "CADM2", + "BSN", + "BACE2", + "CCDC81", + "ATAD2B", + "CDH23", + "CASD1", + "CCDC89", + "C1QTNF12", + "C1QTNF8", + "BPIFB6", + "ASPA", + "BRAT1", + "BCL9", + "C1RL", + "AFG3L1P", + "BCL7C", + "BPESC1", + "C20orf181", + "CCDC73", + "CAMKMT", + "C2", + "CASP7", + "C5AR2", + "BLID", + "C12orf71", + "CAT", + "ATAD1", + "ARL14", + "BCAT2", + "CDC42BPA", + "CCDC51", + "BACH2", + "AQP5", + "BTG2", + "CCDC190", + "CBR1", + "CDCA4", + "C9orf78", + "C1QTNF4", + "ASCC3", + "CDIPT", + "ACTR1B", + "ATXN7L1", + "C3", + "CA5B", + "C17orf58", + "C8G", + "AXIN2", + "CASTOR1", + "BOD1L1", + "CDK18", + "CAMTA2", + "CDCA7L", + "BTBD16", + "BTBD7", + "C3orf70", + "ATP6V1D", + "CCDC168", + "AGA", + "BIRC6", + "ATG13", + "CACYBP", + "CCAR1", + "C1orf50", + "CASP6", + "CCL23", + "CCL1", + "C18orf21", + "CAMK2G", + "CELA1", + "CA9", + "C14orf132", + "C19orf25", + "ARMCX3", + "C3AR1", + "B3GNT2", + "ATP6V0D1", + "CAB39L", + "CAPS2", + "BMERB1", + "BLTP2", + "CEACAM6", + "CDSN", + "CC2D2A", + "CABLES1", + "ATP5MC3", + "CABP2", + "CCDC3", + "BTN3A3", + "BTBD6", + "CAPN11", + "CARD10", + "BCOR", + "CELSR2", + "C16orf89", + "CA13", + "ATP6AP2", + "CBLL2", + "CCDC112", + "CAPN15", + "CD4", + "C12orf60", + "BBS10", + "C12orf76", + "BLVRA", + "CCR4", + "BRME1", + "BECN1", + "CDYL2", + "CCL22", + "CCIN", + "CASP4", + "CCDC28B", + "BBLN", + "CCT6B", + "CARMIL2", + "CABP7", + "CCDC177", + "CCDC172", + "BCCIP", + "BIN3", + "CCDC137", + "ALPL", + "AXL", + "BAAT", + "BMAL2", + "ARPP19", + "ASB10", + "APC2", + "BORA", + "CD28", + "ALPK1", + "ATPAF1", + "CBX6", + "CCDC7", + "ACHE", + "CALHM5", + "CD19", + "ALOX12B", + "AGRN", + "B3GLCT", + "BORCS5", + "ALPP", + "AURKB", + "AP3D1", + "ASPRV1", + "CCNYL2", + "CENPT", + "CCER1", + "ANKRD10", + "AXIN1", + "CASP2", + "BEX2", + "CCDC86", + "CCDC91", + "CCDC87", + "BARHL1", + "CAV1", + "BSX", + "CASK", + "AKAP1", + "C2orf66", + "CD1B", + "BPIFA1", + "BMP4", + "CD1C", + "CCDC9B", + "CCNL1", + "C3orf33", + "CDC42BPB", + "CBARP", + "CARINH", + "CAPN1", + "ARHGEF18", + "CCDC12", + "ADAT1", + "CALM3", + "BHLHE40", + "CA7", + "ATP8B2", + "CCDC116", + "CCDC85B", + "CD248", + "BAZ2B", + "ATP6V0E2", + "CABP1", + "CCDC115", + "ARLN", + "CAPN5", + "ATP1B2", + "CD80", + "C6orf15", + "BMP5", + "CDKN1A", + "BTN3A1", + "C8orf34", + "BRD10", + "ARR3", + "ARRDC2", + "C21orf91", + "CDK5R2", + "CAMK2N1", + "ATP6V1F", + "CCNE1", + "BCL6B", + "CCDC175", + "CEND1", + "C12orf57", + "BAG2", + "ATP6V1G3", + "CCDC85C", + "ARHGEF10", + "CCNG1", + "CHODL", + "CEACAM21", + "CDX1", + "CD207", + "CD1A", + "BUD13", + "ASRGL1", + "CERS3", + "CASP5", + "C19orf73", + "CCNJL", + "ATG3", + "CD8B", + "ARFIP1", + "B3GNTL1", + "CADM3", + "CALCOCO1", + "BARX2", + "CDH20", + "CACNG5", + "CES5A", + "CAD", + "CHRND", + "CCT8", + "CA11", + "BTAF1", + "CD226", + "AFAP1L2", + "CCS", + "CDO1", + "CCSER1", + "B2M", + "ATP6V1A", + "BTBD9", + "C6orf52", + "ATMIN", + "ANAPC11", + "CERS6", + "AUH", + "BRSK1", + "CD40LG", + "C8orf33", + "BCL2L10", + "CCND3", + "CACNA1S", "ARHGEF7", - "ABCC13", - "CHORDC1", - "ADD1", - "ABHD5", - "ACY3", + "CDK5RAP1", + "BAG6", + "CEACAM18", + "CACNA1B", + "CFAP57", + "CCDC181", + "CBLC", + "BRAP", + "C3orf52", + "BUB3", + "C22orf46P", + "C3orf38", + "CDHR2", + "CAP2", + "CLBA1", + "CBX7", + "ADAM18", + "CAPRIN2", + "CABP5", + "API5", + "C6orf89", + "CALML4", + "CCDC92", + "CLEC4C", + "CACNA2D4", + "CCNT1", + "AR", + "CFAP107", + "CCDC154", + "ATF7IP", + "CIBAR2", + "ALOX5", + "C11orf86", + "CCNJ", + "BTN2A1", + "CDC42EP5", + "AP4S1", + "ARVCF", + "BAALC-AS2", + "CANT1", + "BZW2", + "ARHGAP9", + "BHLHE22", + "AGRP", + "CD96", + "C8orf44", + "C19orf12", + "ANKRD50", + "CD72", + "ATP5MC2", + "CCDC107", + "CCDC198", + "CCNK", + "CCDC43", + "APOBEC3H", + "CENPU", + "C1orf115", + "ANKDD1A", + "ASB6", + "C22orf39", + "CCHCR1", + "CALCR", + "ATF7", + "BOLA1", + "CASKIN2", + "CCDC178", + "ARL6IP1", + "CCM2", + "C6orf118", + "ARID5B", + "CARMIL3", + "CD200R1", + "B4GALNT4", + "CASC2", + "CCDC169", + "C1orf216", + "CD44", + "CATSPERE", + "CDKN2B-AS1", + "CCDC60", + "CASP9", + "AKAP9", + "ATP5MG", + "ANKRD13C-DT", + "CALD1", + "CCDC14", + "BTLA", + "ABRA", + "CELA3A", + "CHADL", + "BIVM", + "CCDC138", + "CGN", + "BPNT2", + "BRCA2", + "CAMKV", + "CAV3", + "CDA", + "CAMK1G", + "ASPN", + "BLOC1S4", + "ARSA", + "CDX4", + "CCDC68", + "C1orf94", + "CD247", + "BATF3", + "CD79A", + "CDIP1", + "ARF1", + "CDK9", + "CEACAM7", + "BHLHE23", + "CAV2", + "BCL2A1", + "BRI3", + "ATOSB", + "CHD8", + "CASP10", + "BCAT1", + "CCRL2", + "CD47", + "ATP5ME", + "CASKIN1", + "CDC23", + "BCS1L", + "ANXA11", + "CAPN13", + "CARNS1", + "C1orf54", + "C2orf69", + "C19orf38", + "ANKS3", + "CLDN18", + "CADPS2", + "CCDC88B", + "CC2D2B", + "CCR10", + "CENPM", + "C4orf33", + "CLRN1", + "CIMIP6", + "CCDC15", + "CDCA5", + "C7", + "CCDC184", + "CAAP1", + "CCDC34", + "CEACAM4", + "BAIAP2", + "CEBPZ", + "CCNO", + "CFAP20", + "C1orf56", + "ATG16L2", + "CCM2L", + "CD81", + "CCNB1", + "ATP13A5", + "CEP162", + "CEP128", + "BBS2", + "ATP5MC1", + "C8B", + "APOO", + "BUB1B", + "C4orf17", + "CDS2", + "CLDN8", + "CDCA2", + "C2CD2", + "CCL5", + "C11orf54", + "BANF1", + "C19orf47", + "CCKAR", + "CCDC191", + "CHI3L2", + "CERKL", + "CBLN2", + "BLOC1S1", + "C8orf74", + "CFAP74", + "CERCAM", + "CDT1", + "CCNDBP1", + "C5", + "CENPS-CORT", + "CD46", + "CCDC17", + "CHMP1A", + "CD300C", + "CDH9", + "CCDC6", + "CENPF", + "C20orf96", + "C17orf78", + "CACHD1", + "CD24", + "ATP5F1D", + "CCL20", + "CBLB", + "CENPK", + "CAMK2N2", + "C11orf68", + "CD99L2", + "C6", + "CHCHD6", + "C11orf65", + "CBFB", + "CCNT2", + "CDK19", + "CD2AP", + "CFD", + "CD33", + "CAMK2A", + "CCL2", + "BFSP1", + "CD9", + "CD5", + "C4BPB", + "CHST10", + "CLCA1", + "BTG3", + "BANK1", + "ATP5PO", + "CCDC158", + "CAMK2B", + "CATSPERG", + "C1QL4", + "CEP41", + "CENPC", + "CCDC159", + "ATP5IF1", + "AZU1", + "C8orf48", + "CLPTM1", + "CC2D1B", + "CCDC77", + "CCDC8", + "CENPL", + "CCDC54", + "CAVIN2", + "CDC42EP1", + "CDR1", + "CCDC102B", + "CA6", + "CHKA", + "BEGAIN", + "ANKRD55", + "CLASRP", + "CFAP20DC", + "CHEK1", + "CAMSAP3", + "BMPR2", + "CCL26", + "ARL5C", + "CDK20", + "CEP44", + "CHAC1", + "ATP6V1C1", + "CGA", + "CAMK1D", + "CELF5", + "CIP2A", + "CALB1", + "C1QB", + "CDH2", + "CGGBP1", + "CCDC150", + "CCDC62", + "AQP9", + "BAHD1", + "CDX2", + "BLOC1S3", + "CASR", + "ANXA7", + "CLCN4", + "CAMP", + "CCDC174", + "CEP15", + "CECR2", + "CHAF1B", + "CDC14A", + "CFHR3", + "CD84", + "C8orf82", + "CDNF", + "BCAR3", + "CCNE2", + "CEP57L1", + "CIC", + "CCN5", + "B3GALNT1", + "CDKN2A-AS1", + "CEACAM16", + "CABS1", + "CALM1", + "ATP5MF", + "C22orf23", + "B4GALT1", + "CES3", + "CCL8", + "CDH5", + "B3GNT3", + "CDCA7", + "CD160", + "CD1D", + "CD68", + "CD27", + "CD320", + "CFHR5", + "CDC37", + "CHD5", + "CHST13", + "BEND7", + "B3GNT8", + "COL11A2", + "CD38", + "CD79B", + "CLCN6", + "CERT1", + "C7orf25", + "ATP6V0B", + "CARD18", + "CENPV", + "BPHL", + "CHRM1", + "CCN1", + "BYSL", + "CASC3", + "CFTR", + "CD48", + "CMA1", + "CIITA", + "BTF3", + "CAMKK1", + "CHML", + "C1GALT1C1", + "CLDN20", + "CATSPER1", + "CARHSP1", + "CENPH", + "CER1", + "CCDC28A", + "CBX3", + "CHRNA3", + "CHRNA1", + "CCDC88C", + "CARF", + "CHST11", + "CCDC106", + "CHMP6", + "CACNB1", + "CCNA2", + "CFAP45", + "C1QA", + "CLDN10", + "CDH6", + "CD3E", + "CACNG3", + "CCT4", + "CDRT4", + "CALHM1", + "CDH8", + "C9orf85", + "BCL11B", + "CCR6", + "CNN1", + "CRACR2A", + "CD209", + "CAPG", + "CEP72", + "CHURC1", + "CITED1", + "CIDEA", + "CCL4", + "CHRM5", + "CLDN9", + "CELA2A", + "CCNC", + "CALCB", + "CD74", + "CD1E", + "ARHGEF40", + "C1S", + "CARS2", + "CDH7", + "BLZF1", + "BDH2", + "BRMS1L", + "CNOT11", + "CDCA3", + "CDH15", + "CEP89", + "BCL9L", + "CHAF1A", + "CERK", + "CD3D", + "ARMH4", + "CBR4", + "ARL8A", + "CHRNB4", + "BBS4", + "CFAP221", + "CEACAM5", + "CIMAP1D", + "CD7", + "CFAP184", + "CATSPERD", + "ARMCX1", + "CHCHD4", + "CNR1", "C1QTNF7", - "ARB2A", - "ARHGAP42", - "ADCY1", - "DIP2A", - "CASC15", - "ARL17B" + "CCR3", + "CEACAM20", + "CETN3", + "CIRBP-AS1", + "CC2D1A", + "ANKLE2", + "CCNB1IP1", + "C1QTNF9", + "CLCN1", + "CEP152", + "CDHR5", + "CDC6", + "CNMD", + "CCDC13", + "CDK3", + "CFAP69", + "CEMIP2", + "CDKN2AIPNL", + "CPN1", + "CCDC102A", + "COL18A1-AS1", + "CCR9", + "CBLL1", + "CCT3", + "CEP290", + "CD22", + "ACTB", + "ADGRA2", + "CLTA", + "CNTNAP2", + "CKAP2", + "CDC42EP2", + "BLTP1", + "CETN2", + "CHRNA9", + "CEP70", + "CEP192", + "CEP164", + "CEP57", + "CCDC140", + "CD200", + "CALCRL", + "COL23A1", + "CHAMP1", + "CLEC2B", + "CLEC4F", + "CCL17", + "CD6", + "CALML3", + "CTXN1", + "C16orf86", + "CENPBD1P", + "CD164", + "CCL24", + "C9orf50", + "CASP8AP2", + "CFAP144P1", + "BCL6", + "C11orf98", + "CLCNKB", + "CFAP119", + "CDKN2C", + "CELF6", + "CEP295", + "CENPB", + "CCNA1", + "CEP20", + "CFAP46", + "CLGN", + "CLN3", + "CCNB2", + "CFL1P1", + "CNGA2", + "CDK17", + "CHAT", + "CENATAC", + "CNN3", + "CNNM4", + "CDKN1C", + "CHM", + "COL4A6", + "ANKMY2", + "CDPF1", + "CISD3", + "CARS1", + "CD59", + "CYP2W1", + "CFAP210", + "ATF5", + "CCSAP", + "B3GALT5", + "AKR1C3", + "C19orf53", + "CPT1C", + "CHRNB3", + "CIB3", + "CHST15", + "CEP68", + "CCNY", + "CLEC12B", + "CRPPA", + "CRYGA", + "CES4A", + "ARFRP1", + "CENPE", + "CD244", + "C1orf52", + "COL9A1", + "COL6A4P2", + "C3P1", + "CNOT6L", + "CHTOP", + "CD300LD-AS1", + "CHST3", + "CACNA2D2", + "CDH11", + "CLEC4M", + "COL6A4P1", + "CD93", + "CNP", + "CCDC122", + "C19orf18", + "CRB1", + "CLEC9A", + "CHST12", + "CNKSR3", + "CANX", + "CIMAP3", + "CARD8", + "CHST4", + "C16orf46", + "CISD1", + "CHRDL1", + "CLHC1", + "C15orf48", + "CEACAM1", + "CHFR", + "CLSTN3", + "CLIC2", + "CD300LB", + "CD86", + "CFAP100", + "CLCA3P", + "CHD1", + "BUD31", + "BRD3", + "BCO2", + "COL6A2", + "CTNND2", + "CBX2", + "CD300A", + "CHRNA10", + "CDC5L", + "CCDC59", + "BGN", + "CCDC66", + "CHST9", + "CDKL2", + "CAPSL", + "CDC34", + "CHRD", + "CCDC22", + "AWAT2", + "CKAP5", + "COIL", + "CIAPIN1", + "CNOT4", + "CLCA4", + "CFAP73", + "CORIN", + "COA3", + "CHRNA6", + "CFAP410", + "CLPS", + "CNRIP1", + "ARHGEF12", + "CELF3", + "CELF1", + "CNTNAP4", + "CNN2", + "CCDC83", + "CCDC141", + "ALDH1B1", + "CHRNG", + "CPA5", + "CASP8", + "CIMIP2B", + "CFAP61", + "CDC42SE2", + "C20orf203", + "COPS5", + "CLDN14", + "CDK2", + "CDV3", + "CLRN3", + "CEP85L", + "CEP78", + "CFAP43", + "BRAF", + "CFAP97", + "CNPPD1", + "CYP11B2", + "CPB2", + "CRMP1", + "BSPRY", + "CHCHD2", + "CLSTN1", + "ATP8B1", + "CILP", + "CFAP126", + "CLUAP1", + "CNPY2", + "CH25H", + "CFAP65", + "CEACAM3", + "CDKN3", + "CLN6", + "CARD19", + "CORO7", + "CNGB1", + "CMYA5", + "CLUL1", + "CLEC14A", + "CNGA4", + "CLCN2", + "CCDC9", + "CEP170B", + "CMC2", + "CCL7", + "COL2A1", + "DLX3", + "CNNM3", + "CPSF4L", + "CLCN5", + "CHIT1", + "BTN3A2", + "CHP2", + "CHSY3", + "CYP4F22", + "CDR2L", + "CHIC1", + "CLCA2", + "CRELD2", + "CENPP", + "CARD6", + "CCDC148", + "CUX2", + "CRCT1", + "ATRAID", + "CCDC24", + "BCL2L2", + "CHMP7", + "CEP19", + "CLDN2", + "CATSPERZ", + "CPLX2", + "CD2BP2", + "CPSF2", + "COX7B2", + "CHD9", + "CALML6", + "CISH", + "CHI3L1", + "CLK1", + "CHRNE", + "CEP250", + "C2CD4C", + "CFAP54", + "CABYR", + "CSNK1A1L", + "CD63", + "CLCF1", + "CLEC1A", + "CFAP298", + "CCDC30", + "CHRNA5", + "CLEC16A", + "CNOT6", + "C2orf78", + "CD3G", + "BCKDHA", + "CMTM1", + "CNTROB", + "CXCL3", + "CEMIP", + "CDHR3", + "CNOT10", + "CAVIN1", + "CDC25C", + "CLDN3", + "CEP135", + "CDK6", + "CEBPG", + "CNST", + "ANGPT2", + "CPLANE1", + "CD163L1", + "ARF3", + "COL4A4", + "CDHR1", + "CCR5", + "CIMAP1A", + "CDIN1", + "CHL1", + "CNTN6", + "BPI", + "CITED4", + "CDK5RAP3", + "C12orf75", + "DCHS2", + "CERS4", + "BID", + "CFAP161", + "CXCL17", + "ATP2B4", + "COMMD8", + "CDK15", + "CLDN19", + "CFAP141", + "COG6", + "DAZL", + "CD164L2", + "DBIL5P", + "CNKSR2", + "CRBN", + "CIMAP2", + "CDH4", + "B4GALT4", + "CPSF7", + "COQ8B", + "CES2", + "CHMP1B", + "CIRBP", + "CCL13", + "CTSH", + "CHST14", + "DCAF4L2", + "CLXN", + "CAMLG", + "CTU2", + "CDYL", + "CHMP4C", + "CHCT1", + "CPSF3", + "CLEC17A", + "COBLL1", + "CAPNS1", + "COLEC10", + "CFAP299", + "CGAS", + "CCT7", + "DCP1A", + "DBN1", + "CGNL1", + "CYP8B1", + "DLX4", + "CACNG2", + "CLDN1", + "C2orf42", + "CEP55", + "CNTRL", + "CRH", + "CADM4", + "COX4I2", + "C18orf32", + "CALM2", + "CASP3", + "CRIP2", + "CPSF1", + "BCAS2", + "CCP110", + "COASY", + "CXCR6", + "CREG2", + "CASQ2", + "CPNE4", + "COL22A1", + "CNNM1", + "CHGB", + "CINP", + "DRG2", + "CHD7", + "CATSPER4", + "CCDC88A", + "CRP", + "CNOT8", + "DAND5", + "COMMD10", + "CHRNA4", + "BCAM", + "CEL", + "CD34", + "DCTN1", + "COL7A1", + "CHCHD5", + "CASP1", + "CDK12", + "CBFA2T3", + "COL12A1", + "CCDC85A", + "CELSR1", + "CIAO3", + "CPXCR1", + "CTCFL", + "CROCC", + "DNAH9", + "CYLC2", + "CROT", + "DBNL", + "CAMSAP1", + "DELE1", + "COL19A1", + "CCL25", + "CPB1", + "DCAF17", + "CHD2", + "BHMT2", + "CCT5", + "CELSR3", + "CENPX", + "CHIC2", + "CORO2A", + "CPXM2", + "CRCP", + "CHCHD7", + "CDH3", + "CSMD3", + "CIR1", + "CD40", + "CAMSAP2", + "DEPDC5", + "COCH", + "CLDN15", + "CRTAP", + "CEP63", + "CREB3L2", + "CD276", + "BACH1", + "BMP10", + "C2CD5", + "CEP95", + "CPAP", + "CHD1L", + "CUL1", + "CTTNBP2", + "CDH1", + "CKAP4", + "CLN8", + "CKS2", + "CKM", + "COLCA1", + "CCDC127", + "COX8C", + "DCAF11", + "COL16A1", + "CNBD2", + "CBR3", + "BRPF1", + "DMPK", + "COMT", + "CDKL5", + "CD151", + "CR2", + "CDC42", + "CATSPER3", + "CLSPN", + "CIZ1", + "CIAO2B", + "CREB3L1", + "CYP2E1", + "COL17A1", + "CDH12", + "DBNDD1", + "CCNYL1", + "CYP46A1", + "CLCC1", + "COL5A1", + "CGREF1", + "CILP2", + "CEP83", + "CCDC170", + "CD53", + "C14orf93", + "CDK2AP1", + "CIB2", + "CLASP1", + "CLIC6", + "CPA4", + "CLDN12", + "DNAI7", + "DLX5", + "CHIA", + "CLTB", + "B3GALT6", + "COPS9", + "CIART", + "CACNA1F", + "DRC1", + "CCKBR", + "CLNS1A", + "CAND1", + "CCL27", + "DCLRE1B", + "DBT", + "CCDC125", + "DSC1", + "CLIP4", + "CSNK1G3", + "CAPZA2", + "CMTM4", + "CYP17A1", + "CYP11A1", + "DGKG", + "DCAF12L1", + "CYLC1", + "CDK4", + "DRC3", + "CCDC18", + "CPTP", + "COL8A2", + "CRIPT", + "CRNN", + "DKK2", + "DACT2", + "COBL", + "DBX1", + "CLEC5A", + "DAGLB", + "CRB3", + "CAPN2", + "CFAP263", + "CD52", + "CCR1", + "CRYBA2", + "CDK5", + "ATPAF2", + "CCDC146", + "CROCCP3", + "CLVS2", + "CEACAM8", + "CXCR5", + "CPNE5", + "CHORDC1", + "BCL2L1", + "C1QC", + "CCDC93", + "CMPK2", + "CCDC78", + "CLCN7", + "CZIB", + "CLEC2A", + "COL24A1", + "CEP350", + "CLECL1P", + "DIP2B", + "CHAC2", + "COPB1", + "DCAF4", + "CEP76", + "BTRC", + "CPLX1", + "CEP104", + "COQ2", + "DLK2", + "CTNNA3", + "CHRDL2", + "COQ6", + "DTX3", + "DCHS1", + "CTBP1-DT", + "CNPY4", + "CNIH3", + "CLDN16", + "CCL19", + "CMTM3", + "CNTLN", + "CCDC50", + "CLEC2D", + "CD37", + "CCDC69", + "CILK1", + "CAP1", + "CORO1A", + "CLEC11A", + "CTSZ", + "CLVS1", + "CD14", + "CACNA2D1", + "CHD4", + "DDC", + "CPT2", + "CPA6", + "CFAP58", + "BCR", + "DHX35", + "CFAP70", + "CPXM1", + "CUL4A", + "DDB1", + "BMP7", + "CTH", + "CLK3", + "DDX39B", + "CHRNB2", + "CRTC2", + "CBX4", + "CPLANE2", + "CLTC", + "BCL11A", + "CMAS", + "CPLX4", + "CNTN2", + "CDK7", + "CTRC", + "DENND4B", + "CTCF", + "CDC42SE1", + "CWC22", + "CLDN6", + "CNDP2", + "COL11A1", + "CNKSR1", + "C15orf61", + "COMMD2", + "CYP2R1", + "CFL2", + "CMTM7", + "CCNH", + "CPO", + "CCR7", + "CFAP53", + "CPN2", + "DBR1", + "DOK5", + "CTSV", + "DEFB125", + "DAW1", + "DGCR5", + "CFAP44", + "DEPDC1B", + "EWSAT1", + "COPS7A", + "COPZ2", + "CDH13", + "DLGAP3", + "COPB2", + "CBY1", + "CTNS", + "DMRTA2", + "BRDT", + "CTF1", + "DNAJC18", + "CD8A", + "CCK", + "DUSP28", + "DDX20", + "CST2", + "CDKN1B", + "CMTM6", + "CFHR2", + "COX20", + "CRACD", + "DDX47", + "COX11", + "DSG1", + "COMP", + "CIDEB", + "DENND2B", + "DNAJC3", + "CRAT", + "DPH6", + "DDX41", + "CSE1L", + "DIPK1B", + "COX7C", + "CMTR1", + "CYB5R1", + "CLSTN2", + "CTBS", + "CD109", + "CST1", + "CLTCL1", + "CALB2", + "DOLK", + "CSNK1G2-AS1", + "CLEC10A", + "CCDC25", + "DERA", + "E2F1", + "CLASP2", + "DUSP13A", + "CYP19A1", + "DUSP19", + "CYP26A1", + "DOHH", + "COMTD1", + "CLIP3", + "CNR2", + "CIB4", + "CSMD2", + "DACT3", + "CDON", + "C6orf58", + "CNTN3", + "COL1A1", + "CBLN1", + "CSN2", + "DHX58", + "CPD", + "CIT", + "DARS1", + "CMSS1", + "CPEB2", + "CYSTM1", + "DES", + "CHAD", + "CSRNP1", + "CRHBP", + "BCAP29", + "CFAP144", + "DCTN2", + "CNOT7", + "CXCL16", + "CACNA1A", + "COX16", + "CPSF4", + "COL6A1", + "CDAN1", + "COQ5", + "CEP126", + "CKAP2L", + "CRISP3", + "DEPDC4", + "CPT1A", + "CNDP1", + "CYBA", + "CMAHP", + "DLL3", + "DOK4", + "CRTC1", + "ARPC2", + "CHRNB1", + "EPCIP", + "CKB", + "CLDN4", + "CFAP92", + "CPA1", + "CDKN2AIP", + "CHTF8", + "CMBL", + "COQ9", + "DEPDC1", + "CYP4X1", + "CDH16", + "COG7", + "DEFB129", + "DGCR8", + "CDH10", + "DXO", + "EPHA1", + "CROCCP2", + "CFAP276", + "CSN3", + "COPS6", + "CREBL2", + "CSN1S1", + "CCPG1", + "COMMD5", + "DIABLO", + "CWF19L1", + "DNAH3", + "CCL11", + "COX7B", + "CHRM3", + "CHST6", + "COL25A1", + "CNBD1", + "COMMD3", + "CORO1B", + "CHD3", + "CSNK1E", + "COL6A3", + "COA5", + "CPQ", + "CP", + "ASL", + "DSG3", + "CLEC3A", + "COL9A3", + "DAPK3", + "ANKRD45", + "CLIC1", + "CCDC97", + "COPA", + "CTTNBP2NL", + "DPH3", + "CETP", + "CSF1R", + "DNAI3", + "COG4", + "CSRP3", + "CRYAB", + "ELK4", + "CPE", + "DCST1", + "CXCL8", + "CTSG", + "DHFR2", + "DNER", + "COX4I1", + "DRD3", + "CST8", + "CYP39A1", + "CFI", + "CLDN7", + "CLCNKA", + "COL4A3", + "CRAMP1", + "CYFIP1", + "DTWD1", + "CDC73", + "DIP2C-AS1", + "DCAF8", + "DAP3", + "CYP2J2", + "CCT2", + "DENND5B", + "CPPED1", + "CLDN5", + "ESPL1", + "CREBZF", + "DNAJC16", + "FRMPD1", + "CFP", + "DNAL1", + "DDX3X", + "CYB561A3", + "CLIC3", + "EGLN3", + "CDC14B", + "DCAF8L1", + "CYTL1", + "DNAAF2", + "DHX16", + "CD2", + "DIPK2A", + "AKAP8", + "DENND11", + "CDK1", + "COL1A2", + "COL6A6", + "CELF2", + "DHH", + "CYP26C1", + "CTNNA2", + "CIAO2A", + "COLGALT1", + "CHID1", + "CMC1", + "CST6", + "DCLK1", + "CSTPP1", + "CRACR2B", + "CRY2", + "CALN1", + "CTSW", + "CAVIN3", + "CENPQ", + "DSE", + "CIMIP2C", + "CRYM", + "CEBPE", + "COQ8A", + "DAGLA", + "CREBBP", + "CYB561", + "CCAR2", + "CLEC4G", + "COG3", + "DUS3L", + "COQ3", + "DPYS", + "DESI1", + "CMKLR1", + "DNAJC15", + "BORCS7", + "CNOT1", + "DUSP4", + "DMAC2", + "DCAF7", + "DCLRE1A", + "EME1", + "DLGAP1", + "CYP1A2", + "DENND1A", + "CTRB2", + "AMELX", + "CALCOCO2", + "CIMIP5", + "CWC15", + "CCNF", + "CENPO", + "CLEC4E", + "DGAT2", + "DMBT1", + "CLEC1B", + "CXXC1", + "CDK10", + "DMKN", + "CXCL13", + "CSTB", + "CNPY1", + "DAPK2", + "COA7", + "DCDC1", + "CNNM2", + "EGR4", + "FANCD2OS", + "ERCC8", + "DPP7", + "ERF", + "CREBRF", + "H4C1", + "DLG4", + "CD36", + "CRYBB3", + "DDI1", + "EQTN", + "BRF1", + "CHCHD3", + "DIRAS2", + "CDC25B", + "DCTD", + "CYB5R4", + "CD55", + "DNAJB5", + "CDK2AP2", + "CTSS", + "DHX8", + "C6orf132", + "COL10A1", + "CCDC61", + "CYP1A1", + "DIO1", + "COLGALT2", + "CTSL", + "DSEL", + "DCAF12", + "CSNK2A2", + "DBX2", + "EEF1AKMT1", + "CLYBL", + "H2BC3", + "GADL1", + "CYP2C9", + "CNTNAP1", + "FAM241B", + "DYNLT4", + "CPAMD8", + "DFFA", + "COQ10A", + "DDX28", + "DYDC2", + "DGKB", + "CTNNBL1", + "CTDP1", + "DDI2", + "CDCP1", + "EPCAM", + "CCR2", + "DDIT4L", + "CLEC4D", + "CCNQ", + "DUSP12", + "CUL9", + "FDCSP", + "CRY1", + "DNLZ", + "CDK5R1", + "CFAP91", + "CLPTM1L", + "CXCL2", + "CDCA8", + "BBS1", + "EFCAB2", + "DHPS", + "DOCK10", + "DCSTAMP", + "DCDC2C", + "ENDOG", + "DCP1B", + "CCNP", + "DNAH17", + "CTR9", + "CRIP3", + "EPHB1", + "COX18", + "GRM3", + "CEP120", + "DPEP3", + "FAM170A", + "DBI", + "DSCAML1", + "DKK4", + "DCAF6", + "ELAVL2", + "CEBPB", + "CYTH1", + "CXCL12", + "DNAJC2", + "DEGS1", + "DGCR2", + "CDS1", + "EN1", + "DIAPH3", + "FBLN7", + "CITED2", + "CLDN11", + "CRLF3", + "GRIA2", + "CWH43", + "CDKN2D", + "CTPS1", + "CUL5", + "DLX2", + "CXADR", + "FIGLA", + "COA4", + "DRP2", + "COX14", + "CTIF", + "DUSP5", + "EMID1", + "CORO6", + "DDX51", + "DDX60L", + "DLEU1", + "COPE", + "DNAJB11", + "FAF2", + "CPNE2", + "DOP1B", + "FANCD2", + "DBH", + "ENTHD1", + "CIROZ", + "CHN2", + "DISP1", + "GAL3ST4", + "DNHD1", + "C1QTNF1", + "CYP27C1", + "CNIH2", + "DDX39A", + "DCAF4L1", + "HAGHL", + "CYBB", + "DAZAP1", + "DUOX2", + "DUSP3", + "DNAJC5G", + "FAAH2", + "CLC", + "DCLK2", + "CYP27B1", + "DNAJC17", + "DBF4", + "CYYR1", + "DAOA", + "DSG4", + "CDC123", + "COMMD4", + "CNIH1", + "ERLIN2", + "CHPT1", + "COLEC12", + "CST9", + "CRTC3", + "COX7A2L", + "EPB41L4A", + "EDDM3A", + "CSDC2", + "DOP1A", + "DPM3", + "EZR", + "CYP3A43", + "CST9L", + "DECR2", + "FER1L5", + "DNAJB1", + "FGF3", + "DNASE1L2", + "CREB3L4", + "CDK5RAP2", + "CRELD1", + "CUTC", + "DDX4", + "EXOC8", + "FBXL9P", + "CYP20A1", + "CFAP206", + "EVPL", + "EPHX2", + "DIS3L", + "CYP2S1", + "DEPP1", + "CCL16", + "EFCC1", + "CHMP2B", + "CHCHD1", + "CSTL1", + "DNTT", + "CYP7B1", + "EVA1C", + "DNAI2", + "CORO1C", + "CTSA", + "DNAJC25", + "DPCD", + "DTNBP1", + "CRYBB1", + "FAM131A", + "CPED1", + "CSPG4", + "COPG1", + "GSG1L", + "CYP51A1", + "CRNKL1", + "DUSP18", + "GRM2", + "H4C7", + "GDPD2", + "DNA2", + "CYP1B1-AS1", + "CTSO", + "EDC4", + "CTDSP2", + "CHN1", + "CHPF", + "CSMD1", + "EDA", + "DNAH7", + "DEXI", + "FLJ30679", + "DZIP3", + "DHRS1", + "CALR3", + "DLEU2", + "CAPN7", + "DCTN5", + "GJB1", + "DNAJA4", + "CPNE9", + "CTSB", + "DERL2", + "CMPK1", + "COX6B1", + "FAM219B", + "DNAH1", + "FAM170B", + "EDDM3B", + "DLGAP5", + "DDX6", + "DHTKD1", + "DCUN1D5", + "DTYMK", + "FOXM1", + "GSX2", + "ERG", + "FAM50B", + "F13B", + "DNALI1", + "FBXL15", + "CDC27", + "FSTL4", + "DTX4", + "COMMD6", + "EIF4E1B", + "EPOR", + "COL18A1", + "CD83", + "DNAI1", + "OR4P4", + "DAG1", + "GPR141", + "ERBIN", + "DSCC1", + "CREB5", + "CDKL3", + "COA8", + "GOT1L1", + "DZIP1", + "DNASE2", + "COL20A1", + "CPM", + "CSTA", + "DRAM1", + "CUBN", + "CSRP2", + "CDR2", + "CSNK1G1", + "CSTF1", + "DCXR", + "EMX2", + "DNAJA1P5", + "EIF2B1", + "CAMKK2", + "CPNE8", + "DOK3", + "DOLPP1", + "CHLSN", + "KTN1-AS1", + "DMC1", + "LCN15", + "FAM209A", + "DNAJC30", + "DPY30", + "COL21A1", + "CDKN2B", + "CYSRT1", + "DTD2", + "DOCK11", + "FAM83A", + "ITGAD", + "CLU", + "COMMD7", + "CRKL", + "CYMP", + "CYLD", + "FERMT1", + "CYP4B1", + "EFCAB11", + "DRGX", + "DNAJC8", + "CAPRIN1", + "CSF3R", + "DENND3", + "DNM1", + "CRABP2", + "GSX1", + "CYP3A5", + "CRYZ", + "DNM2", + "DEFA6", + "CLDN24", + "EPN3", + "FEV", + "DCAF15", + "FBXW8", + "FAM209B", + "DAAM2", + "FN1", + "HID1", + "CLPX", + "FBXO10", + "DIRAS3", + "DGKD", + "DLL4", + "ERVFRD-1", + "GRIK5", + "DDX5", + "FASLG", + "DPH7", + "CREM", + "DHDH", + "DRD2", + "CYP4F2", + "FSIP1", + "DNAJC14", + "FIZ1", + "CD300LG", + "EXTL1", + "CFAP300", + "FASTKD3", + "EXOC3", + "CHST2", + "GPR87", + "CNTD1", + "EIF1AD", + "DKK3", + "MSH4", + "EEF1A2", + "CPZ", + "DPY19L1", + "CLIP1", + "HAO1", + "CYB5R2", + "FGA", + "DVL3", + "DYNC2LI1", + "CTSE", + "CKMT2", + "GSK3B", + "DCUN1D4", + "COG5", + "DNAJC4", + "HOATZ", + "DYRK1B", + "CTC1", + "DIMT1", + "CNFN", + "CLEC20A", + "ELP4", + "CBL", + "ENPP3", + "BLCAP", + "EAPP", + "FARSA", + "DHX15", + "GFRA4", + "DYRK3", + "CLK4", + "DIO3", + "DHDDS", + "CLP1", + "CFAP77", + "ERCC6", + "DHX34", + "FANCF", + "EEIG2", + "KDM2B", + "DEFB114", + "CIB1", + "DEUP1", + "DGKE", + "DNAAF8", + "CD180", + "COX6A2", + "DYNC2H1", + "CETN1", + "ESRP2", + "COL3A1", + "FN3K", + "FRK", + "DNAJB14", + "COMMD9", + "FUNDC2P2", + "EBP", + "FXYD2", + "COQ7", + "ENPP7", + "DMTF1", + "FBXW11", + "DEGS2", + "FGL1", + "CLK2", + "EPB41L3", + "HORMAD2", + "FAM13C", + "DNAJC1", + "HNF4G", + "DHX36", + "FAM114A1", + "DISC1", + "DCAF10", + "FCAMR", + "DUOX1", + "CSNK1G2", + "CSGALNACT2", + "EP400", + "GALT", + "CORO2B", + "GRAMD2A", + "ELMO3", + "DMRT1", + "FABP2", + "CRYBA1", + "COX6C", + "GRIN2C", + "CDADC1", + "DLX6", + "CLTRN", + "CUEDC2", + "DDX42", + "EML4", + "DDX17", + "DUOXA2", + "ESR2", + "FFAR1", + "GPR84", + "DCUN1D3", + "DCAF8L2", + "DDX27", + "CREB3L3", + "CLINT1", + "CHUK", + "DHRS12", + "ERLIN1", + "EXOSC5", + "DHX33", + "DNAJC13", + "HCN3", + "OR5AU1", + "COX10", + "FADS6", + "EGLN2", + "CTPS2", + "CX3CL1", + "GAS8", + "ILDR1", + "DPEP1", + "CHPF2", + "EGF", + "DNTTIP1", + "ELOA", + "FGFR4", + "GABRR2", + "CUL4B", + "FAIM2", + "RNF121", + "DHCR24", + "CATSPERB", + "ELL", + "ENO2", + "CLEC4A", + "FAM32A", + "CNOT2", + "F11R", + "ENTPD6", + "FMO4", + "EPYC", + "DUSP5P1", + "GAS8-AS1", + "CHERP", + "DOK2", + "COG1", + "EMILIN1", + "EBNA1BP2", + "CTAG2", + "DISP2", + "EFNB3", + "DUSP29", + "EPSTI1", + "FANCB", + "OR9G1", + "CBX5", + "DPP9", + "DDB2", + "FITM1", + "CAPZB", + "C9", + "DNM1L", + "DDX59", + "FLJ13224", + "DOCK5", + "FKRP", + "CTLA4", + "FILIP1", + "CPLX3", + "CMTM8", + "DUSP10", + "ETV3L", + "GARNL3", + "DYNLRB2", + "FA2H", + "ENHO", + "DYRK2", + "CNGA3", + "DMP1", + "FAHD1", + "DQX1", + "E2F3", + "DTL", + "COL13A1", + "CTNNB1", + "GJC1", + "DCTPP1", + "SIGLEC6", + "FAM135B", + "DRICH1", + "FBXO16", + "HAO2", + "DPF1", + "FBXL17", + "FAM27E5", + "ERMN", + "CST4", + "FSHR", + "EPHB6", + "FANCM", + "COTL1", + "CDC42EP4", + "ERN1", + "ENGASE", + "FCRLB", + "CXCL14", + "CYB5B", + "DENND5A", + "DAO", + "EOMES", + "ICAM4", + "HNRNPL", + "DSCR10", + "FADD", + "DYRK1A", + "SPINT4", + "DNAJC24", + "FAM177B", + "DUS4L", + "NIPA1", + "CERS2", + "EEFSEC", + "DNAJB6", + "HAPLN4", + "DCX", + "KLHL12", + "KDM4D", + "GPR179", + "FAM184B", + "FAP", + "CHMP2A", + "EEF1D", + "DDX54", + "CSTF3", + "ELOA2", + "CX3CR1", + "MCM10", + "HOXC5", + "HSD3BP4", + "FOXI2", + "EIF1B", + "FGF6", + "CYP26B1", + "DAP", + "OR10J3", + "CST5", + "CPEB3", + "MDK", + "CYTH3", + "FAM178B", + "EIF2B2", + "DDX60", + "DGKH", + "EPG5", + "EXOG", + "CTTN", + "EPHA8", + "COPS4", + "FBXO21", + "GALNT6", + "CHTF18", + "IL21", + "FAM120C", + "DNAJC19", + "F3", + "ELMOD2", + "DMGDH", + "TAF6L", + "OTUB2", + "ELL2", + "DDX24", + "DZANK1", + "CXCL9", + "RORC", + "DEFB128", + "COX19", + "ELF5", + "F8", + "EFCAB14", + "FCRL6", + "FAT4", + "FBXO24", + "DRD1", + "DCT", + "RAPGEFL1", + "FOXR2", + "CXCL11", + "CYFIP2", + "IFNA6", + "EXPH5", + "ENOSF1", + "EPHB2", + "ETNK1", + "DEDD2", + "CUL3", + "ENOPH1", + "ZNF775", + "CSPP1", + "FOXG1", + "DNAJC28", + "DALRD3", + "INTS1", + "DOK7", + "CYP1B1", + "GSTO2", + "CYP2C18", + "ARG1", + "KCNIP3", + "DOCK4", + "KRTAP4-2", + "DNASE2B", + "GFRAL", + "DHX38", + "FAT3", + "DUT", + "HOGA1", + "FUNDC1", + "GABRA6", + "OR1M1", + "GKAP1", + "KYAT1", + "GNG4", + "ERC2", + "DPYSL3", + "HNRNPUL1", + "E2F5", + "DDX10", + "GLOD4", + "CXCR2", + "KLF14", + "FAM98C", + "FANCA", + "DAD1", + "FDX1", + "DRAM2", + "COL15A1", + "KCTD14", + "DCLK3", + "C2CD6", + "CRYGC", + "CNGA1", + "GPR108", + "GGACT", + "FUT4", + "KLHL31", + "CYP3A4", + "CDK14", + "CCNB3", + "IRS4", + "DDX50", + "DST", + "CNTN5", + "HASPIN", + "COG2", + "EMC10", + "FAS", + "ESYT3", + "EGLN1", + "MUSK", + "DNAI4", + "OR10A3", + "FLRT1", + "FSD1L", + "GNAO1", + "EPX", + "CGRRF1", + "CLEC2L", + "EXD2", + "CIPC", + "CSF2", + "EIF4G1", + "DDX56", + "DNAAF3", + "DLG1", + "FXYD7", + "GLIS3", + "FGGY", + "DDAH1", + "GABRD", + "PRSS41", + "SLC8B1", + "CPVL", + "COL9A2", + "CRYBG3", + "EFHD1", + "ECHDC2", + "EMILIN2", + "IL36RN", + "DMWD", + "DUSP11", + "EDEM2", + "FAM120AOS", + "EDF1", + "FEZF1", + "GPATCH1", + "DNASE1L3", + "IAPP", + "CHMP4B", + "EDEM3", + "CPNE7", + "DMRTC2", + "NCS1", + "CISD2", + "FBXO7", + "EPOP", + "DRAP1", + "GAL3ST3", + "FAM107A", + "FAM114A2", + "SERPINA2", + "ELMOD1", + "FGF18", + "GKN2", + "GSTA2", + "KHK", + "GPRIN3", + "GSAP", + "ERH", + "HIF1AN", + "FZD1", + "DNAJB8", + "HADHA", + "FGF16", + "EPB42", + "EIF4E2", + "ERMARD", + "ZNF852", + "FZD4", + "DDX3Y", + "ERCC1", + "F2RL2", + "CDK16", + "GLYR1", + "DNAJB2", + "CLEC3B", + "EFNA5", + "OR10K2", + "RMND5A", + "DDX43", + "CTSC", + "CXXC5", + "GHRL", + "FZD9", + "EXTL3", + "ENO3", + "MAS1", + "GTF3C2", + "FAM174A", 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229df2e05f17bf4a415e0cd91321edf5483bb333..22e62e4f3193ed0bb37fcf9a1247df79faaf7b6f 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Migraine.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Migraine.json @@ -1,231 +1,12726 @@ { "significant_genes": { "Variable": [ - "AASDH", - "ADAMTS14", "A1BG", - "ABCB1", - "ABHD17B", "AADAT", - "ADAM33", - "AA06", - "ABCB10", - "ABCA9", - "ABTB1", - "ADPGK", + "A2ML1", + "AARSD1", + "A2M", + "AAAS", + "AAK1", + "AAGAB", + "AANAT", + "ABCB8", + "ABCC8", + "AATF", + "A4GALT", + "AAA1", + "AASS", + "ABCD2", + "ABCA2", + "ABCC11", + "AARS2", + "ABCB4", + "ABCA1", + "ABCB5", + "ABCG2", + "ABHD17C", + "ABHD13", + "ACAD9", + "ABI2", + "ABCA10", + "ACAA1", + "ABCC4", + "ACAN", + "ABCA5", + "ABHD6", + "AADACL3", + "ACD", + "ABCA12", + "ABCB9", + "ACAP3", + "ABCC5", + "A4GNT", + "ABRACL", + "ABCF3", + "ABCC1", + "ABRAXAS1", + "ABCD3", + "ABI3BP", + "ABCC6", + "ABHD17B", + "ABHD12", + "ABCG1", + "ACOT12", + "ABCA3", + "ABCD1", "A1CF", - "ACAD11", - "ARHGAP1", - "ABCC13", - "AOPEP", - "ADH4", - "ADAMTS1", - "AFF3", - "ADAT2", - "ADAM22", - "ABHD15", - "ABHD14B", - "ADAM12", - "PRR19", - "ADAMTSL4", - "ADCY1", - "CYP4V2", - "CERS6", - "AP1G1", - "AKNA", + "ACKR3", + "ABR", + "ACADL", + "AAR2", + "AASDH", + "ACOT11", + "ACAA2", + "ACER2", + "ABHD14A", + "ABTB1", + "ABHD10", + "ACER1", + "ABCB6", + "ABCA7", + "ABCA15P", + "ABRAXAS2", + "ACBD7", + "ABCD4", + "ABCC12", + "ABHD11", + "ACTL10", + "AAMP", + "AACS", + "AASDHPPT", + "ABCA13", + "ABTB3", + "ABCB10", "ABHD4", - "ASB3", - "ABHD12", + "ACACA", + "ABHD5", + "ABCA4", + "ABHD12B", + "ABCC10", + "ACBD6", + "ABLIM3", + "ABCG8", + "AADACL2", + "ABL1", + "ABHD14B", + "ACSM4", + "ACOX2", + "ACAT2", + "ABCG4", "ABL2", - "AKAP13", - "ACKR3", - "ALKBH5", - "ACVR2A", - "GABPB1-AS1", - "C4orf46", - "MCUR1", + "ADAM7", + "ACTRT1", + "ACER3", + "ABCG5", + "ACOX3", + "ACADM", + "ACAP2", + "ABCC3", + "ABHD18", + "ABO", + "ABCB7", + "ABHD2", 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"ANKRD7", + "ATP11AUN", + "AKT1S1", + "ANKRD13C", + "ANKRD62", + "ARHGEF37", + "ARHGAP42", + "BEST2", + "ASB11", + "ANO7", "ADPRH", - "ACCS", - "CHEK1", - "ABHD17C", - "CCDC57", - "COX3", - "CRTAP", + "ALPG", + "ASPHD1", + "C12orf43", + "ATAD2", + "ARMC3", + "ATG16L2", + "ACHE", + "ATP6V1G2", + "AMZ2P1", + "ASCC1", + "AKIRIN2", + "APOL1", + "AK9", + "AP3B1", + "ASB7", + "C10orf55", + "ASCL1", + "AP2B1", + "APOA4", + "ATF1", + "ALG3", + "BRPF3", + "BCORL1", + "CACTIN", + "ALKBH6", + "ANKS1B", + "ARL8A", + "APLP2", + "ADCYAP1R1", + "APCDD1L", + "ATP2C2", + "AATK", + "ARHGEF10", + "APOOL", + "ANGPTL5", + "ANKRD46", + "ANAPC7", + "C16orf92", + "ARL2BP", + "AIFM2", + "ARHGAP5", + "ATAD2B", + "ART3", + "BIRC7", + "ALYREF", + "BCAN", + "BCL3", + "AGPAT5", + "BCL7C", + "ADGRL1", + "ARID1A", + "AIFM3", + "BTBD2", + "APC", + "APRT", + "AP1S1", + "ATP2A3", + "BAX", + "ASB15", + "ARHGAP5-AS1", + "ANKZF1", + "C15orf62", + "ACP3", + "BEST3", + "B4GALT2", + "APOD", + "ATP8B4", + "C1QTNF6", + "C7orf33", + "AKR1E2", + "BMPER", + "ARHGEF2", + "BMP8A", + "ABHD1", + "AHNAK", + "BDKRB2", + "ADRB3", + "BRF2", + "BMP3", + "AFAP1L2", + "BCAS4", + "ARMH1", + "ATP6V1E2", + "ATP5F1A", + "ASCL5", + "ARHGEF17", + "AR", + "B3GNT7", + "BLK", + "BCORP1", + "ATAD1", + "ARHGEF15", + "ATP5F1B", + "ARL14", + "ANGPTL6", + "AHSA1", + "ATP6V0A2", + "BCAS3", + "AQR", + "ATG12", + "C17orf100", + "AURKA", + "ASXL1", + "C1QTNF2", + "B4GALT3", + "ANKRD13B", + "AMER3", + "ATOSB", + "BMS1", + "APOBEC3G", + "C4BPA", + "APOL2", + "ARL6IP4", + "ARHGAP19", + "BACE1", + "ANGPT4", + "ATP12A", + "ASIC5", + "BMX", + "BABAM1", + "ATP9A", + "ART4", + "AQP9", + "ADGRE1", + "ANKFN1", + "ARHGAP35", + "BARX1", + "C18orf54", + "AFG2B", + "BOK", + "C10orf90", + "ASTL", + "C1orf116", + "C16orf90", + "ANKMY1", + "AXIN1", + "ACTR1B", + "AP1S3", + "BIN1", + "ASCL4", + "BRMS1", + "ATP2A2", + "ARB2BP", + "BBS9", + "B4GALNT2", + "AMBRA1", + "C10orf71", + "BCL9", + "APOBEC2", + "BHMT", + "ATP11C", + "AUP1", + "ARHGAP30", + "BAZ2A", + "ATP5PF", + "ANKRD34B", + "APOBEC3H", + "ADORA2A-AS1", + "APPBP2", + "BOLL", + "CA10", + "BPIFC", + "ARPC4", + "BCAS1", + "ALMS1", + "ADIRF", + "ATXN3L", + "C5orf52", + "ATP6AP1", + "BNC1", + "ATP1B2", + "ATG4B", + "ATP8A2", + "AP1S2", + "AP3M1", + "CACNB3", + "ASNS", + "ASIC1", + "ARID3A", + "ARVCF", + "ATG7", + "AHSP", + "BAG3", + "BECN1", + "ARMCX2", + "BET1", + "BAD", + "AZGP1", + "AUTS2", + "BCL7B", + "C15orf32", + "ATP23", + "AP2M1", + "ATP7A", + "AP3D1", + "BCAR1", + "BCL2L12", + "APPL2", + "ARMC9", + "ATM", + "ANGPTL2", + "BCL2", + "ARHGAP23", + "C8A", + "ANKRD33", + "ACTR2", + "ARF5", + "AARS1", + "ANKRD34A", + "BHLHA15", + "ARHGAP4", + "APBA2", + "AGO2", + "AKAP4", + "BMP8B", + "ARHGEF6", + "ATP6V1H", + "ATP13A5", + "ARIH2", + "BID", + "ALDH2", + "B3GNT8", + "BSND", + "AGPS", + "B4GALNT3", + "BTK", + "ANXA2", + "AMFR", + "AMBP", + "C3orf49", + "BLTP2", + "AGTR2", + "BCKDHB", + "BRINP3", + "BATF3", + "BUB1", + "C19orf67", + "BPESC1", + "ARF3", + "ARHGAP10", + "ALKBH5", + "ARL13B", + "C11orf42", + "C1QTNF12", + "ARGFX", + "ATP6V0D1", + "ANKRD50", + "C17orf75", + "BDP1", + "C2orf81", + "ARHGAP1", + "ATP6V1G3", + "ATP5F1E", + "B3GALNT2", + "B4GAT1", + "ADH4", + "ACTN2", + "B3GNT6", + "C16orf46", + "ATP10B", + "CAPS", + "ALPL", + "BEX4", + "B3GNT3", + "ANKS1A", + "BPIFA3", + "ANP32A", + "AGTPBP1", + "CACUL1", + "BNIP3", + "ARL6IP5", + "ATE1", + "ADI1", + "ACTL7A", + "BPIFA4P", + "C16orf74", + "ARHGEF38", + "AVEN", + "ARB2A", + "ARFGAP1", + "ARFIP1", + "ARFGAP3", + "CABP7", + "ANKDD1A", + "ALDH3B1", + "ARHGEF5", + "BDNF", + "ANKS3", + "C5orf34", + "C11orf58", + "AHI1", + "ARL4D", + "ATP2B3", + "ARMH3", + "BICD2", + "ATXN7L1", + "BTBD10", + "BEND6", + "B3GNT5", + "ATF5", + "BMP2K", + "AQP2", + "C12orf50", + "B3GALT2", + "C10orf95", + "AQP8", + "ATXN7", + "BCKDK", + "ADAMTS1", + "ATOX1", + "ARL5A", + "C12orf56", + "ARHGEF19", + "BEST1", + "BAZ1B", + "ARR3", + "ASPHD2", + "C2CD4A", + "BMP6", + "C16orf82", + "ARSA", + "C17orf50", + "ATRN", + "BST1", + "BSDC1", + "AQP3", + "ARFGEF2", + "BEND2", + "APLNR", + "BRIP1", + "ARHGAP18", + "AKR7A2", + "AKR1A1", + "ATP4B", + "BIRC5", + "APOBEC3C", + "C15orf39", + "ASF1A", + "BACH1", + "APOL3", + "C1orf87", + "ATL2", + "BLNK", + "ALOX5", + "BIK", + "C2orf80", + "ARHGEF18", + "CA6", + "BRK1", + "BLTP3B", + "ANKK1", + "BRWD1", + "ARHGAP25", + "B3GAT1", + "BABAM2", + "ATAT1", + "AP2A1", + "ALPK3", + "BEND5", + "ASCL2", + "C20orf181", + "AIP", + "C1GALT1C1", + "BANF2", + "ASAP2", + "AMELY", + "ATP6V0C", + "BIN2", + "ARNT2", + "BRINP2", + "C2CD6", + "BSX", + "ASCC2", + "BRD7P3", + "ARF1", + "BTBD1", + "AZU1", + "ATG3", + "CALML5", + "C5orf46", + "ARK2N", + "BAG5", + "BTNL3", + "ATP13A3", + "BBOF1", + "BCO1", + "BPIFB1", + "BRWD1-AS2", + "BET1L", + "BTBD3", + "ANKRD20A8P", + "ANKIB1", + "AKIRIN1", + "ASGR2", + "ALDH1A3", + "ARID1B", + "C1R", + "CAPN15", + "B4GALT4", + "BICDL2", + "AVPR1A", + "BEX3", + "ARAP1", + "AURKB", + "BLVRA", + "AGMO", + "ASRGL1", + "BOD1", + "BROX", + "CAPN6", + "BICDL1", + "ANTXRL", + "C16orf78", + "ART5", + "BTNL9", + "ARHGEF9", + "C19orf48P", + "ATXN2L", + "C1orf220", + "AIRIM", + "ATP8B1", + "BBS1", + "BLVRB", + "BRDT", + "ARID5B", + "BFSP1", + "ATG13", + "ALG2", + "ATRX", + "ARRDC4", + "CA13", + "C1QTNF3", + "APOF", + "AVL9", + "AP1AR", + "ATG5", + "AK4", + "C20orf204", + "ARFRP1", + "AKR1D1", + "ATP1A4", + "ARL5C", + "AP5Z1", + "ATP1A1", + "B9D2", + "BMP15", + "ATP6V1G1", + "BBC3", + "CALY", + "C2orf15", + "C11orf87", + "AUH", + "AMOTL1", + "AKR1C3", + "ARAP3", + "BBS5", + "BEND3", + "C16orf89", + "AVPR2", + "ATP6V0D2", + "C1orf216", + "ADA", + "ARHGEF4", + "ATP9B", + "BBS12", + "BAHD1", + "ARHGAP31", + "C11orf96", + "ARLN", + "ALOX5AP", + "CATIP", + "C12orf54", + "C14orf180", + "C12orf75", + "C1orf105", + "ATL1", + "APBB2", + "ARPP21", + "ANKRD28", + "ATOH7", + "BCL2L15", + "C11orf24", + "ATP6V0B", + "BNIP3L", + "ATRAID", + "C15orf40", + "BRWD3", + "ATP6V0E1", + "CAMK1G", + "CATSPERG", + "BATF2", + "BSG", + "ARHGAP15", + "BAHCC1", + "BEST4", + "CACNG4", + "C1QTNF8", + "ACSBG2", + "ATP13A4", + "ASNSD1", + "ANKRD55", + "CCL21", + "ANKMY2", + "ATAD3C", + "BRIX1", + "C6orf136", + "ATOSA", + "ARHGEF16", + "B2M", + "ACSBG1", + "C1orf198", + "CACNA1I", + "ADGRE3", + "C1orf74", + "APOBR", + "CCDC33", + "ADCY1", + "ANKRD54", + "C3orf62", + "AIF1", "ARSK", - "C6orf163", + "C14orf132", + "BTN1A1", + "AUNIP", + "AKAP8", + "C17orf99", + "CACNG3", + "ATG9A", + "B4GALT5", + "AOAH", + "BLOC1S2", + "APPL1", + "BARHL1", + "B4GALNT4", + "ARCN1", + "ATP5MJ", + "BTN2A2", + "BAALC-AS2", + "CCDC185", + "C11orf40", + "ANKRD45", + "BAG6", + "BAZ1A", + "BCL2A1", + "ASAH1", + "CABCOCO1", + "C20orf173", + "ALG14", + "C6orf52", + "BAIAP2L1", + "ASTE1", + "ATP6V0A1", + "BRMS1L", + "ASCC3", + "C5", + "CCDC190", + "BARHL2", + "CACNA1H", + "CASP14", + "C3orf22", + "C3orf36", + "ATF3", + "C9orf78", + "CC2D1B", + "ATP6V1B2", + "CCDC121", + "CAMK2B", + "BPIFA2", + "CASD1", + "ATP6AP2", + "BDH2", + "C9orf72", + "CDH24", + "ATP5ME", + "C5orf15", + "BSPH1", + "CA5A", + "C1QL2", + "C3AR1", + "CALHM6", + "CAPZA3", + "C1orf159", + "BMP7", + "C7orf57", + "BFAR", + "BPGM", + "C1QL3", + "ATOH1", + "BEX2", + "BRI3", + "C2orf66", + "CAGE1", + "BPIFA1", + "AQP4-AS1", + "BCO2", + "CALHM3", + "ANKRD13C-DT", + "ANO2", + "CACNG2", + "ATCAY", + "CCDC38", + "C22orf46P", + "ATAD5", + "B4GALNT1", + "C1QTNF7", + "B9D1", + "C6orf141", + "C14orf39", + "AFG1L", + "ALLC", + "BRAT1", + "ATXN7L3", + "BTNL2", + "BOLA3", + "C8G", + "B3GAT3", + "BTBD7", + "B3GALT1", + "B3GALT5", + "BEAN1", + "BRME1", + "C11orf54", + "BPHL", + "CALHM4", + "C1orf54", + "ATP5MC3", + "ATPAF2", + "CBLN4", + "ASB17", + "CACFD1", + "CCDC196", + "CACNA1G", + "BMPR1B", + "ADH6", + "C8orf34", + "AURKAIP1", + "B3GALT6", + "CACNG7", + "BLTP3A", + "ASH1L", + "C9orf40", + "CCDC110", + "CCDC126", + "CARMIL1", + "BMERB1", + "CARD14", + "ANP32B", + "BEGAIN", + "ASL", + "C11orf16", + "CACYBP", + "C8orf74", + "AQP5", + "BMPR2", + "C6orf118", + "CCDC32", + "AK1", + "ATF7", + "BOC", + "ARMCX5-GPRASP2", + "C16orf54", + "C9orf163", + "CCAR2", + "C2orf74", + "ARPC1A", + "CADM2", + "C2", + "CCDC178", + "CBLL2", + "BNIP1", + "BIRC8", + "BBX", + "C17orf78", + "C2orf68", + "CAD", + "CAPN1", + "ANKRD29", + "C14orf119", + "CABLES1", + "BRSK1", + "C1QL1", + "CARD10", + "BCKDHA", + "CACNB2", + "ALPP", + "CAT", + "CAMKMT", + "BMP5", + "ANXA6", + "ATMIN", + "C11orf65", + "CASKIN1", + "BTAF1", + "ARMC2", + "C1orf50", + "ARMCX5", + "C1QBP", + "C6orf89", + "BSN", + "CAMSAP2", + "CA5BP1", + "C6", + "ARHGDIG", + "CCDC87", + "C11orf98", + "BICD1", + "BCLAF1", + "CASQ1", + "BUD23", + "ARF4", + "CAND2", + "ATP5F1C", + "BRD2", + "CASP7", + "CCDC134", + "BPI", + "C1RL", + "C1orf162", + "AJM1", + "APOL6", + "C1GALT1", + "AZIN1", + "BBS10", + "CCDC137", + "BBOX1", + "BRF1", + "CALM3", + "BCL11B", + "AMN1", + "ADGRV1", + "C6orf15", + "CCS", + "CCDC73", + "CACNB4", + "CALCOCO1", + "BASP1", + "ARMC6", + "C3orf33", + "CCDC120", + "CES5A", + "ARMT1", + "ATP6V0E2", + "CASP4", + "ARPC1B", + "ARC", + "BFSP2", + "BMF", + "CAST", + "CCDC127", + "ANKDD1B", + "ASB10", + "CACNA2D2", + "CCDC78", + "BCDIN3D", + "CACHD1", + "CCDC24", + "CABP5", + "ANXA2P2", + "ATP6V1A", + "BTG1", + "ASXL2", + "CENPT", + "C2orf78", + "CAMTA1", + "C2CD2L", + "AEBP2", + "CDCA7L", + "C6orf120", + "APOO", + "ARHGEF12", + "CAMKK2", + "APBA1", + "CCDC168", + "AXIN2", + "ANKLE2", + "C20orf96", + "CDH20", + "BOLA1", + "C14orf93", + "CASTOR1", + "ARL6IP6", + "CACNG1", + "BCAS2", + "C10orf120", + "BRAP", + "ATP1B3", + "CD19", + "ASB1", + "B4GALT1", + "CAPN12", + "C4orf17", + "C8orf58", + "ATP11A", + "CARM1", + "BPIFB3", + "C1orf56", + "CD5L", + "CCKAR", + "BMAL2", + "CDC20", + "CDYL2", + "BAIAP2", + "ATP5MF", + "ATP6V1D", + "ADAT3", + "BSPRY", + "CAPRIN2", + "CAPS2", + "C4orf33", + "ANXA11", + "ARHGEF33", + "CCDC13", + "CDKN1A", + "CASR", + "CALM2", + "ARHGAP17", + "BNC2", + "CBS", + "CAPN5", + "ATG14", + "CCBE1", + "ANGPTL7", + "CCDC117", + "C3", + "CARS2", + "ARHGEF1", + "B3GNT2", + "C3orf20", + "CD24", + "BCL2L2", + "ARHGEF40", + "CARTPT", + "C20orf144", + "CDC25A", + "BACH2", + "BORCS6", + "CALN1", + "CALML4", + "C9orf152", + "CCIN", + "AVPI1", + "BCR", + "ATP6V1F", + "CCDC28B", + "CC2D2A", + "CABP1", + "ARSD", + "ARHGEF26", + "C11orf86", + "CDH23", + "C5AR1", + "CCAR1", + "CCDC106", + "BIRC6", + "ARID4B", + "ARPC2", + "BCAR3", + "C19orf33", + "C12orf76", + "ASGR1", + "C11orf68", + "BRCA1", + "CD28", + "C1QTNF1", + "CBARP", + "BTN3A3", + "C1QTNF9", + "CD80", + "AXL", + "CD96", + "BLMH", + "ANKRD13D", + "CD1A", + "CCDC3", + "BMAL1", + "CAMTA2", + "CARMIL2", + "BAZ2B", + "CAMK1D", + "CADM4", + "BCOR", + "CCDC15", + "C9orf85", + "ADAM18", + "CCDC85C", + "ARRDC2", + "BCL6", + "ATG4A", + "BUB3", + "ACTRT3", + "CAV2", + "CD274", + "CALML6", + "CA7", + "CALHM1", + "CABS1", + "ARNT", + "AMMECR1", + "CD4", + "CD8B", + "CCT6B", + "ARSL", + "ATP5MG", + "ASB5", + "CDK15", + "ASXL3", + "BMP10", + "CERS3", + "CDHR2", + "ARHGEF7", + "BTG2", + "ATP6V1C1", + "CDC42BPA", + "C2orf69", + "CAMKV", + "C1S", + "BBLN", + "BORCS7", + "ATP2C1", + "B3GALNT1", + "CCDC30", + "C16orf87", + "ASB6", + "ATP6V1C2", + "CDH15", + "CLEC4C", + "CCDC177", + "CBFA2T3", + "ATP2B1", + "BCAT1", + "BRD9", + "BUD13", + "BANF1", + "C1orf94", + "ANKRD40CL", + "CD226", + "CACNG6", + "BYSL", + "CCN1", + "CAMK2N1", + "CACNA1B", + "AK5", + "CASK", + "C1orf122", + "CCDC51", + "AQP6", + "ATP8A1", + "B3GNT4", + "CCNYL2", + "C2orf88", + "CCDC174", + "CD3E", + "CCNA2", + "CCL4", + "BCHE", + "CCL23", + "BPIFB6", + "C5AR2", + "CHKA", + "CHST10", + "C1QL4", + "CHRND", + "CDKAL1", + "CELSR2", + "C1orf43", + "ATP1B4", + "CHODL", + "BEX1", + "CDKN2A", + "ARFGEF1", + "C6orf62", + "CDCA4", + "CCL8", + "BTF3", + "AFF3", + "BPNT1", + "CCDC9", + "C3orf18", + "CCDC34", + "CAPN11", + "ATP2B2", + "C15orf48", + "CACNA1F", + "ADSL", + "CAMK2G", + "CEL", + "CDHR5", + "C3P1", + "CATSPER4", + "CCDC115", + "CEMIP", + "CCND3", + "BOD1L1", + "CARHSP1", + "CD247", + "CBX8", + "CELA3A", + "CEP15", + "C5orf47", + "CCER1", + "CADM1", + "AMZ1", + "CDC42EP1", + "ATIC", + "CEACAM16", + "BNIP2", + "CD300C", + "CCDC107", + "BLOC1S4", + "CASKIN2", + "ASPN", + "C8orf76", + "CELF4", + "CACNG5", + "BCL2L11", + "AVPR1B", + "BCS1L", + "BICRA", + "CCNJL", + "ANO3", + "ALPK1", + "CCDC54", + "BPNT2", + "ASPRV1", + "CDC25C", + "CLBA1", + "CFAP57", + "C12orf57", + "CASP5", + "C19orf18", + "ASB3", + "ATP5MC2", + "BCL2L13", + "CABP4", + "CHI3L2", + "C4orf36", + "BTN3A1", + "CASP6", + "BCL2L1", + "C8orf44", + "CCNE2", + "ATXN3", + "BRAF", + "CCNL2", + "CADPS", + "CDKN2A-AS1", + "CIBAR2", + "C5orf24", + "CABP2", + "ANKRD1", + "BLID", + "C22orf39", + "CES4A", + "C19orf38", + "CCDC39", + "BLTP1", + "CD47", + "BRD8", + "CD99L2", + "C1orf21", + "CLDN8", + "CAPN13", + "CARS1", + "CARD18", + "BCL11A", + "ARL8B", + "CASTOR3P", + "CHRNB4", + "ARL4C", + "CCL17", + "CBLN1", + "CA5B", + "BTNL8", + "C9orf50", + "CA8", + "CERS6", + "CCDC112", + "AURKC", + "CAPN2", + "CCM2L", + "CCDC140", + "CFAP210", + "CCDC86", + "BCAM", + "CDC42BPB", + "CCDC70", + "CAV1", + "CAPNS1", + "CD79A", + "CCR4", + "C1QA", + "CCDC159", + "CCDC80", + "BTN2A1", + "CANT1", + "CALHM5", + "CCL2", + "CDK5R2", + "BTN3A2", + "CATSPERE", + "C3orf38", + "CCT7", + "CCDC9B", + "CAMK2D", + "CBR4", + "CDH22", + "CEBPZ", + "CCDC184", + "CLEC4F", + "CCNO", + "CCT8", + "CARINH", + "CCKBR", + "CDH3", + "CD248", + "ARL6IP1", + "CDK18", + "CDC23", + "BAAT", + "CNTNAP2", + "CDSN", + "CLASRP", + "CETN3", + "CHP2", + "BMP4", + "CCDC63", + "BRD1", + "CDC6", + "CCNL1", + "CASP9", + "CD320", + "CBR3", + "CASP10", + "BORCS5", + "CATSPERD", + "CDK20", + "CCDC158", + "CDH2", + "BHLHE23", + "C1D", + "ARIH1", + "CNMD", + "CDR1", + "CBY1", + "CGN", + "CCDC181", + "CDH18", + "CCDC66", + "CA3", + "BST2", + "CEP164", + "CHRNA3", + "CCNDBP1", + "CERCAM", + "CEACAM6", + "CHCHD6", + "CLPS", + "BHLHE22", + "C3orf52", + "C8B", + "CAMP", + "BEND7", + "BTRC", + "CEACAM21", + "CCL5", + "APP", + "BRD10", + "CD70", + "ATF7IP2", + "BBS4", + "CALR3", + "CDC45", + "ATL3", + "BCCIP", + "CCDC28A", + "CCDC197", + "CFAP20", + "C8orf33", + "CCNJ", + "C6orf132", + "CBX2", + "CABLES2", + "CBLL1", + "BNIP5", + "CAMK1", + "CDHR1", + "CCDC116", + "CDCA8", + "CARD19", + "CADPS2", + "BCAP29", + "CLCA1", + "C16orf86", + "ANKRD36BP1", + "CACNA2D3", + "ATF6", + "CEP57L1", + "CIP2A", + "CCL13", + "CDH9", + "ATP8B2", + "CCDC47", + "CCDC122", + "APMAP", + "CDH6", + "CIMIP6", + "BEX5", + "B3GLCT", + "CBLC", + "CACNA1E", + "C20orf203", + "CCL25", + "BPIFB2", + "CEP44", + "ATP13A1", + "CC2D1A", + "C19orf25", + "CD81", + "CDKL2", + "CHRNA6", + "CHD3", + "BMP1", + "CD38", + "BICRAL", + "CD22", + "CBX6", + "CLPTM1", + "CD68", + "C1orf115", + "CDC42EP2", + "C8orf82", + "APOA2", + "CAMK2A", + "CCDC77", + "CACNA1C", + "CA11", + "CMA1", + "CD44", + "CCL7", + "CEACAM4", + "CALHM2", + "CEP170B", + "C1QTNF4", + "C8orf48", + "CD72", + "CHAMP1", + "CERKL", + "CEP162", + "CATSPER3", + "CLDN18", + "CDH19", + "CEP76", + "BRPF1", + "COG3", + "CBX5", + "CEACAM7", + "CCDC150", + "CHD8", + "CHRNA1", + "CNOT11", + "C17orf58", + "CCND2", + "CHM", + "CCNK", + "CIAPIN1", + "BATF", + "ARHGEF10L", + "CLDN20", + "CLN3", + "CENPBD1P", + "CNOT6L", + "C1orf35", + "CCL19", + "CD33", + "CBLN3", + "CLDN9", + "CCNE1", + "CCDC8", + "CD3D", + "CDCA2", + "ARMCX3", + "CDKL5", + "BAG1", + "CCDC59", + "B3GNTL1", + "CFAP73", + "CCDC81", + "CDX4", + "BANP", + "CDC42", + "CLEC9A", + "CASP3", + "CHAT", + "CFAP74", + "C21orf91", + "CCK", + "CAMLG", + "CHIC1", + "CALD1", + "CALM1", + "C15orf61", + "CCDC169", + "CNN1", + "CLRN3", + "CNN3", + "CD2AP", + "APOH", + "BIN3", + "BUD31", + "CCL22", + "ALG13", + "CCDC89", + "CENPV", + "CRYGA", + "CD207", + "CARMIL3", + "ACKR1", + "CLEC5A", + "CALB1", + "CASP2", + "CD180", + "CLRN1", + "BRICD5", + "BANK1", + "CBX4", + "CHRNA9", + "CEPT1", + "BTBD6", + "CDK7", + "CEP295", + "CDH8", + "BAALC", + "CDRT4", + "CCDC141", + "CCT5", + "CEMIP2", + "CHML", + "C19orf44", + "CCL24", + "CITED1", + "CAB39L", + "BMP2", + "CCDC17", + "CHD1", + "CDK12", + "CLDN19", + "CCSAP", + "CBY2", + "CAB39", + "CCDC167", + "CDC42EP5", + "C2CD4C", + "CCND1", + "CHAF1B", + "CCNG1", + "C2orf76", + "CCR5", + "CHCHD4", + "CEP55", + "CD8A", + "CD9", + "CCDC175", + "CENPF", + "AVIL", + "CAAP1", + "CDS2", + "CDK1", + "BLOC1S6", + "ARHGAP28", + "CEP112", + "CD164", + "CCT3", + "CENPL", + "CHMP1A", + "ATP2B4", + "CCDC92", + "CCNA1", + "CCDC62", + "CD79B", + "CCDC88C", + "CELA2A", + "ATP5IF1", + "CFAP45", + "CGGBP1", + "BHLHE41", + "C19orf73", + "CGREF1", + "BIRC2", + "ATG4D", + "CDCP1", + "CLEC2D", + "COL17A1", + "CCDC42", + "CDKN1C", + "C18orf21", + "CLCNKB", + "CLDN3", + "BIVM", + "CIART", + "CD86", + "ADCK2", + "CERS4", + "BLZF1", + "CLIC2", + "CCNB3", + "CHADL", + "CENATAC", + "ADK", + "C2CD5", + "CDIP1", + "CD3G", + "CLN6", + "ATOH8", + "CHERP", + "ANXA7", + "CCDC170", + "CAV3", + "CD160", + "C4BPB", + "CBLN2", + "CLDN6", + "BZW2", + "CDKN2B", + "CCDC22", + "BRD4", + "CENPK", + "CHCHD2", + "BCL10", + "CLUL1", + "CDA", + "BUB1B", + "CHCHD10", + "BICC1", + "CFAP43", + "CCDC43", + "CGNL1", + "CCDC88B", + "CELA1", + "CHCHD5", + "CD40LG", + "CLDN10", + "CCNG2", + "CDK14", + "CDC14B", + "AKAP1", + "CFD", + "CD48", + "CLEC4M", + "CETN2", + "CIC", + "BCL2L10", + "BBS7", + "C18orf32", + "ATP6V1E1", + "BTBD8", + "CCDC97", + "CLCN4", + "CKM", + "CLSTN2", + "CHSY3", + "CCDC50", + "C12orf60", + "CNKSR3", + "CA9", + "CCL11", + "CAMSAP3", + "CEP192", + "CC2D2B", + "BLCAP", + "CHST13", + "ARG1", + "CCR3", + "CIDEA", + "CLCN6", + "CCDC102A", + "AKAP9", + "C9orf43", + "CES2", + "CDC25B", + "CDC14A", + "CRCT1", + "CLCA2", + "CAPZA2", + "CLEC2B", + "CLSTN3", + "CDK9", + "CCNC", + "CD59", + "DAZL", + "CNOT4", + "CLCA4", + "CDT1", + "CHRM1", + "CCR9", + "CFAP36", + "CLXN", + "BCL9L", + "CACNA2D4", + "CLDN1", + "CDK5RAP1", + "CABYR", + "CEP128", + "CHUK", + "CILP", + "CD5", + "C21orf58", + "CLEC16A", + "CBR1", + "CCDC198", + "CLTCL1", + "CCL18", + "CLTA", + "ACTR3", "CDK3", - "ARHGEF11", - "MCHR1", - "MAP3K13", - "ANKFN1", - "ACAA2" + "CIB4", + "CFAP276", + "CCDC6", + "CLDN14", + "BAMBI", + "CNDP2", + "CNP", + "CGAS", + "COL9A1", + "COBLL1", + "CDKN2B-AS1", + "CYP2W1", + "COG5", + "CDCA5", + "CDK16", + "CLCA3P", + "CAPZB", + "CFAP298", + "CALB2", + "CMYA5", + "CIITA", + "CCSER1", + "CHFR", + "CASC3", + "CCDC172", + "CHRNE", + "CDC37", + "CCHCR1", + "CBL", + "CD6", + "CMAHP", + "CD74", + "CCNT2", + "CISD1", + "AXDND1", + "CCL16", + "CCDC91", + "CASP8", + "CH25H", + "COL6A4P2", + "CDIN1", + "CNOT8", + "CDK13", + "CLDN17", + "CKS2", + "CHRDL1", + "CLCN5", + "CHMP4C", + "CD163L1", + "CCDC85A", + "CD1B", + "CLEC10A", + "CFHR3", + "CISH", + "CHD2", + "CFAP184", + "CNNM3", + "CFAP161", + "CFHR5", + "CEP89", + "CHRNB1", + "CCDC146", + "CRYM", + "CFAP119", + "CAP2", + "CNIH3", + "CHST3", + "CMTM3", + "AWAT2", + "ATP5F1D", + "CDK5RAP3", + "CKAP2", + "CLDN2", + "CHIC2", + "CLCC1", + "CDX2", + "CRACR2A", + "CASZ1", + "CLRN2", + "CARF", + "C7", + "CARD8", + "CATSPERZ", + "COL22A1", + "CIB2", + "CLSPN", + "CDK5RAP2", + "CDADC1", + "COIL", + "CKAP2L", + "CEP19", + "CPB2", + "CIROZ", + "ARFIP2", + "BPIFB4", + "CEP85L", + "CDX1", + "CHMP7", + "CDH4", + "BTG3", + "CAVIN1", + "CADM3", + "CCDC83", + "CHST12", + "COX4I2", + "ARL11", + "CAP1", + "CCDC7", + "CFAP107", + "CHRDL2", + "CREB3L2", + "BBS2", + "CNKSR2", + "CYP2J2", + "CD300LF", + "CHRNA5", + "CDC34", + "CXCL3", + "CHST11", + "COLCA1", + "CA14", + "CHST9", + "COPS9", + "CFTR", + "CCR1", + "CDK5", + "CDCA3", + "CDH7", + "CAPRIN1", + "CHAF1A", + "CRP", + "CCDC69", + "ATP5PO", + "CCDC68", + "CCNT1", + "DLX3", + "BCL6B", + "CCDC88A", + "CFAP144", + "CHAC1", + "CDKN3", + "CNR1", + "CEACAM1", + "CLDN15", + "CISD3", + "CEBPB", + "CNRIP1", + "CEND1", + "CFAP53", + "CLEC12B", + "CCT4", + "CHMP2A", + "DLX4", + "CRACD", + "CRELD1", + "CPSF4L", + "C1orf174", + "DAND5", + "AGO3", + "CD7", + "CORO7", + "CRPPA", + "CD164L2", + "CCDC102B", + "DBNL", + "C11orf21", + "CRMP1", + "CD163", + "CPTP", + "AIFM1", + "CNR2", + "CDC27", + "CLK1", + "BAP1", + "CCNP", + "COQ6", + "CLCN2", + "CER1", + "CACNA1S", + "CXCL17", + "CCRL2", + "CDH11", + "CLGN", + "CRBN", + "CPSF3", + "CLCF1", + "COL4A4", + "BCAT2", + "C22orf23", + "AVP", + "ASB9", + "CNPY4", + "COL18A1-AS1", + "APAF1", + "CHST14", + "CUX2", + "CHI3L1", + "CAMK2N2", + "CDC16", + "CHURC1", + "CDH10", + "CDAN1", + "CD46", + "CXXC1", + "CLEC4A", + "COX6A2", + "CPNE9", + "DBNDD1", + "CNKSR1", + "CSRP3", + "CYP4F22", + "CMTR1", + "CHIA", + "CDCA7", + "CEP250", + "ATP1B1", + "CASP8AP2", + "CTBP1-DT", + "DBIL5P", + "COL23A1", + "CLDN22", + "CRTAP", + "CD63", + "CFAP46", + "CATSPERB", + "CEP68", + "ANXA4", + "CFAP141", + "DCAF4L2", + "CLEC14A", + "BLOC1S1", + "CCDC191", + "DCHS2", + "CEP85", + "CABIN1", + "CCL27", + "CARNS1", + "CFAP20DC", + "CFL1P1", + "CPNE4", + "CD27", + "CHEK1", + "CDK19", + "CIMAP2", + "CCDC85B", + "CRH", + "CFB", + "CCR10", + "ARRDC3", + "CFAP70", + "CEBPE", + "CHTF8", + "CENPE", + "CFAP54", + "CILK1", + "CFAP52", + "COL6A4P1", + "CDC20B", + "CYLC2", + "CAMSAP1", + "DCST1", + "CNN2", + "CCNB1", + "CYP11A1", + "CLASP2", + "COMP", + "C2orf42", + "CIMIP5", + "COMMD5", + "CLOCK", + "COL11A2", + "CNPY2", + "CRABP2", + "CEACAM18", + "ATF7IP", + "CFAP251", + "COL2A1", + "CASP1", + "DAGLB", + "CMC2", + "CRCP", + "CFAP299", + "CD300LD-AS1", + "CMAS", + "CIRBP-AS1", + "CCDC154", + "COL5A1", + "C6orf58", + "CCDC12", + "COQ8B", + "CLIP3", + "CENPX", + "CNTN2", + "ACTR6", + "CTCFL", + "C1orf210", + "CDHR3", + "CRYGB", + "COL11A1", + "CNTNAP1", + "CYP2E1", + "COPZ1", + "CERK", + "CUL4A", + "CHST7", + "CMKLR2", + "CDPF1", + "CPLANE2", + "DCAF17", + "CPT1C", + "CCNY", + "CDON", + "CMTM7", + "CFAP206", + "CROCCP3", + "CLIP4", + "CES3", + "CEP95", + "CFI", + "CCDC171", + "CIMIP2B", + "CNIH1", + "CDKN2C", + "DRC1", + "CDO1", + "COMT", + "DDC", + "CNOT10", + "COPS5", + "ALG6", + "CNGA3", + "COG6", + "CENPH", + "ATN1", + "CPNE2", + "CPSF2", + "CCDC14", + "CREB3L4", + "C10orf88", + "CTSH", + "CRTAC1", + "CNST", + "DRG2", + "CLUAP1", + "COA7", + "CHRD", + "CHPF2", + "CIMAP1C", + "CDIPT", + "C19orf12", + "CEP135", + "CFAP65", + "CFHR2", + "CD83", + "CIMIP4", + "AGTR1", + "DCP1A", + "CTXN1", + "CFL2", + "CLDN5", + "CIMAP1A", + "CITED4", + "DCAF8L1", + "CMPK1", + "CREB3L1", + "CMTM1", + "DCAF11", + "CHCHD7", + "ARHGAP29", + "CMTR2", + "COPS7A", + "CLEC3B", + "CCNH", + "CXCR5", + "CFAP144P1", + "DCLRE1B", + "CEP57", + "CENPM", + "COL7A1", + "CAND1", + "CNIH2", + "CDK2AP1", + "CENPO", + "CNBD1", + "DNAI3", + "CYP11B2", + "CPA1", + "CDYL", + "CPLX4", + "CLPB", + "CROCCP2", + "CPA6", + "COL1A1", + "CD69", + "CLMN", + "DHX35", + "CYP17A1", + "CETN1", + "CNNM4", + "COL4A6", + "DCAF4", + "ADAM21", + "COMMD8", + "CCR7", + "CNDP1", + "CRIP1", + "CCN2", + "ARSF", + "CIAO2B", + "CTSZ", + "CDC123", + "CCDC82", + "COG4", + "CCDC18", + "CEP63", + "CMPK2", + "CPNE7", + "DMPK", + "BAG2", + "CIB3", + "CELF3", + "CDH1", + "CDV3", + "CLIP2", + "CPSF7", + "CELSR1", + "CDH16", + "CNTNAP5", + "CCDC124", + "DDX39B", + "DACT2", + "CLECL1P", + "CRB1", + "DBT", + "CDS1", + "CD14", + "DCAF12L1", + "CITED2", + "BGN", + "COMMD10", + "CLEC4D", + "CIMAP3", + "CIT", + "CKMT2", + "CMKLR1", + "CDH13", + "CEP72", + "CDK6", + "CENPS-CORT", + "DBN1", + "CHST15", + "DCAF7", + "CD2BP2", + "COX7B2", + "DNAAF2", + "CEP83", + "CYP2C18", + "CTF1", + "CIR1", + "CDR2", + "CYP7A1", + "CSNK1E", + "CSN1S1", + "DNAH9", + "DOK7", + "CHRNA10", + "CORIN", + "CLEC3A", + "CHMP6", + "CEP126", + "DCTN1", + "COL16A1", + "CKAP5", + "CHRNG", + "COMMD2", + "CUBN", + "CASQ2", + "CHTF18", + "COBL", + "CLVS2", + "CECR2", + "CBFB", + "CROCC", + "CREBZF", + "DMRTA2", + "CNOT2", + "CST6", + "CALCOCO2", + "DNAJC6", + "DCHS1", + "COASY", + "CDKN1B", + "CEACAM20", + "CNTN5", + "CTSE", + "DIO1", + "CEP20", + "ELK4", + "CHD5", + "COG2", + "CHRNA2", + "DLGAP2", + "CDK5R1", + "DLX5", + "CD52", + "CHST8", + "DAGLA", + "CTNNBL1", + "CSNK1G3", + "CPB1", + "CXCR6", + "CLDN16", + "CLEC1A", + "CSTF3", + "CHRNB2", + "CCNB2", + "DDX3X", + "CUL3", + "DENND2B", + "CCDC60", + "CAPN9", + "DOHH", + "CHRNA4", + "CEACAM3", + "CCDC125", + "CEP41", + "CSRNP1", + "CRTC1", + "DHX33", + "CD300LG", + "DXO", + "CETP", + "CERT1", + "CENPC", + "CTCF", + "CEP350", + "DEFB129", + "CPE", + "DUSP13A", + "CNPY1", + "DELE1", + "CYBA", + "CCDC27", + "DBR1", + "CSDC2", + "CGA", + "CHD9", + "C1QB", + "DHRS2", + "CSGALNACT2", + "CNBP", + "COL6A2", + "ATPSCKMT", + "CLDN4", + "CD276", + "C5orf22", + "DAPK3", + "CR2", + "DSCAML1", + "DPYS", + "CYSLTR2", + "CERS5", + "CTNNA2", + "C12orf71", + "CXCL16", + "DIP2B", + "CROT", + "CRIPT", + "COPS2", + "CPD", + "CFP", + "CYP20A1", + "CRAMP1", + "CRYAB", + "CORO1C", + "DSC1", + "DKK2", + "CTH", + "CRYBG3", + "DTX3", + "DNAI7", + "CIPC", + "DLL3", + "CORO1A", + "CYP3A43", + "C19orf53", + "DEPDC5", + "CNTRL", + "CLEC1B", + "CALR", + "DNAH7", + "CD1D", + "DOK5", + "COL24A1", + "COMTD1", + "CHRM5", + "CSNK1A1L", + "CYP4F8", + "CSTL1", + "DAZAP1", + "CWF19L2", + "DHH", + "CPT1A", + "CST1", + "CHD1L", + "CTNND2", + "CDC42EP4", + "DBI", + "COG7", + "CYP2S1", + "CRYBA4", + "DSG1", + "C1orf52", + "CAPSL", + "EWSAT1", + "CRISPLD2", + "CHID1", + "CDH17", + "COMMD3", + "COQ3", + "CLNS1A", + "COL5A3", + "CRYGN", + "CDC42SE1", + "CELF1", + "ARL1", + "CSN3", + "CPXCR1", + "CHCT1", + "ATPAF1", + "CIRBP", + "CHORDC1", + "CYP11B1", + "COL10A1", + "CYP2A6", + "B4GALT6", + "CPNE8", + "DDX41", + "DERA", + "DLEU7", + "CRELD2", + "CPNE6", + "COL3A1", + "CYP26C1", + "CYP7B1", + "DPH7", + "CD53", + "DLK2", + "DNASE1L2", + "DUSP28", + "CENPQ", + "CD1C", + "DDX20", + "DCTN2", + "CNGA1", + "CDC7", + "DNAAF8", + "CAVIN3", + "COLEC11", + "ARMCX1", + "CDK2AP2", + "DRC3", + "DHX32", + "DCTN6", + "CYP46A1", + "CLN8", + "DNM2", + "DNAAF3", + "CD300A", + "CMTM2", + "COL9A2", + "DHRS12", + "DOK4", + "COPA", + "CD302", + "CMSS1", + "ESPL1", + "COQ9", + "DIPK2A", + "CHRNB3", + "BORA", + "CNTN4", + "DPEP1", + "CLDN11", + "CRYBB3", + "CYP8B1", + "CELF2", + "DAPK2", + "DGKG", + "COX16", + "DES", + "EDDM3B", + "CLVS1", + "CDKL3", + "CDC5L", + "CEP152", + "DNAJC18", + "CHST2", + "C7orf25", + "CNTN6", + "CCR2", + "CNOT6", + "DCTN5", + "CYLC1", + "DACT3", + "DACH2", + "CUEDC2", + "CFAP300", + "EDC4", + "DDX31", + "COA3", + "COX5B", + "CPOX", + "CHCHD1", + "CRY2", + "EPCIP", + "CEBPG", + "DLX2", + "CYB5RL", + "CSNK1G1", + "CCT6A", + "DARS1", + "COPG2", + "COLGALT1", + "DNER", + "CLINT1", + "DNLZ", + "DNAJC2", + "DNAH6", + "CTAGE1", + "DDB1", + "COA6", + "CHPT1", + "CHST4", + "CPEB3", + "DNAJC17", + "CLTB", + "CLC", + "CD55", + "CYB561D1", + "DENND4B", + "CPZ", + "CNGA4", + "CYB5R4", + "DLX1", + "COX4I1", + "CREBRF", + "CLDND1", + "COX18", + "DOLK", + "DCK", + "CISD2", + "CASC2", + "CARD6", + "CYP4Z2P", + "EPN3", + "CXADR", + "CLEC4E", + "C2CD2", + "CEP120", + "CTU2", + "DHRS7C", + "CPAP", + "DNMT3A", + "CCL20", + "DENND1A", + "CFAP61", + "CP", + "DCAF4L1", + "DAO", + "DAP3", + "CSNK2A2", + "CLHC1", + "DEXI", + "CXXC5", + "DGKE", + "DOP1B", + "CAPN7", + "CPA5", + "CEACAM8", + "CFAP77", + "CFAP126", + "DDX47", + "CYBB", + "DOCK10", + "CUL1", + "DRC7", + "CYB5R1", + "EDEM1", + "DNAJB11", + "CRISP3", + "DIABLO", + "DCAF6", + "CLEC2L", + "COMMD6", + "DOLPP1", + "CSTB", + "CTSF", + "DDIT4L", + "CPO", + "CWC15", + "CTSV", + "COA1", + "DCDC1", + "CSE1L", + "CTIF", + "CRACDL", + "COL12A1", + "CYTL1", + "DNAJA1P5", + "FAM241B", + "DHDH", + "CUL9", + "COL6A5", + "CPT2", + "CYB561A3", + "DRP2", + "CFAP58", + "DIMT1", + "CSNK2B", + "CMTM6", + "CXCL1", + "CIMIP1", + "DUOX2", + "CRTAM", + "DECR2", + "CYP2C19", + "DEPDC1", + "DNAJC15", + "DHX40", + "DDX6", + "DNAJC16", + "DHTKD1", + "CELF5", + "COLGALT2", + "C10orf105", + "COX19", + "DNAJC3", + "CTC1", + "DAW1", + "CTDSP2", + "EED", + "EPHA1", + "DGCR5", + "CNOT7", + "CNTD1", + "CNTROB", + "COQ7", + "CTTNBP2", + "CLDN23", + "CRADD", + "CTPS1", + "COA5", + "DPH6", + "CXCL11", + "CWC22", + "CRYL1", + "ETV4", + "ELMO3", + "CIAO2A", + "COL19A1", + "DNTT", + "DSG4", + "DDX25", + "DNAJB14", + "CACNB1", + "FANCD2", + "CTNNA3", + "DPH3", + "CSF3", + "CYTH4", + "CLDN12", + "CYB5D1", + "DLL4", + "CSTPP1", + "EDA", + "DHX34", + "CIAO3", + "CXCL8", + "CCDC61", + "CHSY1", + "DCUN1D4", + "COCH", + "DYNAP", + "CPNE3", + "CDKN2AIPNL", + "CST4", + "DCLRE1A", + "DNAJC8", + "CLEC17A", + "EGR4", + "ERCC8", + "DDI2", + "CRLF1", + "CRISP1", + "EQTN", + "DUSP23", + "CCR6", + "CYP4X1", + "CST9L", + "DNAH1", + "CYP4F2", + "COX14", + "CST9", + "DGKD", + "COX6B1", + "E2F1", + "CHN1", + "CTSK", + "CD244", + "CINP", + "CHMP4B", + "ELL", + "EPB41L4A", + "CHMP1B", + "FOXL1", + "DLG5", + "DDX4", + "CSRP2", + "CIDEC", + "CCNB1IP1", + "DDB2", + "CUL5", + "DAXX", + "CWC27", + "DUS3L", + "DRD1", + "DYRK3", + "CUTC", + "DTX3L", + "FRMPD1", + "CIDEB", + "DPP9", + "CLIC3", + "DLK1", + "CTNNBIP1", + "CNNM1", + "CTAG2", + "ELMOD1", + "COX11", + "DDAH2", + "BHMT2", + "DLGAP1", + "CYYR1", + "DNAJC25", + "CST8", + "DEPDC4", + "CYLD", + "CHRM3", + "CSF2", + "CREBL2", + "ENTPD6", + "EEF1AKMT1", + "DUOX1", + "CBLB", + "CREB1", + "CMC1", + "DNHD1", + "DSE", + "DAG1", + "DUSP4", + "DZIP1", + "EPHX2", + "DUS4L", + "EPGN", + "DPP7", + "CTDP1", + "EFCC1", + "DAPL1", + "H2BC3", + "DIS3L", + "CYP1B1", + "DHRS7B", + "DHX15", + "CRIPTO3", + "DKC1", + "DAPP1", + "DCAF8L2", + "CHDH", + "CSF2RB", + "CNTFR", + "DCAF8", + "DGKH", + "CSRNP2", + "CTSO", + "DUSP19", + "CFAP97", + "CLPTM1L", + "DEFB125", + "CPEB2", + "DUSP29", + "EPHB1", + "CTSD", + "EN1", + "COX10", + "DHX38", + "ELL2", + "DNAH17", + "CIMAP1D", + "DYNLL1", + "DDX56", + "CCM2", + "DMKN", + "CSDE1", + "CREM", + "CD209", + "DKK1", + "COPB1", + "DNM1L", + "CNFN", + "BACE2", + "DLG4", + "CLIP1", + "CERS2", + "CEP70", + "CHPF", + "DGAT2", + "DDX5", + "CIMIP2C", + "CXCR1", + "DENND3", + "FCRL6", + "DTYMK", + "EIF4E1B", + "DNAJB5", + "CPA2", + "CPXM2", + "DNASE2", + "CYSRT1", + "H4C1", + "CYB561D2", + "CPED1", + "GML", + "DBH", + "CTSG", + "COQ4", + "DIRAS3", + "CLP1", + "CXCL10", + "DTNBP1", + "DERL2", + "DEGS2", + "BRD3", + "DEFB114", + "DTWD1", + "GJB1", + "CCPG1", + "CLPP", + "BTLA", + "CYBC1", + "CLEC20A", + "DMXL2", + "CFAP263", + "CAVIN2", + "DDIAS", + "EIF3D", + "CSMD2", + "DRD5", + "CTBS", + "DUSP12", + "CLIC6", + "F13B", + "CSRNP3", + "CLIC5", + "CFAP91", + "DSEL", + "CRYAA", + "FOXG1", + "CRTC2", + "CDK17", + "CFAP410", + "DDX11", + "CZIB", + "ERVFRD-1", + "DCAF12", + "CYP39A1", + "DLGAP3", + "FGA", + "CHST6", + "DCP1B", + "FBLN7", + "DIO3", + "C22orf31", + "DDX28", + "DNAJC28", + "CYB5R2", + "DAPK1", + "CCNQ", + "COX7B", + "CCNF", + "ELFN1", + "DMAC2", + "FAAH2", + "CREB3L3", + "CCDC25", + "DHX36", + "COL6A3", + "EXOC8", + "CTNS", + "CIB1", + "DEFB132", + "CKAP4", + "FAM170A", + "CXCR2", + "DEGS1", + "CSTF2T", + "FERMT1", + "CRAT", + "DROSHA", + "DICER1", + "CPLX1", + "FAF2", + "DDX54", + "CD36", + "DNAJA4", + "CSNK1G2-AS1", + "FUNDC2P2", + "DNM1", + "DNAAF1", + "DNAI2", + "CRYGC", + "CYTH1", + "DUSP5", + "ELMOD3", + "GADL1", + "ERMN", + "DTX1", + "DIAPH3", + "COX8C", + "FDCSP", + "COL1A2", + "DKKL1", + "ENDOG", + "DMBX1", + "FAM83A", + "CIZ1", + "DAB1", + "DHX58", + "EXOSC5", + "CFAP69", + "CWF19L1", + "DNAJC4", + "OR1M1", + "DAAM2", + "ERG", + "ESYT3", + "GALT", + "DNAAF4", + "GRM3", + "DCAF12L2", + "COQ2", + "EFCAB2", + "HOMEZ", + "DBF4B", + "CYP4F11", + "DTD1", + "COMMD1", + "DDX24", + "FAM181A", + "GPR141", + "CAPG", + "DHX37", + "ERLIN2", + "DLGAP5", + "FOXK1", + "ELP4", + "CPM", + "FAM219B", + "CPXM1", + "CD2", + "DRGX", + "EMX2", + "DCT", + "COL6A6", + "CLU", + "DNAJB7", + "DMRT1", + "EPCAM", + "HAO1", + "CTNNAL1", + "CNTN3", + "EZR", + "DKK4", + "EVA1C", + "BRSK2", + "ELOA", + "ETV5", + "COL4A3", + "DCX", + "DPH5", + "DYNC2LI1", + "CYTH3", + "DEFB119", + "CD200", + "CWH43", + "CRY1", + "GALNT6", + "ENTPD7", + "DHFR2", + "COL8A2", + "CENPB", + "ERICH3", + "CPLANE1", + "CTSL", + "EEFSEC", + "FBXL17", + "DCUN1D3", + "DNPEP", + "DOCK6", + "EFCAB13", + "FBXO16", + "ATP5MC1", + "CTSA", + "CMTM4", + "FBXL9P", + "CCDC148", + "DDHD2", + "ELOF1", + "CCDC157", + "DYRK1B", + "DECR1", + "DIDO1", + "FIZ1", + "EFHD1", + "FUT4", + "COL18A1", + "EPYC", + "CUL7", + "DLEU1", + "FADS6", + "CCNYL1", + "ELAVL2", + "ENPP7", + "C3orf70", + "ESRRB", + "DIPK1B", + "DDAH1", + "DYM", + "CDNF", + "EPHB6", + "HAGHL", + "ERF", + "E4F1", + "GSX1", + "GRM2", + "CD109", + "DIPK1C", + "CTDSP1", + "DPM2", + "COQ10A", + "CLEC4G", + "DGKB", + "ECHDC2", + "DDX39A", + "FSIP1", + "EHBP1", + "ILDR1", + "DBF4", + "CYB561", + "DLEU2", + "FAM32A", + "DYRK1A", + "ALDH4A1", + "FER1L5", + "CYP4V2", + "CEP290", + "DNAJB6", + "CYP2C9", + "E2F3", + "ERCC1", + "CMTM8", + "CXCL12", + "CD34", + "CD200R1", + "CD84", + "FBXW8", + "CPLX2", + "CSMD3", + "DNTTIP1", + "GAL3ST4", + "ENGASE", + "DEFB124", + "DNAJC1", + "ELMO2", + "KDM2B", + "FBN3", + "FAT4", + "MSH4", + "EXOC3", + "DNMT3B", + "CRX", + "ESPN", + "DCAF5", + "COQ10B", + "EDAR", + "DGCR8", + "EID2B", + "GLI1", + "CRLS1", + "EBI3", + "CST11", + "DLG1", + "COX20", + "GPR143", + "CANX", + "EPN2", + "DIRAS2", + "DPH2", + "DNAH8", + "HID1", + "COPS3", + "EML5", + "DCLK2", + "H4C7", + "CX3CR1", + "CYSTM1", + "ELFN2", + "HOXD10", + "EPPIN", + "DNAH3", + "DDX55", + "EVC2", + "CNNM2", + "CPSF1", + "CYP51A1", + "DDI1", + "DEPP1", + "CSTF1", + "FGF5", + "DYNLRB2", + "CDR2L", + "IL21", + "CRYBB1", + "CDK2", + "CRKL", + "ERCC6", + "CFAP221", + "CPNE5", + "DZANK1", + "CRYGD", + "CHGB", + "DNASE2B", + "EID2", + "CLYBL", + "FFAR1", + "DEFB127", + "ERAS", + "DHX16", + "DUSP3", + "ELOA2", + "LCN15", + "EIF1B", + "CYP1A2", + "DPY30", + "GLIS3", + "CYFIP2", + "DENND5A", + "DFFA", + "COPB2", + "DSG3", + "DEPTOR", + "DESI1", + "CTDSPL2", + "CMIP", + "FGFR4", + "GPR87", + "FAM83D", + "CHIT1", + "CRIP2", + "OTUB2", + "GPR31", + "ESM1", + "FN3K", + "CSPP1", + "CEP78", + "ENTR1", + "CYP27B1", + "DHX8", + "EFL1", + "COL15A1", + "EIF2B1", + "GAS8", + "CLTRN", + "COTL1", + "DPP4", + "DVL1", + "DHPS", + "GPC2", + "CTLA4", + "EIF3J", + "DPM3", + "EFCAB5", + "KLHL31", + "DHX29", + "CREG1", + "DYNC2I2", + "ADAMTSL3", + "ETNK1", + "FABP2", + "COPZ2", + "DOCK5", + "ITGAD", + "DALRD3", + "COG1", + "ODAD2", + "ETS1", + "FAM199X", + "GIPC3", + "FAM180B", + "HORMAD2", + "EML6", + "LY6G5C", + "GFRA4", + "GNPDA2", + "FAP", + "FLJ30679", + "DOP1A", + "DSTYK", + "DCLK1", + "F11R", + "CENPU", + "ELOB", + "DUSP26", + "DQX1", + "CLTC", + "CYP1A1", + "IGLV7-43", + "KCNH1", + "BHLHE40", + "EYS", + "CRABP1", + "BTBD9", + "CRIM1", + "CDK10", + "GAS2", + "FANCD2OS", + "FAM210A", + "MAP3K19", + "FBRS", + "DENND6A", + "DIRC1", + "EDDM3A", + "GNG4", + "HOXC5", + "DENND4C", + "DYNC2H1", + "DEPDC1B", + "KLC4", + "CCT2", + "CTTNBP2NL", + "FASTKD3", + "CORO1B", + "EGLN3", + "MAS1", + "FBXL6", + "DTX4", + "EFCAB12", + "CTSB", + "FLRT1", + "IGHMBP2", + "H2AC16", + "DNAJC30", + "CTR9", + "DDX59", + "CLSTN1", + "CNGB3", + "CPSF6", + "ENAH", + "DYNC1I1", + "DOCK8-AS1", + "KTN1-AS1", + "EXOSC7", + "CDC73", + "OR10W1", + "CYP1B1-AS1", + "FEV", + "DHX9", + "GHRL", + "CST2", + "CELSR3", + "FAM209A", + "CNOT1", + "CD1E", + "GALNT9", + "FOXS1", + "DEFB128", + "EXOG", + "CRISPLD1", + "FBXO5", + "DSCAM", + "FN1", + "DNAI4", + "FAAP24", + "DPYSL5", + "IL11", + "DANCR", + "DOCK7", + "HNRNPL", + "DPH3P1", + "EXOC5", + "DGAT2L6", + "COPRS", + "SIGLEC6", + "FMO6P", + "CSN2", + "DNAJC14", + "EDEM2", + "GARNL3", + "CLEC11A", + "HCN1", + "GAL3ST1", + "CSPG5", + "COX7C", + "CSNK1G2", + "GRM1", + "FAM241A", + "FHDC1", + "FAM120C", + "CRACR2B", + "GJC1", + "CTU1", + "FCRLB", + "CIAO1", + "HAPLN4", + "DDX60", + "DGKQ", + "GGACT", + "OR52E8", + "DNAH2", + "RAPGEFL1", + "HCN3", + "CSMD1", + "HOATZ", + "CTPS2", + "DPEP3", + "CNGA2", + "EFNA5", + "EPG5", + "COP1", + "IAPP", + "CRLF3", + "EFCAB14", + "DDX49", + "ENHO", + "ENTHD1", + "CNBD2", + "ZNF852", + "SPINT4", + "EGFL8", + "DNAJB13", + "FAM83H", + "DNAH5", + "FANCM", + "FZD9", + "GRID2", + "IL2RA", + "NIPA1", + "GSTO2", + "GH1", + "CYP2R1", + "IL36A", + "KLHL9", + "HEPHL1", + "FRK", + "CREBBP", + "HNF4G", + "GSG1L", + "FGF14", + "CDC42SE2", + "CKB", + "CYCS", + "FAM218A", + "DDA1", + "EVPL", + "ERFE", + "FYB2", + "DNALI1", + "FLACC1", + "CEACAM19", + "DISP2", + "DNASE1L1", + "DLX6", + "FAM136BP", + "NATD1", + "DYNC1LI1", + "COX15", + "EPB41L4B", + "EIPR1", + "SLC37A1", + "DYNLT2", + "CHD7", + "EMID1", + "DLGAP4", + "HS6ST2", + "HERC3", + "GRM4", + "HOXC11", + "FOXI1", + "GOT1L1", + "DCLK3", + "EBAG9", + "EIF3M", + "BDH1", + "EAF2", + "DOCK11", + "C1QC", + "FAM98C", + "INTS1", + "FKRP", + "DIP2C-AS1", + "CSGALNACT1", + "DPP6", + "CHRAC1", + "CHAC2", + "DNAL1", + "GALNT13", + "CD37", + "DHX57", + "CEACAM5", + "ENO4", + "FAM114A1", + "E2F7", + "FTCD", + "KCTD19", + "CHAD", + "DNAAF9", + "DPYSL3", + "OR4P4", + "EGF", + "CPA4", + "ERH", + "DTL", + "FAM131A", + "CNPPD1", + "EMG1", + "GFRAL", + "GCNT2", + "DLST", + "IL5RA", + "ELAVL1", + "DRICH1", + "KRTAP4-2", + "F7", + "EIF5", + "DNPH1", + "DOK2", + "EPHA8", + "EHF", + "DGKZ", + "KLHL12", + "CXCL9", + "EGLN1", + "GPM6A", + "DNAJC13", + "DRAM1", + "DPY19L1", + "CYB5R3", + "DDOST", + "NEUROG3", + "HELZ2", + "GPR78", + "FXYD7", + "EEF1A2", + "DNAJC27", + "CCDC93", + "ENOPH1", + "MAPKAP1", + "CREG2", + "STK31", + "KCNK2", + "DRAP1", + "FSCB", + "EAPP", + "ELOVL2", + "FAXDC2", + "MAGEC3", + "FAM81A", + "GABBR2", + "FAM117B", + "CRYBG2", + "EDA2R", + "GSS", + "EVX2", + "GAMT", + "FBN2", + "GAS8-AS1", + "CSK", + "LINC01465", + "FAM50B", + "EPX", + "DHODH", + "GDPD3", + "FAM83B", + "FATE1", + "NLRC4", + "CPN2", + "CSAD", + "NR4A2", + "DOCK3", + "DRAM2", + "DDX3Y", + "GAR1", + "CRNKL1", + "ELOVL7", + "IGFBP2", + "COLEC12", + "DCC", + "NT5C", + "IGF2-AS", + "OPHN1", + "EIF3H", + "HDX", + "GDPD2", + "EME1", + "FAM3D", + "CST3", + "DPF2", + "MOG", + "CSRP1", + "IL17RE", + "EFS", + "FSCN3", + "DNAH11", + "CFAP44", + "PDX1", + "FGF8", + "FARS2", + "EIF4EBP1", + "EIF4E2", + "EIF2B2", + "GNRH2", + "GPR174", + "EBNA1BP2", + "HAO2", + "HNRNPUL1", + "CPQ", + "MCHR2", + "GNAT3", + "FXYD3", + "FDX1", + "CHTOP", + "EFTUD2", + "GNAO1", + "EHBP1L1", + "CRYZ", + "DDR2", + "B4GALT7", + "COX6C", + "MSTN", + "HSD3BP4", + "EPO", + "EXOSC3", + "DTHD1", + "GNL1", + "GDF2", + "NEXMIF", + "GCM1", + "DKK3", + "GLE1", + "CST5", + "FXYD6", + "FAM170B", + "FAHD1", + "HTR7P1", + "DCBLD2", + "DSCC1", + "FTH1", + "FBXL15", + "CRIP3", + "EIF1AX", + "ECH1", + "LINC00336", + "DTNA", + "DCTN3", + "CUTA", + "DIP2C", + "DMC1", + "GABRR2", + "PEF1", + "ITGA11", + "F8", + "NPAS3", + "DVL2", + "GJB4", + "FOXR2", + "GPR152", + "DDX19A", + "KCNQ3", + "DPY19L4", + "KDM4D", + "F3", + "DIAPH1", + "EXOC2", + "FAS", + "GRK1", + "HEATR4", + "FGD6", + "ZDHHC22", + "HOGA1", + "FBLN1", + "DENND11", + "EBF4", + "MUSK", + "MUC6", + "P2RX2", + "EGFL7", + "FANCF", + "LGR6", + "HIGD2B", + "DNAJC7", + "ESRP2", + "FBXO21", + "FAR1", + "DDX51", + "FAM124B", + "DMRTA1", + "DERL3", + "KYAT1", + "GPR37L1", + "DCTPP1", + "DNAH12", + "FAT3", + "ELF5", + "DR1", + "FHIP1A", + "FOXI2", + "EFCAB11", + "GLP2R", + "ETV2", + "EHMT2", + "GNL3", + "CHCHD3", + "ILK", + "EMX1", + "FREM3", + "GPRIN1", + "FOXP4", + "FCAMR", + "FOXD2", + "FABP1", + "EDN1", + "ESR2", + "GLRA1", + "DMRTC2", + "GSTA2", + "DNAJB1", + "CPSF4", + "DCSTAMP", + "EXOC4", + "FOLR3", + "BLOC1S3", + "EMC9", + "GPR148", + "DDX23", + "H2AZ2", + "FLJ13224", + "FAM228A", + "INA", + "CD58", + "ENTPD3", + "FBH1", + "FLAD1", + "HAUS2", + "LINC00051", + "CDH12", + "GTPBP3", + "EXT1", + "GNG12", + "ECI1", + "DHRS9", + "PGLYRP3", + "IL37", + "FTSJ1", + "GABARAPL1", + "IKZF5", + "FMNL3", + "DCD", + "EHD3", + "H1-1", + "PRG2", + "OR4F15", + "EPOP", + "DLC1", + "FAM174C", + "GNA13", + "IHH", + "KIF5A", + "GNB2", + "TAF6L", + "CPN1", + "CEP104", + "HOXB13", + "ETS2", + "CYMP", + "H3C1", + "ICAM4", + "FNIP1", + "EPHB2", + "ECT2", + "KIF3C", + "LINC00574", + "LMOD3", + "EXOC3L2", + "CTBP1", + "FKBP7", + "EIF3B", + "MGAT3", + "FAM107A", + "TBX21", + "GATA1", + "CNTNAP4", + "LOXHD1", + "GUCA2B", + "EFEMP2", + "GAPDH", + "DIPK1A", + "GPNMB", + "EMILIN3", + "MCM3AP-AS1", + "IFNE", + "HARBI1", + "PTCRA", + "GUCA1C", + "DCAF15", + "GINS1", + "DEFB123", + "MED10", + "DARS2", + "CATSPER1", + "GSTA3", + "MNX1", + "PAEP", + "EEF1AKMT3", + "FAM30A", + "FAHD2A", + "DYNC1LI2", + "GPX2", + "OR10K2", + "EDN2", + "FBXO33", + "DDIT3", + "FGF18", + "HEATR9", + "COL9A3", + "GPR108", + "GCNT7", + "P3H4", + "GRM6", + "FAM168A", + "FZD4", + "COL21A1", + "PRRG3", + "CDK4", + "CYP2U1", + 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- "recall": 1.9047619047619047, - "f1": 1.2981360949406375, - "jaccard": 0.6543978186609096 + "precision": 0.11193603064612194, + "recall": 4.5, + "f1": 0.21842183539163734, + "jaccard": 0.10933778576439349 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_None.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_None.json index 42ce3e16f477df3e7168d75f48fd5a50dcd0b0ad..be482cd215fbe8e8fa29e3384c8acabda768f7d8 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_None.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_None.json @@ -1,258 +1,366 @@ { "significant_genes": { "Variable": [ - "AASDH", - "A1CF", - "AAK1", - "AA06", "A1BG", + "A2M", + "ABL2", "AADAT", - "ABCB10", - "ABCB1", - "ADPGK", - "ABHD17B", - "ADAMTS14", - "ADAM33", - "ARHGAP1", - "ABCA17P", - "ACAD11", - "ABCC5", - "ABCA9", - "AOPEP", - "ABHD14B", - "ABTB1", - "ADH4", - "AIFM3", - "ADAT2", + "AAMDC", + "CCDC38", "ABCB8", - "AKAP13", - "MEAK7", - "CENPO", - "AKNA", - "AAGAB", - "ABHD16A", - "DCUN1D5", - "ANKFN1", - "ADCY1", - "AK4", + "AP2A2", + "ACTRT2", + "ACTN2", + "AARSD1", + "ACBD7", + "ACKR3", + "ATG9A", + "ADARB2", + "CHRNA3", + "ALKBH6", + "ANAPC2", + "ACOX2", + "C1D", "AFF3", + "API5", + "TMPRSS11A", + "AARS1", + "AARS2", + "CREB3L2", + "ABI1", + "ACTBL2", + "ACMSD", "ABHD17C", - "ABI3BP", - "CRTAP", - "ADCY5", - "ACKR3", - "ADAM22", - "CCDC71L", - "ACTG2", - "ACTA2", - "ANAPC1", - "ADARB1", - "CERS6", - "ADAMTSL1", - "RRP1", - "ANK2", - "ALPK1", - "TRIM61", + "ACAA2", + "ANO2", + "ABCF1", + "ADAMTS5", + "MGARP", + "CASP9", + "ACER3", + "AGBL2", + "DAZL", + "ACER1", + "SULT1C2", + "AMH", + "ACP6", + "ANKRD18B", + "ABHD15", + "METTL25B", + "ACTR3B", + "FLYWCH2", + "AMPH", + "AKR7A3", + "C19orf44", + "CHRNB2", + "ASB14", + "ACSBG1", + "ASB2", + "MERTK", + "CTRC", + "ARHGEF39", + "ABLIM1", + "KRTAP10-8", + "GAL3ST3", + "ANKRD31", + "ST3GAL3", + 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a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Obesity.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Obesity.json index afc7b2330247a9b43f41921705a85f2d539031dc..c6fb31c2b6f96be8d33eed5e0f0cf2954884a34f 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Obesity.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Obesity.json @@ -1,225 +1,11715 @@ { "significant_genes": { "Variable": [ + "A1BG", "AADAT", - "A1CF", - "ADAMTS14", + "AAA1", "AAK1", - "AKAP13", - "C1QTNF7", - "A1BG", - "ABCC3", - "ABHD16A", - "ADCY1", + "AAAS", + "A4GNT", + "A2M", + "AARSD1", + "AANAT", "ABCB8", - "ACO1", - "AP1G1", - "ADAM33", + "ABCC8", + "A1CF", + "ABCD2", + "ABCB4", + "ABCC11", + "ABCG2", + "AATF", + "ABHD17C", + "AASS", + "ACAA1", + "ABCA10", + "AADACL2", "ABI2", - "AA06", - "TMEM127", + "ABHD6", + "ACAD9", + "ABHD13", + "ABCA12", + "ACAN", + "AACSP1", + "AATK", + "ABCB6", + "AADAC", + 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"BTBD2", + "ANO6", + "ASPA", + "APCS", + "C16orf92", + "ART5", + "ATRNL1", + "ANKRD33B", + "BMP8A", + "ALDH1A2", + "ARHGEF37", + "BRF2", + "AGAP2", + "ABT1", + "ARHGDIA", + "ATM", + "AGO2", + "AHCYL1", + "ASB4", + "ATP6V0A4", + "AKT1", + "ANP32CP", + "ALDOC", + "AMOTL1", + "AP1B1", + "ATAD2", + "ARRB1", + "ANK2", + "ARL6", + "AKT1S1", + "ALPK1", + "APRT", + "ANKRD7", + "APCDD1", + "AHCTF1", + "ANKRD40", + "ACYP1", + "ARSG", + "ASB16", + "ATXN10", + "AMOTL2", + "AMBN", + "ARPP21", + "ATXN7L2", + "B3GNT8", + "ATP6V1G2", + "APRG1", + "ADGRB1", + "ARHGAP11A", + "ARC", + "ATOX1", + "ANO3", + "APLP1", + "BDKRB2", + "ASB11", + "ANKRD35", + "ARMC7", + "ANKFY1", + "AMBP", + "BAIAP3", + "ANKFN1", + "ANAPC11", + "BCAS3", + "ATP1A3", + "BCL9", + "ARHGAP22", + "ATCAY", + "AJUBA", + "AIG1", + "AK5", + "ARMH4", + "AFG3L1P", + "APTX", + "ABI1", + "ARRDC1", + "ALG9", + "ARK2C", + "APOL1", + "ANGPTL7", + "ALDH9A1", + "ASIC4", + "ARIH2OS", + "AJM1", + "ARHGAP26", + "AP2B1", + "BAIAP2L2", + "ANAPC15", + "BCORL1", + "AKR1E2", + "B3GNT9", + "APOBEC3C", + "ATP2C2", + "ARHGEF18", + "AFAP1-AS1", + "ANKRD1", + "C12orf43", + "ANKDD1B", + "BCL7A", + "ARMC5", + "ADGRG5", + "AKTIP", + "ANO9", + "BRCA2", + "ARLN", + "BICDL1", + "AQP11", "ATG10", - "FBXO5", - "DAB2IP", - "ARHGEF19", - "ABCB10", + "ANXA2P2", + "ATP11B", + "BBC3", + "AGPS", + "ADGRA3", + "BCAS1", + "ATP8B3", + "ASCL5", + "BHMT", + "AGPAT1", + "C1QTNF6", + "ANKRD50", + "ALAS2", + "API5", + "ASB13", + "AP3D1", + "C16orf46", + "ATG2A", + "ALDH3A1", + "C12orf42", + "CACTIN", + "ASIC5", + "ANKRD49", + "ALG14", + "ARHGAP40", + "ATOSB", + "BEST2", + "ARID2", + "ATP8B4", + "AREL1", + "ARHGDIB", + "ARGFX", + "ANOS1", + "C10orf55", + "AK1", + "BCAN", + "APOA2", + "APOL4", + "ADGRE2", + "ARL11", + "ARG2", + "BPIFA2", + "ARF3", + "BCL3", + "ADSL", + "ATL2", + "ATP6V0E1", + "ARID4A", + "ADGRG1", + "ATXN3L", + "APLP2", + "ALPK2", + "AR", + "ARMH3", + "AP1G1", + "ARID5B", + "AMPD3", + "ADAP1", + "ARNT2", + "C10orf71", + "ARMC3", + "ARPC4", + "AMT", + "BSND", + "APBA1", + "AP3S2", + "ATP1A2", + "ARL3", + "ANPEP", + "ANXA3", + "B3GNT7", + "BLTP2", + "ATP10B", + "AMZ1", + "ATXN7L1", + "ARSD", + "B3GALT2", + "CABP7", + "AFG2B", + "ATP13A2", + "ATG3", + "ADH4", + "ARID4B", + "ALDH1A1", + "BMPER", + "AFAP1L2", + "ATP6V1G3", + "ALX1", + "AGT", + "BCL7B", + "AZGP1", + "BAX", + "ARVCF", + "ARRDC3", + "AGMO", + "ARL13B", + "AIFM1", + "ACVR2A", + "BATF2", + "APOD", + "ADAM29", + "ATP6V1B1", + "ASB9", + "ADGRE1", + "BEST3", + "AURKAIP1", + "ANKRD54", + "ARHGAP35", + "ANKLE2", + "ARMCX5-GPRASP2", + "ADCYAP1", + "AXDND1", + "BDH1", + "B3GNT4", + "C1QTNF2", + "ADGRB2", + "AMIGO2", + "ATG12", + "ASRGL1", + "ASPHD1", + "ASB8", + "C15orf62", + "BPIFB2", + "C15orf32", + "BLM", + "BRWD1-AS2", + "AIRE", + "ATG4D", + "ADAP2", + "ATP8A2", + "ATP1B2", + "C5orf52", + "AP3B1", + "BPESC1", + "BRMS1L", + "ARSB", + "BPIFA3", + "ARL2BP", + "BCO1", + "ARR3", + "ARFGEF1", + "AKT2", + "ATG9A", + "ATP2A2", + "APOE", + "ANXA6", + "ATP2A3", + "AUTS2", + "AP1S2", + "BCAR1", + "BIN1", + "ARHGEF17", + "ARPIN-AP3S2", + "AQP1", + "C19orf67", + "APBA2", + "B3GALT6", + "BET1", + "BDH2", + "ATG16L2", + "AGBL2", + "ARHGDIG", + "BEND3", + "APMAP", + "C16orf90", + "AVIL", + "BTBD10", + "CACNG3", + "BECN1", + "BABAM2", + "ASPRV1", + "ASCL4", + "ASB1", + "ARPC1A", + "C18orf54", + "AHNAK2", + "AVP", + "ANO5", + "ALDH7A1", + "B4GAT1", + "ASB3", + "AP1AR", + "AGR3", + "ATP6V0B", + "AXIN1", + "BMP7", + "AP2S1", + "BOLL", + "ATR", + "ARHGEF15", + "ADD3", + "ANKRD34A", + "ARIH2", + "BLK", + "C1orf116", + "APPBP2", + "ATG7", + "C3orf49", + "ATP6V0D2", + "ATG5", + "AQP8", + "AP2A1", + "BRPF3", + "ARID5A", + "ARHGAP1", + "ATP5PF", + "BMX", + "C20orf181", + "ATP5F1B", + "ARL5C", + "ATP6V0D1", + "AMZ2P1", + "APOBR", + "ASPHD2", + "ASCL2", + "CACNA1E", + "ARL8B", + "ADGRG6", + "ASIP", + "BTBD3", + "C1GALT1C1", + "C2CD4A", + "ARF5", + "BATF3", + "C1QTNF3", + "ARFIP2", + "ARPC1B", + "ANKRD52", + "BRDT", + "AUH", + "BANF2", + "ARFGAP1", + "B2M", + "BRD9", + "BCKDHB", + "AZIN1", + "AMFR", + "AKR7A3", + "BEX3", + "APPL2", + "ADGRF5", + "ATF3", + "ADCY1", + "ATAD1", + "C8A", + "ARAP3", + "ANKRD17", + "ANKH", + "AQP4-AS1", + "BCL2L12", + "CA6", + "ATP4A", + "AP1S3", + "C2CD6", + "ACSF3", + "ATAD5", + "ARL5B", + "ARID1B", + "C12orf75", + "ARL6IP4", + "ASZ1", + "ATP12A", + "ANKRD33", + "AVEN", + "AGAP11", + "ADAD1", + "C7orf33", + "AP2M1", + "ANKMY1", + "ARSL", + "BAD", + "ARHGEF9", + "BFSP1", + "ARHGAP17", + "ARMC8", + "BEND2", + "B4GALT7", + "C4BPA", + "BMP2K", + "AKR1C8", + "AKR1C3", + "BMS1", + "CA13", + "ARAF", + "BRICD5", + "BUD13", + "BMPR1B", + "ATP6V1C2", + "BPIFA1", + "ATG4B", + "AEBP2", + "C10orf90", + "CAPN15", + "ATF6", + "BNIP3", + "BID", + "BAZ2A", + "CAPS", + "C17orf100", + "C22orf39", + "ATRN", + "BEND6", + "C2orf81", + "ALMS1", + "ATP11AUN", + "ARL14", + "BICD2", + "ASNS", + "C2orf15", + "ATXN3", + "ATL1", + "BTBD1", + "B4GALT4", + "BCHE", + "C1orf56", + "BHLHA15", + "C14orf93", + "C22orf23", + "C10orf67", + "BANF1", + "ATP6V1E2", + "ASCC3", + "ARV1", + "ADPRS", + "ATP10D", + "ARL4D", + "BCAS4", + "ARF1", + "BCL2", + "ANKRD13B", + "ATXN7", + "APPL1", + "AQP9", + "C1QL3", + "ATP6AP1", + "BIRC7", + "CA10", + "ATPSCKMT", + "BBS1", + "ATIC", + "BLVRA", + "BCS1L", + "ADA", + "ANXA2R", + "ATP5F1A", + "CACUL1", + "ATP1B4", + "BBLN", + "BAG3", + "C17orf78", + "AK4", + "ANO2", + "ATP1A1", + "CATSPERG", + "APOOL", + "ATP7A", + "ARAP2", + "ANO4", + "C1QTNF12", + "BEND7", + "C3orf22", + "ATP9A", + "ATP13A5", + "ATP5MG", + "ATP6V0A2", + "BCAS2", + "ANGPTL6", + "BLID", + "ANXA4", + "CC2D1B", + "ATP11C", + "BMP2", + "ASXL2", + "AGTPBP1", + "B3GNT2", + "B3GALT1", + "C11orf42", + "ANGPTL4", + "C14orf132", + "ANKRD46", + "ARMCX3", + "ARL13A", + "ANXA5", + "BATF", + "AIFM2", + "ASAP3", + "BRF1", + "BPI", + "ATAT1", + "BET1L", + "C17orf75", + "CACNA1I", + "ATP6V1F", + "ATP13A1", + "C5", + "BTNL2", + "AURKC", + "BIN2", + "BOK", + "ARSA", + "BTBD16", + "ADGRE3", + "BCORP1", + "B4GALT1", + "C1orf216", + "ATOH1", + "ANKK1", + "CCAR2", + "ANTXRL", + "C11orf86", + "ATP5MC3", + "ASB7", + "BAIAP2L1", + "C4orf33", + "B4GALT2", + "ATAD3C", + "BRD7P3", + "ADRA2A", + "C5orf46", + "ANGPTL2", + "AZU1", + "ATP23", + "BAZ2B", + "ATG4A", + "AZI2", + "ARHGAP10", + "BCKDHA", + "ADORA1", + "C17orf50", + "ATF7IP2", + "BCR", + "APOBEC4", + "C11orf54", + "AVL9", + "ATP6AP2", + "AVPR2", + "BICD1", + "AHI1", + "ATP5ME", + "B3GNT5", + "APOL6", + "C16orf86", + "BEST1", + "ATN1", + "BOD1", + "CAMSAP2", + "CCDC127", + "C11orf58", + "ATP6V0A1", + "ANKMY2", + "ARL6IP5", + "BACH1", + "ANKRD34B", + "ADORA2A-AS1", + "CCDC24", + "CASTOR3P", + "BICRA", + "B3GNT6", + "CAMKV", + "ARL6IP1", + "BPIFA4P", + "C6orf118", + "AOAH", + "BEX4", + "CALR", + "CDHR2", + "BYSL", + "ARNT", + "CA4", + "BEX5", + "ATP5F1D", + "C1QL1", + "APP", + "ANKRD60", + "ATP9B", + "ASGR1", + "ATXN2L", + "CCDC120", + "C12orf50", + "ARHGAP23", + "CAPN6", + "B4GALNT2", + "C5AR1", + "C6orf89", + "ARCN1", + "AQP2", + "ANP32A", + "ATPAF2", + "B9D1", + "ARSK", + "BSX", + "ART4", + "BRMS1", + "AKR1A1", + "ALDH2", + "B3GALNT1", + "BAHD1", + "BMP3", + "C2orf80", + "C1orf174", + "CABS1", + "C5orf34", + "CALCOCO1", + "AMELY", + "BTN1A1", + "ARB2BP", + "BSN", + "BMF", + "ATMIN", + "CALY", + "ANKS1A", + "ATP1A4", + "ATP4B", + "ARHGAP30", + "BRINP3", + "ALX4", + "BCL2L2", + "ASXL1", + "C9orf85", + "CACYBP", + "CACNG2", + "ANO7", + "BTBD8", + "ATF1", + "ALPI", + "BST1", + "ASPN", + "ANGPT4", + "BAZ1A", + "BCAP29", + "ASCC2", + "B3GALNT2", + "CAMK1G", + "ARFGAP3", + "CACNB3", + "B4GALNT3", + "ALPL", + "CATIP", + "CCDC140", + "BNC1", + "C16orf89", + "ARMT1", + "BRIX1", + "CALML5", + "ASXL3", + "C15orf39", + "C5orf47", + "ARHGAP15", + "C16orf87", + "ATP6V1E1", + "ALDOA", + "BIK", + "ARHGAP18", + "ASTL", + "BICC1", + "ANKZF1", + "C19orf38", + "AKAP8", + "BTBD7", + "ATP2B4", + "B3GAT3", + "C8orf34", + "CCDC171", + "ARPC2", + "BTRC", + "CALML4", + "ATE1", + "AURKA", + "BRD2", + "C1QL4", + "ARTN", + "ATP2B1", + "C1QTNF9", + "C10orf88", + "ARMCX1", + "CCL21", + "ARHGEF39", + "BIN3", + "BCL11B", + "C20orf203", + "C11orf98", + "CACNA1A", + "BTLA", + "BNIP5", + "ATP1B3", + "AQP3", + "BEX2", + "C11orf68", + "C19orf18", + "ATG13", + "AP3M1", + "C9orf78", + "ARHGEF10L", + "ARB2A", + "C6", + "ATP6V1D", + "C20orf96", + "CALD1", + "BMP6", + "C8G", + "ARHGEF16", + "ADAMTS1", + "ALG6", + "ANXA9", + "ANKRD13C", + "CABP4", + "BTG2", + "BLOC1S4", + "ATOH8", + "ASPG", + "CACNA2D1", + "ATP5PO", + "C4orf17", + "ATRAID", + "CATSPERE", + "ARMC9", + "C3orf62", + "CCDC78", + "C10orf95", + "CAMK2A", + "BMP1", + "ARHGAP28", + "BST2", + "C1orf87", + "BRK1", + "ASB5", + "BEX1", + "BRD1", + "ATP11A", + "BARHL2", + "CASP14", + "BTNL8", + "ANKRD37", + "CACNG5", + "CACHD1", + "BORCS7", + "ANP32B", + "C6orf52", + "C2orf78", + "ASF1A", + "AKIP1", + "BEND5", + "BHLHE41", + "ALDH3B2", + "BEST4", + "AQP5", + "BUB1", + "CEMIP", + "BEGAIN", + "ARHGEF26", + "CAMKK2", + "CBX2", + "BCL6", + "CCDC184", + "C14orf180", + "BIRC8", + "B9D2", + "CCDC185", + "C1QTNF8", + "BTF3", + "CABIN1", + "CCDC196", + "BRIP1", + "CAMK2B", + "BDP1", + "APC", + "ARL4C", + "ATP8B1", + "B4GALT3", + "CBLC", + "BPIFB6", + "C19orf33", + "C3orf33", + "AUNIP", + "ALDH18A1", + "C14orf39", + "CCDC27", + "BCL10", + "C12orf56", + "APOBEC3G", + "CBR3", + "ARFRP1", + "CCDC106", + "CCDC178", + "BMP8B", + "CALB2", + "C1R", + "BOLA3", + "CAPRIN2", + "C6orf136", + "C19orf53", + "BMP15", + "AKAP9", + "AXL", + "CABP5", + "ATG14", + "CASD1", + "CCKAR", + "AURKB", + "AUP1", + "AFMID", + "BORA", + "C11orf24", + "CC2D1A", + "CABCOCO1", + "CALCA", + "AIFM3", + "BZW2", + "ARF4", + "BMPR2", + "ASPM", + "CCDC30", + "C12orf54", + "CACNA1G", + "C11orf96", + "CCDC70", + "ARFIP1", + "AVPR1B", + "C6orf15", + "ALKBH7", + "AQP6", + "CCDC13", + "ANKRD13A", + "CCDC77", + "BORCS6", + "C6orf58", + "ATP6V1G1", + "C1QTNF7", + "CAMK1D", + "ARHGAP4", + "BRWD1", + "BTBD6", + "C11orf40", + "ANXA11", + "BPHL", + "CARS2", + "ARHGEF1", + "C20orf204", + "BLOC1S3", + "ATP6V0C", + "AIP", + "BSPRY", + "ANK1", + "C19orf44", + "B3GAT1", + "CBFA2T3", + "B3GLCT", + "CCDC116", + "C3orf70", + "CCDC168", + "BAG6", + "CEL", + "BAHCC1", + "ALKBH8", + "AKAP14", + "BLVRB", + "BRME1", + "AIF1", + "CCDC12", + "CCDC80", + "C16orf74", + "AXIN2", + "CA5BP1", + "C2CD5", + "BLOC1S2", + "CAGE1", + "CADM4", + "C1orf198", + "CBARP", + "ARMC6", + "BICRAL", + "C9orf72", + "C10orf120", + "ATP2B2", + "CABP1", + "CCDC8", + "ADAM12", + "CC2D2B", + "CAMTA1", + "BRWD3", + "AKR1B15", + "CAT", + "C1QTNF1", + "AHSP", + "ANKIB1", + "ANKRD62", + "ARHGAP20", + "BCL2L1", + "B4GALNT4", + "BCAR3", + "BLNK", + "CDH24", + "CDC25C", + "AKAP6", + "ATG101", + "B3GNT3", + "C1orf105", + "C1GALT1", + "CBR4", + "C19orf25", + "CACNB4", + "CAD", + "C3orf36", + "C19orf73", + "CCDC89", + "BCL2L15", + "CCDC137", + "CD207", + "CD96", + "CACNG7", + "B3GALT5", + "BTK", + "CDC20B", + "CASTOR1", + "CDKN2A", + "CCDC33", + "CCDC190", + "ALK", + "BAP1", + "BRCA1", + "CCDC14", + "C6orf141", + "CA8", + "CCDC87", + "CES5A", + "BIVM", + "ACTRT3", + "C9orf50", + "C16orf82", + "C20orf144", + "ARHGAP25", + "CALM3", + "CAP2", + "ASGR2", + "C11orf87", + "CDHR5", + "ASB10", + "CALN1", + "ARFGEF3", + "ARMH1", + "CDCA8", + "ARHGAP29", + "AMBRA1", + "CAPN2", + "ASAP1", + "BMP10", + "ATP5F1E", + "CCDC15", + "C8orf74", + "BOC", + "CEACAM16", + "C2orf76", + "C21orf58", + "CBLN2", + "CAAP1", + "CCDC7", + "ANKRD45", + "CDKN1A", + "CA5B", + "ATF5", + "CELA1", + "C7orf57", + "CALHM4", + "BRAF", + "BCL2L13", + "BLTP1", + "BTN3A3", + "CCS", + "CATSPER4", + "C2CD4C", + "ARHGAP6", + "AWAT2", + "ARID3A", + "ATP2B3", + "BCL6B", + "CBLN1", + "CADPS", + "CCL24", + "ASB6", + "CDK5RAP1", + "ANAPC7", + "C1orf210", + "CDYL2", + "BBOX1", + "C12orf76", + "CCDC110", + "CAMK2N2", + "CA9", + "CAMKMT", + "CDH19", + "CD22", + "C19orf47", + "CBLL2", + "ARHGEF40", + "CCDC167", + "CCDC60", + "BPIFB4", + "CASKIN1", + "ARAP1", + "CDH15", + "BNC2", + "CACNB1", + "CALHM3", + "C18orf32", + "ASNSD1", + "CAMK2G", + "C3AR1", + "CASK", + "B4GALT6", + "ALG3", + "CALML6", + "CDK15", + "CAPN5", + "C4orf36", + "CCDC28A", + "CCDC191", + "CAPNS1", + "ANXA7", + "BSDC1", + "CDC25A", + "CDIN1", + "BPGM", + "CCDC88B", + "C11orf65", + "C2orf42", + "CACNA1C", + "BRD4", + "CCNL2", + "CCNA1", + "CARD19", + "CENPT", + "CCDC174", + "BCKDK", + "BMP5", + "CCDC85C", + "BCO2", + "CACNA2D3", + "CD24", "AQR", - "TACC1", - "MAP3K13", - "ACADSB", - "ARL17B" + "CDH20", + "CALHM1", + "CARD18", + "ATP6V1A", + "C1QL2", + "CASP10", + "CDH3", + "BMAL2", + "C1orf54", + "AVPI1", + "ADRB3", + "CARMIL1", + "BLOC1S1", + "ARRDC4", + "C3", + "BARHL1", + "ARHGAP31", + "CASP9", + "CD3E", + "BNIP3L", + "BASP1", + "CABP2", + "CCDC73", + "C3P1", + "ATP6V1C1", + "B3GALT5-AS1", + "C3orf38", + "CATSPER1", + "CCDC63", + "ASH1L", + "CASP4", + "CCDC28B", + "CCDC47", + "C18orf21", + "CCT7", + "CA7", + "APOH", + "BTAF1", + "ARK2N", + "CASQ1", + "C1orf162", + "CBY2", + "CCKBR", + "BSPH1", + "CARS1", + "CAMK2D", + "ARL6IP6", + "C1QA", + "ANKS1B", + "CCDC3", + "CHKA", + "CACNG4", + "BRD8", + "CBX8", + "CD1C", + "CD200R1", + "CASZ1", + "BLCAP", + "CCDC54", + "CDC42", + "BPNT1", + "CALHM6", + "BHMT2", + "C14orf119", + "ASAP2", + "CDH7", + "CD226", + "CDCA7L", + "C11orf16", + "CALM2", + "BOLA1", + "C1orf35", + "ATP6V0E2", + "BPIFB1", + "CDK12", + "CDX1", + "BPIFC", + "CASP7", + "CDH22", + "C5orf22", + "BCL2A1", + "CCL4", + "CCL13", + "ASAH1", + "CAPN1", + "CACNA2D4", + "BUD31", + "AMMECR1", + "CAP1", + "CAPN11", + "BHLHE23", + "C1orf94", + "BLMH", + "CDIPT", + "ANGPTL5", + "CCL17", + "CARD8", + "ARHGEF4", + "CCDC66", + "CCR5", + "ATP5F1C", + "ATOH7", + "ATP6V1H", + "BBX", + "ANKRD20A8P", + "CDRT4", + "BRSK1", + "C6orf62", + "CCDC9", + "CAST", + "CDC42EP1", + "CBX4", + "CELF4", + "C2orf74", + "CDK1", + "ATP2C1", + "BPIFB3", + "CASC2", + "AKAP3", + "BCOR", + "CAPN13", + "BRI3", + "CATSPER3", + "BMP4", + "C1RL", + "ATP5IF1", + "C2orf68", + "CASP3", + "ARHGEF5", + "CD300A", + "CCDC134", + "BICDL2", + "CBLL1", + "CCL1", + "CDKN2A-AS1", + "AGGF1", + "BCL2L10", + "ARMC1", + "BAG5", + "BAAT", + "CCNYL2", + "CAV2", + "CGREF1", + "CCIN", + "BCLAF1", + "BANP", + "CCL19", + "CLPS", + "CBX5", + "CCL11", + "ATP13A4", + "CCL26", + "CCL18", + "CARMIL2", + "CEACAM8", + "C6orf132", + "CCNA2", + "CCDC62", + "CALM1", + "C5orf15", + "ATRX", + "CCDC91", + "CDC23", + "CDH8", + "CAPN9", + "CCL7", + "ATXN7L3", + "CCDC85B", + "CETN3", + "CHP2", + "C9orf40", + "CCDC154", + "CENPH", + "C10orf105", + "ARMCX2", + "CDAN1", + "CD320", + "CBR1", + "CDC45", + "CD300LB", + "BHLHE40", + "CLEC4F", + "CACNA1S", + "C19orf12", + "CNMD", + "BORCS5", + "CD1E", + "CHIC1", + "BTG1", + "CCNB3", + "CCDC170", + "BLOC1S6", + "CALB1", + "CBS", + "CD40LG", + "COG3", + "CENPS-CORT", + "C20orf173", + "CBY1", + "CDK5RAP3", + "CDK14", + "CAPSL", + "C2orf69", + "C1orf50", + "BUB3", + "CAPZA3", + "B3GNTL1", + "CES4A", + "CCDC177", + "ARL5A", + "CLEC4C", + "CACFD1", + "CBLN4", + "CEPT1", + "CCDC146", + "CEP164", + "CDK7", + "CEP76", + "CA11", + "CAMK2N1", + "CCDC34", + "BARX1", + "CEP15", + "CDKL5", + "C9orf43", + "ALDH1L2", + "CD7", + "CCNE2", + "CCDC138", + "BHLHE22", + "CADPS2", + "CEND1", + "ATF7IP", + "C15orf48", + "CDR1", + "CFAP73", + "CAPZA2", + "CD300C", + "CENPU", + "BTN3A2", + "C3orf52", + "CD1A", + "CDC42EP2", + "CCDC158", + "ATPAF1", + "CIBAR2", + "CFL1P1", + "CCN1", + "CD247", + "BGN", + "ARHGEF12", + "CCDC17", + "ARRDC2", + "CCDC81", + "BRD10", + "CFAP46", + "BTG3", + "CAV1", + "CD19", + "C15orf61", + "C7", + "CD99L2", + "BCL11A", + "ARSF", + "C1orf220", + "CABYR", + "CARD10", + "CEP57L1", + "BRINP2", + "ANXA2", + "CCDC38", + "CARINH", + "APEX1", + "BTN3A1", + "CEP112", + "BIRC6", + "CEP170B", + "CEP72", + "CD276", + "BAZ1B", + "BMERB1", + "CDK13", + "CDK19", + "ATP1B1", + "CD28", + "CCDC50", + "CHRNA3", + "CFAP276", + "CCDC83", + "C4BPB", + "ATP5MJ", + "CFAP210", + "CIB4", + "CCDC198", + "CDH18", + "CERS3", + "BCL9L", + "CCDC32", + "ALDH1A3", + "CARM1", + "CC2D2A", + "CCDC157", + "CDR2L", + "CENPX", + "BBOF1", + "CLEC5A", + "BIRC2", + "CHST10", + "CA14", + "ASB17", + "CENPBD1P", + "CENPC", + "C16orf54", + "AMN1", + "CCM2", + "CNTNAP2", + "CGAS", + "CAND1", + "CCN5", + "BTBD9", + "CARF", + "CFAP43", + "COG5", + "CACNG6", + "CHRNA10", + "CBLN3", + "C11orf21", + "CDC34", + "C1orf21", + "CDC27", + "CDH17", + "CFAP53", + "CCNDBP1", + "BCAT2", + "C9orf152", + "COL17A1", + "ATP5MC1", + "CRYGA", + "CBX7", + "CDYL", + "C12orf71", + "CD79A", + "BCL2L11", + "BUD23", + "CBL", + "CARNS1", + "ARFGEF2", + "BLTP3B", + "CD70", + "CNOT6L", + "CHRNB4", + "CFAP161", + "BOD1L1", + "CHODL", + "CHM", + "CDCA4", + "CDK16", + "BABAM1", + "CHI3L2", + "C2", + "CDX2", + "CHAT", + "APOO", + "BMAL1", + "C16orf78", + "CD47", + "ADH6", + "CCL8", + "CCNG2", + "CHD3", + "CDH6", + "CD209", + "CDK9", + "CDC5L", + "BTN2A2", + "CFAP298", + "CADM1", + "C1orf74", + "ARID1A", + "CD300LG", + "CBLB", + "APLNR", + "CD164L2", + "COL22A1", + "CCL25", + "CASP1", + "CHRNA6", + "ANKRD55", + "CLN3", + "CASR", + "CD200", + "CHDH", + "CASQ2", + "CLDN1", + "CHERP", + "CDH5", + "C3orf20", + "CCT2", + "CATSPERZ", + "CASP5", + "CIAPIN1", + "CCND3", + "CCL5", + "C17orf99", + "CLEC9A", + "CFAP36", + "CEP350", + "CCL20", + "CCND2", + "CELSR1", + "BFAR", + "CLUL1", + "CLDN19", + "BCAT1", + "BEAN1", + "CLASRP", + "BIRC5", + "CEBPE", + "ARG1", + "C3orf18", + "CHCHD5", + "CELSR2", + "CCDC39", + "CDKAL1", + "C9orf163", + "CCDC59", + "CCDC69", + "CIMIP5", + "CCDC97", + "CLRN2", + "BANK1", + "CRYM", + "CLDN17", + "C1QB", + "CD84", + "ASCC1", + "CAPZB", + "CFAP107", + "ASTE1", + "CCAR1", + "CERS6", + "CD180", + "C1orf52", + "CELA3A", + "CMA1", + "CPN1", + "BACE2", + "BFSP2", + "CERCAM", + "CD163", + "CCER1", + "CDK5RAP2", + "CLN6", + "CDHR3", + "CEP95", + "CD86", + "CAND2", + "CHD2", + "CIROZ", + "AGO3", + "CD27", + "CCDC124", + "CCNQ", + "CEACAM20", + "CCT5", + "CCL2", + "CLDN20", + "C12orf60", + "CNN3", + "CDH10", + "CD36", + "CADM3", + "ASL", + "CPNE2", + "CD300LF", + "CACNA1F", + "ASB15", + "CEBPG", + "C1QBP", + "CCDC197", + "CHRND", + "CEP85L", + "CCDC88A", + "CHCHD10", + "CD3G", + "BAALC", + "CNIH3", + "CDO1", + "CDV3", + "CHTOP", + "CENPQ", + "CD164", + "CLCA1", + "CLDN8", + "CALCOCO2", + "CELF3", + "CHCT1", + "CLSTN2", + "CCM2L", + "C19orf48P", + "CLEC3A", + "BRPF1", + "CLDN3", + "CPLX4", + "BTNL3", + "CALML3", + "CEP162", + "CANX", + "CDCP1", + "BAIAP2", + "CLEC2D", + "CDH2", + "CHSY3", + "CHRNA1", + "ARHGEF33", + "CCL22", + "CACNA2D2", + "CDC37", + "CDK17", + "CMTM3", + "CLCA2", + "CD2BP2", + "CDC14A", + "CBX3", + "CCNJ", + "CNOT4", + "CD81", + "CDK5", + "ARIH1", + "CALHM5", + "CROCCP3", + "BTN2A1", + "CMAHP", + "CCSER1", + "CIMAP1D", + "CBFB", + "CKM", + "CD53", + "CD93", + "CFAP97", + "CECR2", + "CNDP2", + "CFDP1", + "ARHGAP24", + "CFAP58", + "CDH23", + "CBX6", + "CALCB", + "CASKIN2", + "CCNG1", + "CHST7", + "CKAP2L", + "CEP85", + "B4GALT5", + "CHMP2A", + "CETN2", + "CDK2", + "BDNF", + "CDS1", + "CCDC61", + "C8B", + "CHID1", + "CALR3", + "CMKLR2", + "C2CD2L", + "CNR2", + "ATP13A3", + "CRYGB", + "CNGA3", + "CCDC122", + "CCDC141", + "CLDN6", + "CCR10", + "CLBA1", + "C2orf88", + "CHD1", + "CANT1", + "CHAMP1", + "CHCHD6", + "CD300LD-AS1", + "CACNA1H", + "CFAP69", + "CHML", + "C8orf76", + "ATP8B2", + "CATSPERB", + "BAG1", + "CLCN1", + "CELSR3", + "CEP290", + "CELF1", + "C2orf66", + "CLRN3", + "CLPTM1", + "CCR1", + "CIDEB", + "CAPS2", + "CCDC88C", + "CMTR1", + "CNOT11", + "CD109", + "CHD4", + "CLEC4A", + "CEP55", + "CD4", + "CD80", + "CLDN22", + "CLTCL1", + "CKS2", + "CDCA5", + "CCNE1", + "CCDC117", + "CFAP410", + "CLXN", + "CHCHD1", + "CD46", + "BRD3", + "CHAF1B", + "CDH11", + "CIART", + "CCK", + "CIMAP1C", + "CPSF1", + "CPXM1", + "CCNB1", + "CAMLG", + "CCR7", + "CNN1", + "CHRNA2", + "DAZL", + "CH25H", + "CNGA2", + "ARHGEF6", + "COPS9", + "CEP192", + "CAB39L", + "CDADC1", + "COX6A2", + "BACE1", + "CHRM1", + "CAPRIN1", + "COX4I2", + "CYP2J2", + "CMKLR1", + "CCT6B", + "CAMSAP1", + "CEBPB", + "CDCA7", + "CCDC82", + "C1D", + "CHIC2", + "COL24A1", + "CHTF8", + "CARHSP1", + "CLSTN1", + "CRCT1", + "CDK4", + "CETN1", + "CCNT1", + "CCSAP", + "CHST4", + "CAMK1", + "CENPB", + "CCDC51", + "CFAP100", + "CCDC169", + "CEBPZ", + "CDC6", + "CPNE9", + "CCDC181", + "CCDC115", + "AKAP1", + "C8orf82", + "CRYBB3", + "CLEC16A", + "CHIA", + "CFHR3", + "DBNL", + "CDC7", + "CNKSR3", + "CASP8", + "CEP295", + "CLEC4E", + "CHAC1", + "CPLX2", + "CD14", + "CD9", + "CLEC10A", + "CADM2", + "CPLANE1", + "CAB39", + "CIPC", + "CRTAC1", + "CES2", + "ARHGAP19", + "CRABP2", + "CDON", + "CDKN1B", + "COLEC10", + "CARMIL3", + "CD37", + "CD33", + "CPZ", + "CHST3", + "CACNG1", + "CFI", + "C2CD2", + "CABLES1", + "CD8A", + "CISD1", + "CRYBG3", + "CLCA3P", + "BRSK2", + "CCDC121", + "CLEC3B", + "CEACAM1", + "CDH1", + "COG2", + "CD1B", + "CDKN2B", + "CNTNAP5", + "CHST2", + "CDR2", + "CLASP2", + "CIMIP6", + "CLIC2", + "COX8C", + "DHRS2", + "CETP", + "CHPF2", + "CHD5", + "CDK5R2", + "CD74", + "CATSPERD", + "CIP2A", + "CHST9", + "CXXC1", + "CCDC102A", + "CELF6", + "COL4A6", + "DAND5", + "CDKL3", + "CPEB3", + "CEP41", + "CSRP3", + "CLMN", + "CASP8AP2", + "ARHGEF19", + "CEMIP2", + "CMYA5", + "CD69", + "ATOSA", + "CLCN2", + "COG7", + "COPZ1", + "CMPK1", + "CHRNB2", + "CEP152", + "CHRDL2", + "CGGBP1", + "CSGALNACT2", + "CDC123", + "CYSLTR2", + "CDH9", + "CNOT2", + "CLDN4", + "CLEC20A", + "CCDC85A", + "CTBP1-DT", + "CDC42SE2", + "C1QC", + "BNIP1", + "CPNE7", + "ATP5MF", + "CFAP61", + "CIMIP2C", + "CD40", + "CEP250", + "CCDC42", + "CMIP", + "CHMP7", + "CD55", + "BNIP2", + "CFAP221", + "CGN", + "CHCHD4", + "BLZF1", + "CNTNAP1", + "CHUK", + "CNIH1", + "CFAP65", + "CYP7A1", + "CCHCR1", + "COG4", + "C8orf44", + "CEP44", + "CDKL2", + "CNNM1", + "CLEC17A", + "CD34", + "CHCHD2", + "CD68", + "CILK1", + "COQ7", + "CCDC175", + "CIMIP4", + "CD2AP", + "CCNB1IP1", + "C1S", + "CCRL2", + "CEP89", + "CYP2W1", + "C15orf40", + "CFAP52", + "CFAP20", + "CERS4", + "CITED1", + "C1orf115", + "CARD6", + "CRYGC", + "CISH", + "CFAP206", + "CD248", + "CCDC43", + "COL4A4", + "DLGAP2", + "CENPV", + "CNOT7", + "CMTR2", + "CAMSAP3", + "CD163L1", + "COLCA1", + "CCDC102B", + "CDCA2", + "CHST8", + "CHFR", + "CREB3L2", + "CFAP263", + "CHRDL1", + "CCN2", + "C21orf91", + "CALHM2", + "CDC16", + "CXCL3", + "DCST1", + "CHST14", + "CCL23", + "CLCNKA", + "CAMKK1", + "CDC14B", + "CAPN12", + "CHD7", + "CLDN9", + "C1orf43", + "BRAT1", + "C17orf58", + "CNTD1", + "CEP57", + "CENPN", + "CNTN3", + "CFAP91", + "CEACAM6", + "ATP5MC2", + "CD244", + "CYP4Z2P", + "CRYBA4", + "CD3D", + "CKMT2", + "CNNM4", + "CDKN2B-AS1", + "CCDC22", + "CFAP57", + "C22orf31", + "CLSPN", + "CHMP6", + "CCNF", + "DDC", + "CIB2", + "CDH16", + "CCDC107", + "CEP128", + "COBLL1", + "DBH", + "CNBD1", + "CYB5RL", + "CNDP1", + "CPNE3", + "CLDN2", + "CNBP", + "CLOCK", + "CNTNAP4", + "CLHC1", + "CAMP", + "CRELD1", + "CPNE8", + "BLTP3A", + "CNGB1", + "BACH2", + "APOF", + "CRIP1", + "CD58", + "DNAJC6", + "CHMP4C", + "CLK3", + "CORO2A", + "COMP", + "CCNK", + "CEP126", + "CNPY4", + "CILP2", + "CIC", + "CYP2C19", + "CERT1", + "CMC2", + "DLX4", + "CTSE", + "CTNND2", + "COL6A5", + "DOK7", + "CFAP299", + "CCBE1", + "CENPM", + "CYP11B1", + "ANKRD28", + "BPNT2", + "CNTROB", + "CIZ1", + "CYP11A1", + "CLCC1", + "DDX31", + "CRTAP", + "COQ6", + "DACH2", + "CDA", + "CD6", + "CYP2C9", + "CCDC18", + "CMTM2", + "CHST12", + "DCAF8L1", + "CD5", + "CDK20", + "DDX39B", + "CPB2", + "CCR6", + "CNOT8", + "CLEC4M", + "CNTN5", + "DHX33", + "DNAAF3", + "CNIH2", + "BAMBI", + "CUBN", + "CST6", + "CCR2", + "CCL27", + "DAGLA", + "CFAP119", + "DNAAF8", + "CPT1C", + "CNPPD1", + "BSG", + "CYP27B1", + "CRHR1", + "CELF5", + "CFB", + "COLGALT1", + "CFAP70", + "CNNM3", + "CPTP", + "CLCNKB", + "DIMT1", + "CSF3", + "BAG2", + "C1QTNF4", + "DAPL1", + "CIDEC", + "CHAF1A", + "CDH4", + "COL6A3", + "CNKSR1", + "CEACAM3", + "CLDN14", + "CYP20A1", + "CCPG1", + "CHD1L", + "CLDND1", + "CXCL17", + "COL5A1", + "CRTC2", + "CRTAM", + "COQ8B", + "CGNL1", + "CORIN", + "CLPB", + "CPN2", + "CDSN", + "DLX1", + "CCNYL1", + "CFL2", + "CLEC2L", + "DLEU7", + "CDKN2AIP", + "CRNKL1", + "APBB2", + "COL9A2", + "CLK2", + "CUL3", + "CLEC11A", + "DCAF17", + "CROT", + "CHTF18", + "CD302", + "CDK3", + "COL9A1", + "CYP2C18", + "CRY2", + "C22orf46P", + "CSTF3", + "C12orf57", + "CCNJL", + "CFTR", + "CXCR5", + "CREG2", + "DAO", + "ANKRD36BP1", + "CCNC", + "CMTM7", + "CABLES2", + "CST9", + "BTNL9", + "CRISPLD2", + "CAVIN1", + "CSF1R", + "CNGB3", + "CRYL1", + "CA3", + "DIO1", + "CNPY1", + "CSNK2B", + "CHADL", + "C8orf58", + "DRC1", + "CPSF3", + "COA1", + "CFAP126", + "CTAGE1", + "DBIL5P", + "ELK4", + "CLPTM1L", + "CTCFL", + "CHCHD7", + "CGA", + "CAVIN2", + "CENATAC", + "CARD14", + "B4GALNT1", + "DCAF4", + "CNOT6", + "CREBZF", + "CMSS1", + "CUL4A", + "CDC20", + "CLTB", + "CRBN", + "CFHR2", + "CFAP20DC", + "CSNK1E", + "CYP4F22", + "CSPG5", + "DES", + "CYP7B1", + "COLEC11", + "DUSP13A", + "CIMAP2", + "DNAI3", + "CFAP54", + "CD160", + "CFAP45", + "CLDN11", + "CHPT1", + "COL5A3", + "DHX35", + "DLX3", + "CPNE6", + "COL1A1", + "DDX51", + "EPN3", + "ARMCX5", + "DNAAF2", + "CYB561D2", + "EDEM1", + "DXO", + "CTSZ", + "CDK10", + "BRAP", + "CNPY2", + "ATP8A1", + "CYP4F8", + "CYLC2", + "CYP1A2", + "CLCA4", + "CRACD", + "DMRTA2", + "CCR4", + "CPA5", + "CFAP144", + "COL4A3", + "CHLSN", + "CYP2E1", + "DSCAML1", + "CIMIP2B", + "BAALC-AS2", + "DCAF15", + "DDX3X", + "CLPP", + "CRP", + "CPSF4L", + "CPA1", + "CD83", + "CEP19", + "CTSK", + "EDC4", + "DAGLB", + "EDDM3B", + "CLTA", + "COA7", + "CORO6", + "EED", + "CPQ", + "COMMD4", + "DEFB129", + "CDK18", + "CCT8", + "CFAP300", + "CNP", + "COL18A1", + "CDHR1", + "CHIT1", + "CYB561D1", + "CTNNBIP1", + "CYP26A1", + "CROCCP2", + "COX5B", + "CYMP", + "CSDC2", + "CLIP2", + "CINP", + "CNRIP1", + "DOHH", + "CLDN16", + "CRYAA", + "DLG5", + "CST2", + "EPB41L4A", + "DBI", + "DBNDD1", + "COMMD2", + "CHPF", + "DENND2B", + "CYP8B1", + "CEP70", + "COQ10A", + "CLCN5", + "CPAMD8", + "COG1", + "CENPE", + "CTNNBL1", + "CYP24A1", + "DRG2", + "COIL", + "CCNL1", + "DAPK2", + "DRC7", + "ESRRB", + "CTSD", + "COL6A4P1", + "COX19", + "CFAP251", + "CTNNA2", + "DAB1", + "CHRNG", + "CDCA3", + "CTDSP2", + "CDK2AP2", + "ART3", + "DPH7", + "DENND6A", + "ALOX5AP", + "CER1", + "CSNK1G2", + "CHGA", + "CSN3", + "CLPX", + "CRNN", + "FOXG1", + "CDKN1C", + "CERKL", + "COPE", + "CENPK", + "CLIC1", + "CSRNP2", + "DBF4B", + "CENPP", + "ETV4", + "DLGAP4", + "CYP17A1", + "CTRB2", + "CHRNA5", + "DHX32", + "CHRD", + "EFCAB13", + "DCAF11", + "CYP1B1-AS1", + "CPA4", + "DYNAP", + "CRYBA2", + "COX7C", + "CRYBB1", + "CILP", + "FAM241B", + "DBP", + "COPRS", + "CEACAM4", + "CIRBP", + "DPYS", + "DNAH6", + "DHRS7C", + "DCLRE1B", + "CDNF", + "CAMTA2", + "CLEC4D", + "DCTN6", + "CITED4", + "CEACAM5", + "AHSG", + "C8orf48", + "CIMAP3", + "CDKN3", + "CEP135", + "DNAJB14", + "CNTN6", + "DNAJB7", + "DCAKD", + "COL11A2", + "DPEP1", + "CRCP", + "CHSY1", + "CRTC1", + "CYP3A43", + "CYLD", + "COPS2", + "CNFN", + "CRYGN", + "CNGA1", + "CD8B", + "CSPP1", + "CLASP1", + "CHST6", + "CREB3L4", + "CHN2", + "CSRNP3", + "CRMP1", + "CELA2A", + "CHST15", + "DDX25", + "CCNP", + "COL3A1", + "DAPP1", + "CYB5R2", + "CTU2", + "DCLK2", + "CAVIN3", + "DNAH7", + "CLDN18", + "DLST", + "DNAH8", + "KCNH1", + "EDAR", + "CMAS", + "DEF6", + "CYP2C8", + "CLIC5", + "CPEB2", + "CSTF2T", + "COPS6", + "ERCC8", + "CDX4", + "CLINT1", + "DCAF4L2", + "CRH", + "DUSP23", + "CYP26C1", + "CLIC6", + "EPPIN", + "CTCF", + "C7orf25", + "CDC42BPA", + "CRAMP1", + "COL6A6", + "CIAO1", + "CSF2", + "CIAO2B", + "DDIT3", + "COA6", + "CYB5D1", + "DDX49", + "EMILIN3", + "CDK2AP1", + "CPXM2", + "CHRM3", + "CRHBP", + "CUX2", + "CREB3L3", + "DEFB119", + "CXCL1", + "DLK1", + "ELFN1", + "ELL", + "CAPN7", + "DMGDH", + "CYP2A6", + "CLDN12", + "CASP6", + "CTXN1", + "EIF3D", + "EDA", + "FANCD2", + "CRABP1", + "CIDEA", + "CLSTN3", + "CRISP1", + "ENAH", + "CSTL1", + "ESPL1", + "CWH43", + "DNAJA4", + "CYBB", + "CORO1C", + "DNMT3B", + "CST4", + "DSG4", + "CLDN15", + "CLC", + "CNOT10", + "DLX2", + "COBL", + "CPM", + "CFHR5", + "COPS7A", + "ERICH5", + "CHORDC1", + "CST11", + "CUEDC2", + "CTF1", + "FBXO24", + "CMPK2", + "DQX1", + "ENTPD7", + "EPGN", + "DMRTA1", + "CYB5R3", + "DLX5", + "CIAO3", + "EID2B", + "DOCK10", + "ELFN2", + "CFAP141", + "CSPG4", + "DNER", + "COQ2", + "DNM2", + "CHRM5", + "CYP2R1", + "OR1M1", + "COX10", + "DOP1B", + "COL23A1", + "ETV5", + "ENPP7", + "DMBX1", + "CRIP2", + "CLEC2A", + "CDKN2AIPNL", + "CEP20", + "DIO3", + "CREB3L1", + "CWC27", + "CYB5R1", + "DPP9", + "FOXL1", + "CPAP", + "CYTH4", + "EML4", + "COL7A1", + "CDIP1", + "CPE", + "DCHS1", + "CACNA1B", + "CEACAM18", + "EIF3M", + "CRTC3", + "COA3", + "CHRNA4", + "DNAJA3", + "CEP63", + "CD5L", + "CYP3A5", + "DCAF10", + "C1orf159", + "COL6A4P2", + "C6orf120", + "EML5", + "COX6B1", + "CDH13", + "CFAP44", + "CUL7", + "CCT4", + "COTL1", + "DCUN1D2", + "DHRS7B", + "CYP39A1", + "DNAAF4", + "CXXC5", + "DZIP1", + "EPHX2", + "CCDC9B", + "CSN1S1", + "DNAJC25", + "DKK1", + "DCAF8L2", + "GIPC3", + "COQ8A", + "E4F1", + "GTDC1", + "CMTM8", + "CTAG2", + "CTNNB1", + "CDC42SE1", + "COL16A1", + "CDK6", + "COA4", + "CNKSR2", + "EPHB2", + "DLG3", + "DOCK5", + "C9", + "CSNK2A2", + "COL20A1", + "CCNY", + "CA5A", + "GRM4", + "DENND5B", + "DAPK1", + "ENO4", + "EPCIP", + "CPOX", + "CIMIP1", + "FCRL6", + "DNAJA1P5", + "COL11A1", + "DNHD1", + "ERN1", + "EPS8L3", + "CYP4F12", + "CREG1", + "CHMP2B", + "DHX40", + "CTSC", + "CTDP1", + "FBXO39", + "CYP19A1", + "CNOT1", + "DEPDC1B", + "CPO", + "CDH12", + "ELMOD1", + "CDS2", + "CCNT2", + "ELAVL2", + "COQ3", + "COG6", + "CNNM2", + "CTR9", + "ELL3", + "CNTN4", + "DISP2", + "DHRS12", + "CCT6A", + "DOK5", + "MYADML", + "CHD9", + "DNAJC28", + "GLE1", + "DNAJC2", + "CCDC86", + "COX16", + "DCHS2", + "COX15", + "FAM3B", + "CLDN23", + "DPM2", + "CTIF", + "DDB1", + "CCDC68", + "COMT", + "DIP2C", + "DBT", + "CRB3", + "NRXN1", + "C1orf122", + "DACT3", + "CPPED1", + "CHRNA9", + "CGRRF1", + "DNAJC5G", + "DDIT4L", + "DYNLRB2", + "DNLZ", + "CHRNE", + "CROCC", + "DAXX", + "CLCN7", + "COMMD5", + "GPR6", + "CAPG", + "DIRAS1", + "GJB1", + "DOC2A", + "CDC42BPB", + "CTPS1", + "DDX1", + "DPH3", + "ELOVL2", + "BCAM", + "EFCC1", + "COQ5", + "ENTPD6", + "CYP1B1", + "COMMD10", + "CEP68", + "ERAS", + "CIB1", + "ELMO2", + "EHBP1L1", + "CRLF1", + "DRD3", + "CRLS1", + "GPC2", + "DICER1", + "DYDC2", + "DEGS2", + "EFNB1", + "CPLANE2", + "DVL1", + "DUSP5P1", + "DSG1", + "FOXS1", + "DHX15", + "CORO1A", + "CIMAP1A", + "DMRTC2", + "CTDSP1", + "DDX60", + "LY6G5C", + "CLTC", + "CRELD2", + "DUOX2", + "ERICH3", + "HDX", + "CWF19L2", + "EIF1AD", + "KLRA1P", + "CTSW", + "DNAJC27", + "FEZF2", + "DCX", + "DSC1", + "CCDC172", + "KCNK2", + "DPH2", + "CENPL", + "DYRK3", + "COL10A1", + "HOXD10", + "CSNK1G3", + "ELMO3", + "DACT2", + "DHH", + "CLCN6", + "COL6A1", + "FGF14", + "KRTAP4-2", + "EEF1AKMT3", + "HID1", + "CYP4Z1", + "DUSP28", + "DNAJB5", + "KIF5A", + "DUSP29", + "HEXA-AS1", + "FHDC1", + "CHAD", + "DDX23", + "KLC4", + "EHF", + "EXOSC7", + "KCNQ3", + "COLGALT2", + "CLK4", + "COL9A3", + "ERMN", + "FXYD6", + "EQTN", + "GALT", + "APAF1", + "CHD8", + "CYTL1", + "IRS4", + "DIP2B", + "DUOX1", + "CX3CL1", + "CD151", + "EMX1", + "CYB561A3", + "DHTKD1", + "EPHA7", + "CSRNP1", + "DCDC2", + "CYP26B1", + "ESPN", + "CDK5R1", + "DCAF7", + "DCDC2C", + "ITGA11", + "DCAF12L1", + "CX3CR1", + "CYB5B", + "DDX41", + "CMBL", + "FGFBP3", + "CSAG1", + "CLDN7", + "CISD3", + "CST3", + "DALRD3", + "EWSAT1", + "DNAAF1", + "EIF2B1", + "COASY", + "GPR22", + "DNAH9", + "DBN1", + "DCLK3", + "EPHA8", + "IVL", + "ERFE", + "CLU", + "CD79B", + "EDN3", + "FSCN3", + "DUSP5", + "NEUROG3", + "CXCL16", + "FOLR3", + "DBX2", + "CLIP1", + "DIO2", + "ERAL1", + "IGHMBP2", + "FAM209B", + "CLIP4", + "FBXO16", + "CLIC3", + "DCP1A", + "LYZL4", + "SLC4A3", + "CWF19L1", + "CRY1", + "CRKL", + "CTSF", + "DCTN2", + "CXADR", + "ELAVL3", + "CFP", + "DYNC2LI1", + "GLI1", + "ELP1", + "CYBA", + "DRICH1", + "CSNK1G1", + "OTUB2", + "ZER1", + "DDR2", + "COL2A1", + "DGAT2L6", + "CORO1B", + "S1PR4", + "EIF1B", + "MNX1", + "DNAJC19", + "ELF1", + "CWC22", + "DUSP11", + "CLYBL", + "DLGAP3", + "EGFL8", + "ERICH6B", + "FGF3", + "DUSP7", + "DTHD1", + "MYH3", + "CUL4B", + "DDX55", + "KLF12", + "CPD", + "CTTN", + "ENGASE", + "FBLN1", + "COL6A2", + "GRHL3", + "CKAP5", + "FBN3", + "DIPK2A", + "DBR1", + "GPR21", + "DHX34", + "DHDH", + "CLIP3", + "DSC3", + "MYO7B", + "ZNF629", + "DMBT1", + "DPP4", + "EEIG1", + "DNAJC8", + "ELL2", + "PAEP", + "CRADD", + "TFF1", + "CPSF4", + "FAM133A", + "CTDSPL", + "DEFB127", + "HCN3", + "DTX3", + "DNAI1", + "FAM171A2", + "DDI2", + "CYP2S1", + "CST5", + "IL17RE", + "ELOF1", + "KIR3DX1", + "BCCIP", + "GCNT7", + "CHST11", + "ELMOD3", + "FOXI1", + "SULT4A1", + "EHD1", + "IGSF9", + "CXCR6", + "CORO2B", + "CRISPLD1", + "IFNA5", + "COL4A5", + "CYTH2", + "CYP3A4", + "CXCR4", + "MAP3K19", + "EDRF1", + "IDI2-AS1", + "DRP2", + "DR1", + "KLHL31", + "ENTPD1", + "IGSF9B", + "FCRL2", + "DZIP1L", + "DLEU2", + "ERG", + "MYH15", + "GLIS3-AS1", + "ECM1", + "HOMEZ", + "CASP2", + "CD72", + "IL2RA", + "DEAF1", + "IFNK", + "CLUAP1", + "EDN1", + "DEXI", + "NEXMIF", + "ENTPD5", + "CYP21A2", + "GRM1", + "DDX11", + "MAPKAP1", + "CCDC25", + "CTSH", + "FAM234B", + "FMO6P", + "DCPS", + "GBX2", + "CFAP144P1", + "CLVS1", + "DCT", + "IL17RC", + "GABRA4", + "CXCL11", + "DPPA4", + "DNTT", + "DLX6", + "DDX56", + "FUT4", + "DCXR", + "FAM167A", + "FAM8A1", + "FAM216A", + "DCK", + "FAM83B", + "CR2", + "ELP4", + "FAAP20", + "MOG", + "IGLV7-43", + "DBX1", + "DOCK6", + "DKC1", + "DOC2GP", + "DDAH2", + "EMC4", + "OR52E4", + "KLHL9", + "EBI3", + "DAAM2", + "NCAPH2", + "HESX1", + "ENPP5", + "CST1", + "ERVFRD-1", + "F9", + "DROSHA", + "OR10W1", + "CTNNAL1", + "DHX36", + "FOXK1", + "DDX60L", + "GSX2", + "GLYCTK", + "ELSPBP1", + "CTPS2", + "DMRT1", + "DNASE1L2", + "CPSF7", + "FAM149B1", + "EPOP", + "OR2AG1", + "FAXDC2", + "DOLPP1", + "DHRS3", + "DNAH17", + "DPH5", + "GAS2", + "DCDC1", + "ATP6V1B2", + "DPPA2", + "CPT1A", + "DNAH14", + "DAP3", + "HES2", + "CYLC1", + "FAM131A", + "FOXN3-AS2", + "CYC1", + "COLEC12", + "LYSMD1", + "EFCAB5", + "CRIPTO3", + "GLRA1", + "CCR3", + "CFAP184", + "DUSP19", + "DNA2", + "SUGT1P1", + "MEGF11", + "CCDC136", + "DHX9", + "DMTN", + "DOK4", + "OR6C4", + "CUTC", + "DNMT3L", + "OR8I2", + "DDB2", + "FBLN7", + "CYFIP2", + "DKK2", + "SLC52A1", + "INPPL1", + "INGX", + "GABRB1", + "BUB1B", + "LINC02897", + "CDKN2C", + "OR8S1", + "FAM180B", + "ERCC6L2-AS1", + "GK5", + "FFAR1", + "DPYD", + "GNL2", + "DPEP3", + "CEP104", + "DTL", + "OR2AG2", + "CTSS", + "SH3GL3", + "SLC37A1", + "CTBP1", + "CPA6", + "FAM81A", + "FATE1", + "NMRK2", + "GNRH2", + "CIAO2A", + "CACNB2", + "FGF5", + "GPR142", + "CNTN2", + "OTOGL", + "ECEL1", + "FAM83A", + "FSCB", + "DHX29", + "F13B", + "CD52", + "KCTD17", + "EGR4", + "DOCK1", + "KCNA4", + "OR11H6", + "FCRLB", + "CD44", + "KDM4D", + "HELB", + "DUSP9", + "COX18", + "IGFL1", + "CYRIA", + "LGR6", + "CALCRL", + "KLHL32", + "COA8", + "DPY19L4", + "MGARP", + "TEX14", + "ELF3", + "DHX58", + "DEDD2", + "CSF3R", + "FOXR1", + "EIF4EBP2", + "CLDN5", + "EMC9", + "FAM181A", + "GPR119", + "KIF3C", + "DTYMK", + "FARS2", + "FAM210A", + "E2F1", + "CTNNA3", + "DYNLT2", + "ERCC6", + "HAO1", + "HLA-DMB", + "CELF2", + "ILDR1", + "KLHL26", + "KCTD19", + "F7", + "CLN8", + "TBX18", + "MAPKAPK5", + "FAM216B", + "EPHB6", + "DNAJB8", + "KBTBD4", + "H3C7", + "DDX39A", + "EXOC3L1", + "DDX6", + "FBXL19", + "H2AC16", + "ERICH1", + "OR6S1", + "GNAT3", + "EDN2", + "COX7A2", + "CRIP3", + "CRYBG2", + "OR52E8", + "CCP110", + "KCNQ1DN", + "H1-9P", + "FRRS1L", + "IL5RA", + "DLL4", + "DNAH2", + "FITM1", + "CEACAM7", + "DNPH1", + "NGB", + "CHMP1B", + "ZNF273", + "CTRC", + "DMRTB1", + "DHRS1", + "DRD1", + "CSGALNACT1", + "CSMD3", + "OR51G1", + "CHL1", + "ENTPD3", + "LINC00336", + "FOXB1", + "EPHA1", + "FOXL2", + "FYB2", + "DERA", + "DOCK4", + "HERC3", + "DUSP14", + "HOXD3", + "H2BC3", + "LMNB2", + "FAM120C", + "NTNG2", + "FBXO46", + "GRM2", + "OTOR", + "HPS3", + "EFCAB12", + "DHFR2", + "DPP7", + "ECHDC2", + "DNAH1", + "CCNO", + "FZD9", + "MAS1", + "DNMT1", + "FOXE3", + "DYNLL2", + "GLRX5", + "DNAJC17", + "MRAP2", + "CHRAC1", + "HOXD9", + "GPR141", + "CYB5R4", + "LAMC3", + "EFHD1", + "LINC00574", + "NATD1", + "GFRAL", + "EID2", + "TNFRSF13B", 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90.0, + "precision": 93.33333333333333, + "recall": 96.0, + "f1": 93.77777777777779 }, "selection": { - "precision": 0.5808080808080808, - "recall": 0.9523809523809523, - "f1": 0.7212475633528264, - "jaccard": 0.36390703829294513 + "precision": 0.10740710024938442, + "recall": 4.0, + "f1": 0.20918945697354974, + "jaccard": 0.10470588249258979 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Osteoarthritis.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Osteoarthritis.json index 520756d767ab5e0067d249108e4de73920c5e91f..d07c37f92487037bc28dcc2dc34049dbcd19fc2c 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Osteoarthritis.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Osteoarthritis.json @@ -1,576 +1,138 @@ { "significant_genes": { "Variable": [ - "A1BG", - "A1CF", - "AASDH", - "AA06", - "AADAT", - "AAK1", - "ABCB1", - "AAGAB", - "AADACL2", - "ABCG1", - "ABCF1", - "ABCA17P", - "ABHD17C", - "ABCB8", - "ABCC5", - "ABCA9", - "A1BG-AS1", - "ABHD15", - "ABCC11", - "ABHD17B", - "ABTB3", - "AASDHPPT", - "ACOT8", - "ABHD14B", - "ACKR3", - "ABHD12B", - "ABRAXAS1", - "ABCA5", - "ABRACL", - "ABCC13", - "ACAA2", - "ADAM11", - "ABI3", - "ABHD2", - "ADAMTS9", - "AARS2", - "ACOT4", - "ACAD11", - "ACBD6", - "ABCC6P1", - "ACE", - "A2MP1", - "ABCC4", - "ABCB10", - "ACTG1", - "ADPGK", - "ACTR3", - "ACO1", - "ADD1", - "ACTR2", - "ACADSB", - "ACER3", - "ACAD9", - "AHSA2P", - "ACBD5", - "ADH4", - "ADAMTS10", - "ACSS3", - "ACP6", - "AFG2A", - "ABCC3", - "ACTRT3", - "ADAM1A", - "ACTA2", - "ADAP2", - "ABHD10", - "ADAMTSL5", - "ACSM2A", - "ABHD16B", - "ACTL10", - "ACP4", - "ABI3BP", - "ADCY4", - "ABCC9", - "ABCG8", - "AGMAT", - "ACSF3", - "ACTG1P4", - "ADAMTSL4", - "ACP3", - "ABHD12", - "ABHD1", - "ABCB5", - "ACAD10", - "ACOT12", - "ACAP3", - "ATP6AP1L", - "ADAT2", - "AKAP13", - "CFAP184", - "AFG3L1P", - "ADH1B", - "ADARB1", - "ADAMTS6", - "ACTB", - "ACMSD", - "ADAMTS14", - "ADD2", - "ANKS4B", - "ADCY5", - "ACSL6", - "ANKEF1", - "ABL2", - "AGAP3", - "ADCY1", - "ADAMTS1", - "APRG1", - "ABI2", - "ADARB2", - "ASB7", - "AFDN", - "AP4S1", - "RPS23", - "AKAP12", - "ACSL5", - "ABHD18", - "DDX11", - "AOPEP", - "AFAP1-AS1", - "ADCY10P1", - "ACTL9", - "ACTRT2", - "ANKRD28", - "BPNT1", - "BIRC6", - "ACTR3C", - "HSD17B14", - "ESD", - "SYTL4", - "ACRBP", - "MARCHF8", - "ADAT3", - "ANKFY1", - "C1orf162", - "AK8", - "AMACR", - "AGO2", - "ARHGEF26", - "ATAD2B", - "ACOT6", - "AKT1S1", - "ADGRL3", - "ALKBH7", - "CLDN11", - "TBX1", - "C22orf23", - "AGFG1", - "HEXA", - "ANXA1", - "CHKB-DT", - "AR", - "IDI1", - "AGPAT5", - "APTX", - "PKD1L2", - "CMAS", - "ADAMTS16", - "ACOX1", - "C2orf49", - "COX3", - "ANKS3", - "ADAM23", - "DNAJB8", - "C2CD4C", - "CNOT3", - "FSBP", - "AK4", - "ADAMTS2", - "NOM1", - "DNAJA4", - "ADGRD1", - "REC114", - "CTU2", - "AGAP2", - "ANK2", - "COA8", - "CABYR", - "CANX", - "ADAM22", - "SHROOM1", - "ALG5", 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"precision": 1.0714285714285716, + "recall": 0.5, + "f1": 0.6811594202898551, + "jaccard": 0.3435058233819844 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Psoriasis.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Psoriasis.json index bab295de8775b1d4690cf6af7aa9d05003a24691..c3b72dd68c95141e600567038e729b6d645a8d2d 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Psoriasis.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Psoriasis.json @@ -1,267 +1,12684 @@ { "significant_genes": { "Variable": [ - "AASDH", + "A1BG", "AADAT", - "ADH4", - "ABCA9", - "ABCC5", - "ADPGK", - "ADAM7", - "ACKR3", + "A2ML1", + "AAAS", + "A2M", + "AARSD1", + "AANAT", + "ABCC8", + "AAGAB", + "A4GALT", + "AAA1", + "ABCB8", + "AASS", + "ABCD2", + "ABCB5", + "ABCG2", + "ABCB4", + "ABCA1", + "AAK1", + "AARS2", + "ABCA2", + "ABCC11", + "ABI2", + "ACAD9", + "ABHD6", + "ABHD13", + "ABHD17C", + "ACAN", + "A1CF", + "AATF", + "AACS", + "ACD", + "ACAA1", + "ACAP3", + "ABCA7", + "ABCA12", + "ABCC4", + "ABCC6", + "ABRAXAS1", + "ABRACL", + "ABCA10", + "ABCA5", + "ABHD12", + "ABCD3", + "ACAA2", + "ABCF3", + "A4GNT", "ABHD17B", - "ABHD4", - "ABCA17P", - "ACAD11", - "ADPRH", - "ALKBH5", - "A1BG", - "AOPEP", - "ADAM33", - "ABHD16B", - "ALPK1", + "ABI3BP", + "ACOT12", + "ABCB6", + "ACER2", + "ACKR3", + "ABCC12", + "ABCC5", + "ABHD14A", "ABCB10", - "AFAP1-AS1", - "ABCC13", - "HSD17B14", - "AJM1", - "ABCB1", + "ABHD11", + "ACADL", + "ABRAXAS2", + "ABCB9", + "ABR", + "AAMDC", + "ABCD1", + "ACTL10", + "ACER1", + "ABCC1", + "ACOT11", + "AADAC", "ABHD14B", - "AK9", + "AASDHPPT", + "AASDH", + "ACACA", + "ABTB3", + "ACBD7", + "AAR2", + "ABHD15", + "ABTB1", + "ABLIM3", + "ABCA4", + "AAMP", + "ACBD6", + "ABCG4", + "ABHD10", + "ABHD12B", + "ABO", + "ABHD4", + "ABL1", + "ABCF1", + "ABCA3", + "ABL2", + "ADAM7", + "ADAM11", "ABCG1", - "ACP4", - "AKNA", - "BAG2", - "ACOT8", - "CAPN10-DT", - "ARHGEF26", - "ARHGAP1", + "ACRV1", + "ACAT2", + "ACTRT1", + "ABCA13", + "ABTB2", + "ACOD1", + "ACE2", + "ACER3", + "ACSM4", + "ABHD5", + "ACTL6B", + "ABCC3", + "ACTR3C", + "ABCG5", + "ACADM", + "ABCC2", + "ACTG2", + "ABI3", + "ABLIM2", + "ABCB7", + "ACO2", + "ACSM2A", + "ACAT1", + "ACAP2", + "ABCA6", + "ABCB11", + "ABHD2", + "ACTL8", + "ACOX2", + "ACOX3", + "ABCA8", + "AADACL3", + "ABCA15P", + "ACBD3", + "ACSM5", + "ABHD3", + "ACTRT2", + "ACACB", + "ABT1", + "ACP1", + "ABCC13", + "ACY3", + "ACVR1", + "ABCG8", + "ABCC10", + "AACSP1", "ADAMTS5", - "C4orf46", - "AK8", + "ACVR1B", + "ACIN1", + "ACADS", + "ACP7", + "ABHD16A", + "ACTR5", + "ADAM23", + "ACOT4", + "ABCA9", + "ADAMDEC1", + "ACAP1", + "ADAMTS3", + "ACLY", + "ACAD10", + "ABHD8", + "ACTA1", + "ADAM9", + "ACTC1", + "ACAD8", + "ACTL6A", + "ACSF2", + "ADAD2", + "ACOT7", + "ADAMTS9", + "ADAMTS6", + "ACP6", + "ADGRF1", + "ABCD4", + "ACCS", + "ACP4", + "ADCK5", + "ADAM5", + "ADAMTS19", + "ADRB2", + "ACO1", + 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"ANKRD34C", + "ASB12", + "APLF", + "ARMT1", + "ARFGEF1", + "APLP1", + "ARSB", + "APBB2", + "APCDD1", + "AK7", + "BDKRB1", + "ARID1A", + "AHSA1", + "AUP1", + "ARV1", + "APC", + "ANXA4", + "ANGPTL2", + "ARHGEF15", + "ARHGAP22", + "ASTL", + "ARHGAP25", + "ANK1", + "AKAP4", + "ASB5", + "ABHD18", + "C12orf42", + "AKR1B10", + "APOA2", + "AP3M1", + "AMZ2", + "ATP13A2", + "ASNS", + "ALG1", + "BLM", + "C10orf55", + "BCORP1", + "AGA", + "ANKZF1", + "ADIRF", + "ANKMY1", + "ALG5", + "AP1S3", + "APOL4", + "B4GALNT3", + "ABITRAM", + "ACHE", + "ARHGAP40", + "ARIH2", + "ASCL5", + "AKAP14", + "ADGRG4", + "AFAP1", + "ANXA2", + "ATR", + "ALMS1", + "ADA2", + "ADAP1", + "ATP11AUN", + "ASTN2", + "AGL", + "AQP4", + "ARHGAP18", + "ALG3", + "APAF1", + "ATRNL1", + "ARMC6", + "ASCL4", + "BIRC7", + "AKAP9", + "AGRN", + "ADGRA2", + "ANGPT1", + "B3GALNT2", + "BRPF3", + "AFF4", + "ANKRD26P1", + "AICDA", + "BNC1", + "AEN", + "ATP1A4", + "ATP5PF", + "ARPP21", + "APBA1", + "ANKFN1", + "BBS9", + "APBA2", + "ASB7", + "ARFGAP3", + "B4GALT3", + "BABAM1", + "C17orf100", + "APOA4", + "CACNB3", + "ANKRD46", + "ATE1", + "ANKRD22", + "AKAP1", + "B3GALT2", + "BRMS1", + "ALLC", + "ARIH2OS", + "APOBEC3D", + "ARNT", + "AMBRA1", + "ARHGEF11", + "ALDH3A1", + "BUB1", + "ALG6", + "ANKFY1", + "ATP6V0D2", + "ARAP2", + "ATG7", + "ARL8B", + "AMOTL1", + "ADH1A", + "ADGRG2", + "ATP6V0A1", + "BAX", + "BCL2", + "ATP5F1C", + "ARHGAP1", + "ANKS6", + "ALDH1L1", + "ASPHD1", + "AFG3L1P", + "B4GALT2", + "ANGPT4", + "ARHGEF16", + "ANAPC5", + "BBOF1", + "AGAP11", + "BPIFC", + "ARMC2", + "ATP6V1G2", + "BTNL3", + "ANP32B", + "BAD", + "AIFM2", + "ARNT2", + "C10orf95", + "C1QTNF6", + "ALOX5AP", + "ARAP1", + "AVPR2", + "BCORL1", + "ATG101", + "ATP6V0A2", + "BAIAP2L1", + "AIMP1", + "BMP15", + "B4GALNT2", + "C12orf43", + "ATOX1", + "ATP1A2", + "ATP5MF", + "ANKDD1B", + "AKR1A1", + "ARHGAP32", + "ARHGEF19", + "BEST2", + "AGAP2", + "BCDIN3D", + "C11orf16", + "BAZ1A", + "BCKDK", + "ALKBH6", + "ATG10", + "ARCN1", + "AK9", + "ARHGAP36", + "ARHGAP4", + "BET1L", + "BMP6", + "ASTN1", + "ATG4B", + "C16orf92", + "ASZ1", + "CACTIN", + "BOK", + "ATP6V0A4", + "C1orf116", + "ASH1L", + "ATP6V0E1", + "ANP32D", + "ATP6V1B2", + "C18orf54", + "ARL6IP4", + "BRF2", + "BLVRB", + "ASGR1", + "BAG3", + "ADIPOR1", + "ATF6B", + "ANKS1A", + "ARSD", + "C15orf39", + "C16orf78", + "ARAP3", + "ARL13B", + "ADPRM", + "BPIFA4P", + "APOL2", + "C10orf90", + "C15orf32", + "ATAD2", + "ATXN7L2", + "AFF3", + "ANKRD34A", + "BMPER", + "ARMC12", + "AMPD2", + "AUTS2", + "ADH6", + "APCDD1L", + "AP1S2", + "ARL6IP5", + "ARMC9", + "ATP2B3", + "APOBR", + "ARHGAP31", + "AZI2", + "ATL2", + "AKR7A2", + "AVP", + "ALDH2", + "ASB13", + "C1QTNF2", + "AVPR1A", + "AKIRIN1", + "ATOSA", + "ATP8A2", + "ATP11C", + "C17orf99", + "ATG4D", + "ATOH8", + "BHLHA15", + "ATP5IF1", + "AKNA", + "ATP2C2", + "BABAM2", + "CASP14", + "APPBP2", + "B3GAT1", + "CABLES2", + "BCKDHB", + "ARHGEF4", + "BTNL9", + "BRD7P3", + "B4GALT5", + "ARRDC3", + "ARMH3", + "C8A", + "ASB9", + "ATP2A2", + "ARMC8", + "ARL1", + "ATG5", + "BTBD2", + "C17orf75", + "ANTXRL", + "AVL9", + "CAMTA1", + "ANKRD20A8P", + "BMX", + "BRK1", + "C16orf90", + "ATL3", + "CACNA1G", + "C1orf220", + "ANGPTL4", + "ATAD2B", + "ARHGDIG", + "ATP6V0C", + "ATP5F1B", + "B3GNT4", + "AMZ1", + "AFAP1L2", + "ANKRD27", + "AMFR", + "ACTR6", + "C11orf40", + "B3GNT5", + "ARHGEF5", + "ADSS2", + "BMP8A", + "BSG", + "CA5A", + "ARGFX", + "ALDH1A2", + "C16orf74", + "BMP2K", + "BSND", + "AGTR2", + "ARHGEF3", + "BAMBI", + "ATP1A1", + "BRD4", + "ATXN7L1", + "ARFIP2", + "BICD2", + "BEX1", + "C10orf67", + "ALPK1", + "AURKC", + "ARHGAP23", + "ARID1B", + "C10orf71", + "BCAN", + "ARHGAP26", + "ARL5A", + "ASXL2", + "ASCL2", + "BPIFA3", + "C3orf20", + "AIG1", + "ADGRD1", + "ARL2BP", + "ATP10B", + "C5orf34", + "ATP13A4", + "C15orf40", + "ATP23", + "B3GAT3", + "ATP9A", + "AMBP", + "C4BPA", + "C1orf74", + "ASTE1", + "ATG12", + "BCL2L12", + "ALDH3B1", + "ALYREF", + "BBC3", + "ARHGEF26", + "APOA5", + "ADAR", + "ADARB1", + "ATF6", + "ARSL", + "ANKS4B", + "ATP8B4", + "ATP13A3", + "AP1AR", + "ARL11", + "ATP7B", + "BMS1", + "BLNK", + "APOH", + "ATXN7", + "AXDND1", + "BRIP1", + "BNIP3L", + "BMPR1B", + "ATOH7", + "ARPC4", + "CACNA1H", + "ARHGAP44", + "ATF1", + "AVPI1", + "ARFGEF2", + "ANKEF1", + "C1orf105", + "ATP5F1D", + "ATRN", + "C12orf56", + "BTBD1", + "ANKRD33B", + "ASAH1", + "BEAN1", + "BRD2", + "ARHGAP17", + "BIK", + "CALY", + "AP2M1", + "ALX3", + "BCAP31", + "ASB17", + "CACNA1E", + "APLNR", + "BCL2L15", + "AVPR1B", + "ALDOC", + "BLTP3B", + "BAHCC1", + "ATP6V1D", + "BIRC5", + "ARRDC4", + "ARMCX5-GPRASP2", + "BAG5", + "C11orf58", + "BRWD3", "AKR1E2", + "C11orf42", + "BCL3", + "ARB2BP", + "BRIX1", + "APMAP", + "ATG2A", + "ALOX15", + "B3GALT1", + "BROX", + "CAB39", + "C22orf31", + "C20orf173", + "BICRA", + "ANAPC15", + "ALDH1A3", + "ANXA1", + "BET1", + "C12orf54", + "BDNF", + "C4orf36", + "CCDC38", + "BFSP2", + "ATP2B2", + "C17orf50", + "C5orf15", + "BFAR", + "ATP6V1G3", + "C14orf39", + "BLOC1S2", + "BRINP3", + "BOLL", + "ANKRD50", + "CACNG1", + "CA10", + "ARHGAP29", + "AZGP1", + "ARHGAP5-AS1", + "ASCC2", + "C3orf22", + "BPIFB1", + "BAALC", + "AMDHD2", + "AZIN1", + "ATP2B1", + "ARHGEF10L", + "BBS12", + "CCDC171", + "BEND3", + "BICD1", + "ART5", + "BCL7B", + "BBX", + "CCDC33", + "C16orf82", + "BCAS1", + "BPIFB3", + "CACUL1", + "BCL10", + "ATF7IP", + "C20orf204", + "BST1", + "ATP5PO", + "BMP8B", + "BEND2", + "AQP3", + "ATL1", + "BAZ2A", + "ANAPC7", + "AUNIP", + "BDH1", + "BARHL2", + "CARTPT", + "BCLAF1", + "CAPZA3", + "BHMT", + "C11orf96", + "ATF7IP2", + "BEND5", + "BLK", + "C10orf120", + "BCAS3", + "BEND6", + "B9D1", + "CACNG4", + "BIN2", + "BMF", + "C19orf48P", + "ATP11A", + "C3orf62", + "BANP", + "C15orf62", + "C5orf46", + "C3orf49", + "ASNSD1", + "ARHGAP42", + "C1QL2", + "ANKRD45", + "ATP13A1", + "APOBEC2", + "C10orf88", + "ATP9B", + "ASB3", + "ANO3", + "BRICD5", + "BUD23", + "ARFGAP1", + "ANKRD1", + "AR", + "CACNG7", + "ATP1B4", + "CALHM6", + "AQP4-AS1", + "BTK", + "ARSF", + "B9D2", + "BCL2L13", + "B3GNT9", + "BEX4", + "ASPHD2", + "BICRAL", + "C6orf141", + "BCL7C", + "BRINP2", + "ADORA2A-AS1", + "ANAPC16", + "ANKRD13D", + "BRWD1", + "C12orf50", + "CCDC185", + "ARHGAP28", + "ATP8B1", + "CAPS", + "C2CD4A", + "CELF4", + "BOLA3", + "ARLN", + "BRCA1", + "AURKAIP1", + "CCDC27", + "AJM1", + "BIN1", + "CACNB2", + "ATRX", + "BAAT", + "C3orf36", + "BORCS6", + "ATXN7L3", + "ATP6V1E1", + "BTBD3", + "BTN2A2", + "BCHE", + "CASQ1", + "ATAD3C", + "CACFD1", + "ARF4", + "C1orf198", + "ARF5", + "C1QBP", + "AVIL", + "CACNA1I", + "ATP5MG", + "AK4", + "ANXA7", + "C8orf76", + "CA11", + "BCO1", + "BTNL8", + "BCAS4", + "ASXL3", + "ATP5MC1", + "AVEN", + "C5orf52", + "BHLHE41", + "C1QL3", + "CCDC121", + "C8orf33", + "BIRC8", + "C14orf180", + "BAP1", + "C5orf47", + "ARHGAP27", + "AHSG", + "C1R", + "CACNG6", + "ADCY1", + "ARL4C", + "BAG1", + "CA8", + "ARC", + "C19orf67", + "CCDC117", + "BEX3", + "BNIP5", + "ADAM21", + "BICDL2", + "ATP12A", + "ATP7A", + "C9orf40", + "ATP1B3", + "C3orf18", + "ATPSCKMT", + "CA14", + "BSDC1", + "ANKRD28", + "BTNL2", + "C11orf87", + "BDKRB2", + "ARL8A", + "BEST3", + "BATF", + "ARL6IP1", + "B4GAT1", + "BTG1", + "C9orf43", + "AGBL5", + "ATP5MC2", + "ASGR2", + "C6orf120", + "CDH24", + "ANKRD13C-DT", + "C2orf74", + "BTBD10", + "C1QL1", + "C2orf15", + "CABP7", + "API5", + "ATXN3L", + "CCDC134", + "C19orf33", + "CAND2", + "ATMIN", + "B4GALT7", + "BNIP1", + "CCDC126", + "AQP6", + "BATF2", + "CBS", + "BANF2", + "C19orf44", + "CBY2", + "C5orf24", + "CCBE1", + "ATAD1", + "ADSL", + "BIRC2", + "ARL6IP6", + "C9orf152", + "CATIP", + "AKR1C3", + "ATG16L2", + "ARHGEF18", + "BRSK2", + "BPNT1", + "CD5L", + "C2orf68", + "BPGM", + "ATP13A5", + "ARMCX3", + "BNIP3", + "BMAL1", + "ATF3", + "ATP4B", + "CACNA2D3", + "C1QTNF12", + "BEST4", + "CADM2", + "C10orf105", + "AGPAT1", + "BOD1", + "BNC2", + "CAST", + "ANKRD34B", + "ATP6V1G1", + "CALHM3", + "C8orf58", + "ATP6V1E2", + "ACY1", + "CAB39L", + "C1QTNF3", + "CABCOCO1", + "C1D", + "CASTOR3P", + "BNIP2", + "ATP5MJ", + "B4GALT6", + "ARHGEF7", + "ARHGAP9", + "BPIFA1", + "ANGPTL1", + "C20orf181", + "CDC20", + "BAZ1B", + "BLTP2", + "BRD8", + "ATPAF2", + "CCDC196", + "ANKRD18A", + "CASP6", + "AP2A1", + "ATP5F1E", + "ADA", + "ANKRD10", + "BMAL2", + "CCDC63", + "CALML5", + "ATAD5", + "C1orf210", + "C20orf144", + "ADH4", + "C5AR1", + "C1orf122", + "ATP6V1C2", + "C5orf22", + "CBLN3", + "C17orf58", + "B3GLCT", + "CA9", + "CAMK2D", + "ATG13", + "CCL21", + "BBS7", + "CACNB4", + "AP1S1", + "CASP7", + "ART4", + "BEST1", + "CAGE1", + "C2orf76", + "BBOX1", + "ARMCX5", + "BRWD1-AS2", + "C2CD2L", + "CALHM4", + "BRD9", + "AK5", + "CCDC81", + "C11orf24", + "AXL", + "BLMH", + "AFF2", + "BARX2", + "C6orf62", + "BSX", + "BTN1A1", + "ASPA", + "ANP32A", + "C16orf87", + "APPL1", + "ASIC5", + "C14orf119", + "ANO2", + "CCDC39", + "C2orf88", + "BCL9", + "C2orf80", + "CBLL2", + "CCDC110", + "C8B", + "CCDC32", + "CA4", + "BLOC1S6", + "BCAR1", + "CCDC168", + "AK3", + "BSPH1", + "ATP2C1", + "C14orf132", + "AQP2", + "ATP1B1", + "CCDC190", + "C21orf58", + "CABP4", + "ATF5", + "BOC", + "BTBD16", + "BPIFB2", + "CAPN15", + "C1RL", + "C2orf81", + "C1orf159", + "ATP6V1H", + "ATP6AP2", + "ARHGEF33", + "BDP1", + "CAPN12", + "BPIFB4", + "C1GALT1C1", + "AKT1S1", + "CALCA", + "BTBD7", + "C6orf136", + "CBLN4", + "C12orf71", + "BASP1", + "ARPC1B", + "CALR", + "CCDC3", + "C1orf162", + "ARHGAP35", + "CDK18", + "AXIN1", + "CASK", + "CDYL2", + "APC2", + "CDH18", + "BBS5", + "C12orf76", + "AKAP8", + "ARMH4", + "BEX2", + "CASD1", + "BRD1", + "BTBD8", + "ASPM", + "BSN", + "BEX5", + "ARR3", + "CADPS", + "BCOR", + "BMP2", + "CA7", + "APPL2", + "C1orf174", + "C3", + "BCCIP", + "C11orf21", + "CACNA1C", + "BICDL1", + "ASCL1", + "CACNA2D2", + "BCAT2", + "C1orf43", + "ANO9", + "CCDC28B", + "CDCA7L", + "C3AR1", + "CCAR1", + "ARID5B", + "C7orf57", + "CCDC51", + "C1orf87", + "CD274", + "CACNA1S", + "B3GNT3", + "C8orf34", + "BTAF1", + "C2", + "C18orf21", + "CARD10", + "ACADVL", + "CALCB", + "CCL23", + "CA3", + "CCDC137", + "C1orf50", + "CELSR2", + "B3GNT6", + "BLVRA", + "CAMTA2", + "C5AR2", + "ATRAID", + "CCDC73", + "CAPN9", + "ATM", + "BST2", + "BRMS1L", + "CDIPT", + "CAPN6", + "ANGPTL7", + "BPIFA2", + "ARMCX1", + "BECN1", + "AP4S1", "CARMIL1", + "ALAS2", + "CBR1", + "ARHGAP5", + "CARMIL2", + "C1QTNF8", + "BLTP3A", + "BCAT1", + "CCDC47", + "CCT6B", + "BRAT1", + "C1orf35", + "C3orf70", + "CCR4", + "CASTOR1", + "CDSN", + "BIRC6", + "C8orf44", + "BAIAP2", + "C1QTNF4", + "ASIC1", + "CENPT", + "C16orf54", + "C3orf33", + "CCL1", + "ATXN3", + "ARPP19", + "CDC20B", + "C9orf72", + "C1GALT1", + "CCER1", + "C9orf163", + "ATG14", + "ATP6AP1", + "APOO", + "ARHGEF10", + "CAMKMT", + "CEACAM6", + "ASPN", + "CAD", + "ALDH1B1", + "CA5BP1", + "C6orf15", + "CCDC89", + "CDH23", + "CASKIN2", + "CDC42BPA", + "BTN3A3", + "APOL6", + "ATIC", + "BAHD1", + "CAT", + "CACYBP", + "AKT2", + "ADGRV1", + "CD19", + "APP", + "ALKBH5", + "ADAT1", + "CCDC86", + "BORCS5", + "CCDC177", + "BIN3", + "CES5A", + "ARL14", + "ASB10", + "BTN3A1", + "C4orf33", + "AUH", + "BRSK1", + "CANT1", + "CCL22", + "C3orf52", + "CCDC172", + "CCNYL2", + "CCS", + "CCDC112", + "CCT8", + "CEACAM18", + "CDX1", + "CC2D2A", + "CDKN1A", + "CADM3", + "CHODL", + "CCDC87", + "ATAT1", + "BBLN", + "CEACAM21", + "CD248", + "CAPS2", + "CERS3", + "ARFIP1", + "B4GALNT4", + "CAPN5", + "C12orf57", + "BTBD6", + "CCDC92", + "BOD1L1", + "CCNL1", + "ARSK", + "CCDC116", + "BUB3", + "CCIN", + "B4GALNT1", + "CALCR", + "ASCC3", + "BMPR2", + "ARHGEF1", + "C16orf89", + "BHLHE23", + "ATXN10", + "CDCA4", + "CD4", + "ANGPT2", + "CACNG5", + "CELA1", + "BORA", + "CAPN11", + "CD8B", + "CIBAR2", + "ANKS3", + "BTG2", + "C9orf85", + "CAPN1", + "BLID", + "CCM2", + "CD72", + "CCDC115", + "CD40LG", + "CDK5R2", + "ATOH1", + "CALM3", + "CD1B", + "CASP1", + "ASL", + "BPIFB6", + "AQP9", + "C12orf60", + "AMELY", + "ARK2N", + "CD96", + "CASP2", + "ATP5MC3", + "CFAP57", + "CARINH", + "BCO2", + "CDH20", + "CD1A", + "BAG6", + "CAPRIN2", + "CDC42BPB", + "CASP5", + "ARHGEF40", + "CDO1", + "CCNT1", + "CDC42EP1", + "ARMCX4", + "CCDC12", + "CBX6", + "APOF", + "C2orf66", + "CC2D1B", + "CCDC198", + "BAALC-AS2", + "BAZ2B", + "CAMK2B", + "C2orf69", + "CCDC34", + "CABP5", + "CDC25A", + "CCL4", + "C1orf216", + "CEND1", + "CCDC178", + "CASP4", + "CA2", + "CDK5RAP1", + "ATN1", + "CA5B", + "ATP6V0B", + "CCNE1", + "CCDC85C", + "CCNK", + "CD3E", + "CASP9", + "B2M", + "CD80", + "CCDC9B", + "C19orf12", + "CCL5", + "ARHGEF12", + "CLBA1", + "CASKIN1", + "CLEC4C", + "CERS6", + "CABP1", + "CFAP107", + "CD79A", + "ARRDC2", + "CD207", + "CD1C", + "CHRND", + "BZW2", + "CALCOCO1", + "CCNG1", + "CCDC7", + "C9", + "BPESC1", + "CCNE2", + "ATP5ME", + "C6orf52", + "C17orf78", "B3GALT6", - "C6orf147", + "ALG8", + "C1QL4", + "CCDC85B", + "C19orf25", + "AOAH", + "CCDC91", + "CHADL", + "CCDC181", + "C6", + "CARHSP1", + "BACE2", + "C5", + "ATXN2L", + "CBX7", + "CELA3A", + "CAV2", + "C21orf91", + "CCSER1", + "CCKAR", + "CCDC17", + "ATP6V1F", + "C3orf38", + "CACNA1A", + "BUB1B", + "C22orf46P", + "BAG2", + "CARM1", + "ANKRD7", + "C11orf54", + "CCDC158", + "CBLB", + "CACNA1B", + "BRD10", + "CD44", + "CCNJL", + "CASP10", + "ANKLE2", + "BCAR3", + "BTN2A1", + "CARF", + "CCDC138", + "CCDC15", + "CCNB1", + "CARS2", + "AMMECR1", + "ANAPC11", + "CCDC68", + "CCDC169", + "CCDC175", + "CCDC174", + "BANF1", + "CBLC", + "C19orf73", + "CCHCR1", + "CDX4", + "CDKN2B-AS1", + "CD81", + "CALN1", + "BTBD9", + "BLOC1S3", + "CDHR5", + "CATSPER4", + "CDA", + "ARG1", + "CFDP1", + "BTLA", + "CCNO", + "C4orf17", + "ATP6V1A", + "ANKRD36BP1", + "CCNJ", + "ARHGEF2", + "CHST11", + "CALHM2", + "CCDC62", + "CLDN8", + "ATP1B2", + "CAMK1D", + "CD47", + "CEACAM16", + "CDC14A", + "BCL6B", + "CIMIP6", + "CD300C", + "BBS10", + "CENPU", + "CENPM", + "CDIP1", + "CACNB1", + "CGN", + "CEBPZ", + "C6orf89", + "CDCA2", + "BBS1", + "BHLHE22", + "C1orf115", + "CD320", + "CDC6", + "CAPN13", + "ATG9A", + "ADAD1", + "BRI3", + "BDH2", + "ATOSB", + "CLRN1", + "CFAP20", + "BHLHE40", + "CD99L2", + "CEP128", + "CCR10", + "CLDN18", + "CEP162", + "CDH9", + "AXIN2", + "CCDC154", + "CDT1", + "CEACAM7", + "CD9", + "C2orf78", + "C20orf203", + "CAVIN2", + "CHD8", + "C11orf86", + "CD68", + "C9orf78", + "CEACAM4", + "CGA", + "CAV3", + "CLCA1", + "CCND3", + "ARVCF", + "CASC3", + "CD38", + "CCDC6", + "BCL2A1", + "CFAP74", + "CENPL", + "C6orf118", + "CCNC", + "C8orf82", + "CERCAM", + "CARS1", + "CCNDBP1", + "CCDC159", + "CBLN2", + "CDK9", + "CASC2", + "BIVM", + "CDKN2A-AS1", + "CENPK", + "BRAP", + "CENPF", + "CDC42EP5", + "CCDC60", + "CECR2", + "CATSPERG", + "CD200R1", + "C19orf47", + "CC2D2B", + "CD79B", + "CDCA5", + "ARL4D", + "CGGBP1", + "CCDC106", + "C2CD2", + "CCDC8", + "CHCHD6", + "CERKL", + "BHMT2", + "AMELX", + "CEP15", + "CDH6", + "BOLA1", + "CCDC43", + "CLASRP", + "BMERB1", + "BPHL", + "CCND1", + "AQP5", + "CDHR2", + "CCM2L", + "BMP4", + "C1orf54", + "C1orf94", + "CEP57L1", + "CARMIL3", + "CALM1", + "CDC37", + "CHI3L2", + "CFD", + "C22orf39", + "CD300LB", + "BICC1", + "CD3D", + "CCL7", + "BUD13", + "CADPS2", + "CAMSAP3", + "CHMP1A", + "CARD19", + "CBARP", + "CHKA", + "CARD8", + "CCDC54", + "CCT5", + "ANXA11", + "ALOX5", + "BRAF", + "CDS2", + "CDCA7", + "CCDC125", + "CDH2", + "CCDC191", + "ALG14", + "C7orf25", + "CD1D", + "CEP44", + "CCNT2", + "CENPC", + "C1QB", + "CLEC4F", + "CLPTM1", + "CAMK1G", + "ANKDD1A", + "CFAP20DC", + "B4GALT1", + "CENPH", + "CCDC184", + "CBFB", + "CCDC28A", + "BRD3", + "CEP41", + "CAMKK2", + "C20orf96", + "CMA1", + "CD5", + "CCDC14", + "ATP6V0E2", + "C11orf65", + "CENPBD1P", + "C7", + "CDR1", + "CETN2", + "CCDC127", + "C1QTNF7", + "CENPS-CORT", + "CER1", + "CGAS", + "CIITA", + "CCL8", + "CAMSAP1", + "CD247", + "CITED1", + "C19orf18", + "ALPL", + "CLDN20", + "CD46", + "CCDC107", + "CIC", + "CDC23", + "CATSPER1", + "CD27", + "CD3G", + "CFHR5", + "CARD6", + "BTG3", + "CIRBP-AS1", + "CDH15", + "CELF5", + "CDC16", + "CES3", + "CFAP210", + "CALM2", + "CNMD", + "ALG10", + "CERT1", + "CAV1", + "CLCN4", + "CCDC22", + "CD209", + "CD1E", + "CHRNA1", + "CHRM5", + "CAMK2N2", + "ANKMY2", + "CCDC102B", + "C19orf38", + "CDX2", + "C15orf48", + "CABP2", + "BLOC1S1", + "CLCNKB", + "CCNA2", + "CCR3", + "C11orf98", + "CLEC2B", + "CFAP184", + "CALB1", + "CHRM1", + "CHRNB4", + "CETN3", + "CADM4", + "CFAP144P1", + "CIDEA", + "CEP164", + "CATSPERD", + "CBX2", + "CCT3", + "C8G", + "CLCN6", + "CEP192", + "CCL13", + "CCND2", + "CACNA1F", + "CNN1", + "CACNG3", + "AWAT2", + "CES4A", + "CCDC78", + "CCT4", + "CACHD1", + "CDK19", + "CDK3", + "CAP2", + "CNTNAP2", + "CRACR2A", + "CBX3", + "CASR", + "CBX8", + "CDCA3", + "CABLES1", + "BMP5", + "CFHR3", + "CHRNA3", + "CNOT11", + "ASB1", + "COL18A1-AS1", + "CHP2", + "CD160", + "CHAC1", + "CEP89", + "CCDC13", + "BLZF1", + "CCL26", + "C9orf50", + "CDCA8", + "CDNF", + "CHURC1", + "BEND7", + "CALHM5", + "CHML", + "BRME1", + "CEACAM5", + "CASP8", + "CH25H", + "CFAP43", + "CHMP6", + "CDC25B", + "BCL9L", + "ALOX12B", + "CERK", + "CASZ1", + "COL11A2", + "CCR6", + "CCDC9", + "CATSPERZ", + "CD74", + "APRT", + "CDKN1C", + "ARHGAP30", + "CLTA", + "CDPF1", + "CEP20", + "CDK20", + "CD48", + "BBS2", + "BLOC1S4", + "CCDC66", + "CFAP221", + "CDH5", + "CHAF1B", + "CHST15", + "CBR4", + "CAMP", + "CDKN2AIPNL", + "CALML3", + "CCDC77", + "CLPS", + "B3GALNT1", + "AGO2", + "C1QA", + "ARIH1", + "CHST13", + "CLN3", + "CD84", + "BPNT2", + "BYSL", + "BCL6", + "CBLL1", + "CA13", + "CHEK1", + "CABYR", + "CENPV", + "CBLN1", + "COL23A1", + "CIP2A", + "CDC42EP2", + "CLDN10", + "CEP152", + "CRYGA", + "CEP295", + "CD109", + "CFTR", + "CEACAM1", + "CHST9", + "CHFR", + "CHAT", + "CELA2A", + "ATP6V1C1", + "CCL17", + "CEP70", + "CHM", + "CCN1", + "ASRGL1", + "C11orf68", + "CDKN2C", + "ATG3", + "BMP10", + "CAPNS1", + "CCDC25", + "CNR1", + "CLDN9", + "CHD5", + "CENATAC", + "CCK", + "BCKDHA", + "CHCHD4", + "CFAP100", + "C1orf56", + "COL2A1", + "C16orf46", + "CELF3", + "CEP290", + "CFAP126", + "CYP2W1", + "CD33", + "CNN3", + "C1S", + "CCL24", + "CBR3", + "CDC45", + "BATF3", + "COL6A4P2", + "CD86", + "CCDC30", + "CFAP45", + "BCL2L2", + "CEP170B", + "CD164", + "CCNB2", + "CNOT6L", + "CLRN3", + "CHDH", + "CNKSR3", + "CTXN1", + "ATP8A1", + "CNPPD1", + "CFAP46", + "CHRNB3", + "ATG4A", + "CALD1", + "COL4A6", + "CATSPERE", + "CLEC9A", + "CLGN", + "C8orf74", + "CABIN1", + "CELF6", + "CLCA4", + "CRPPA", + "CLSTN3", + "CIAPIN1", + "CAPN7", + "CHST3", + "ATF7", + "CDK6", + "CIB3", + "CHRDL1", + "CPN1", + "CARD18", + "CLCN1", + "CASP8AP2", + "CDC42SE2", + "COL6A4P1", + "CLCA3P", + "CD59", + "CNGA2", + "COL9A1", + "CHD1", + "CD200", + "CEP57", + "CFAP69", + "C1orf52", + "CCAR2", + "CDK15", + "CENPB", + "CHCHD2", + "CLDN19", + "CLXN", + "CRB1", + "CKAP2", + "CFAP298", + "CCDC146", + "CEP19", + "CCDC59", + "CHMP7", + "CORIN", + "CLN6", + "CPT1C", + "CAMLG", + "CCDC61", + "CFAP161", + "ATP8B2", + "ATP6V0D1", + "CNN2", + "C14orf93", + "CDH3", + "CEACAM20", + "C8orf48", + "BARHL1", + "CISD3", + "CMC2", + "CEP76", + "CCR9", + "CHRNA9", + "CIMAP1D", + "CLDN1", + "CISD1", + "COA3", + "CLIC2", + "CEP68", + "COPS5", + "CEMIP2", + "CLUL1", + "CENPE", + "CNGB1", + "CAAP1", + "C6orf132", + "CALML4", + "CLEC14A", + "CLUAP1", + "CNRIP1", + "BEGAIN", + "CFAP97", + "CDH8", + "CCDC97", + "CFAP119", + "CLEC12B", + "APOBEC3C", + "CD2AP", + "CENPP", + "CCT7", + "CDK2", + "CMTM1", + "CFAP73", + "CAMK2A", + "CFAP410", + "C1orf21", + "COL6A2", + "CHTOP", + "BSPRY", + "CHAMP1", + "CCDC83", + "CRMP1", + "CLECL1P", + "CCNH", + "CGREF1", + "ADSS1", + "CCNB1IP1", + "CCDC150", + "CASP3", + "CNNM4", + "CNP", + "CDRT4", + "B4GALT4", + "CLCA2", + "CDKL5", + "CDC42", + "CDHR3", + "CDKN3", + "CRCT1", + "DLX3", + "CCL16", + "CTNND2", + "APOBEC3H", + "CPB2", + "CLDN3", + "CAPN2", + "COL4A4", + "CORO7", + "CDK7", + "CCDC69", + "CKAP5", + "CHI3L1", + "CEP135", + "CD34", + "CXCL17", + "DAZL", + "CNPY2", + "ANXA6", + "CYP11B2", + "CIMAP1A", + "CILK1", + "CCP110", + "CNOT4", + "CHRNG", + "CATSPERB", + "COX4I2", + "ASB6", + "CDK2AP1", + "CLEC10A", + "C12orf75", + "CEP250", + "CISH", + "CLHC1", + "CLDN2", + "CCN5", + "CPA5", + "CLDN14", + "CIMAP3", + "CLCN2", + "CD151", + "CCDC88A", + "CKS2", + "CUX2", + "CYP4F22", + "CDK17", + "CLEC1A", + "ATP2B4", + "CD300LD-AS1", + "CEACAM3", + "CILP", + "CLEC4M", + "DBNL", + "CAND1", + "C4BPB", + "CHRNA6", + "CRELD2", + "CAMK2N1", + "CCDC167", + "CEP85L", + "CNNM3", + "CD2BP2", + "CCDC140", + "CLCN5", + "CPSF4L", + "CD83", + "CLSTN1", + "BCR", + "CC2D1A", + "CSNK1A1L", + "CCL25", + "CHGA", + "CAPSL", + "CLCF1", + "CDK14", + "CENPQ", + "CIMIP2B", + "COPS9", + "COX7B2", + "CES2", + "CERS4", + "CIAO3", + "BMP1", + "BFSP1", + "AMPD3", + "DCAF4L2", + "ASPRV1", + "CMYA5", + "CHRD", + "COCH", + "COMMD8", + "CALHM1", + "ATPAF1", + "CDH4", + "DBIL5P", + "CPSF2", + "CD53", + "CNTNAP4", + "CXCL3", + "CDKL2", + "CRBN", + "COQ8B", + "CPSF3", + "CCL27", + "BORCS7", + "DLX4", + "BID", + "COLCA1", + "CREB3L2", + "CNST", + "DAND5", + "BTF3", + "DCHS2", + "CD36", + "CMIP", + "DCAF11", + "COL16A1", + "CCDC102A", + "CTU2", + "COLEC10", + "C2CD6", + "CEP55", + "CNOT8", + "CPB1", + "CHD9", + "CLCC1", + "DBN1", + "BRPF1", + "C2orf42", + "COL7A1", + "CFP", + "C1QTNF9", + "CHCHD5", + "CIRBP", + "CHMP4C", + "CNTN6", + "CHIT1", + "CPSF7", + "CNKSR2", + "DCP1A", + "DCTN1", + "C19orf53", + "ARL5C", + "CFAP299", + "CNTROB", + "CHAF1A", + "CLDN6", + "CIMAP2", + "COMMD10", + "CROCC", + "BMP7", + "CYP8B1", + "CD244", + "CRP", + "BCAP29", + "COASY", + "CLASP1", + "CNOT6", + "CHD2", + "CHCHD7", + "CHAD", + "COL11A1", + "CHMP1B", + "COL22A1", + "CD180", + "CPNE4", + "DRG2", + "CTSH", + "CFAP65", + "CDKL3", + "CPLX2", + "BTN3A2", + "CFAP53", + "CACNA2D1", + "CRTAP", + "CPXCR1", + "DNAH9", + "CCKBR", + "CREB3L1", + "CNOT10", + "CLN8", + "CLEC2D", + "CNTRL", + "CHRNB2", + "COL17A1", + "CFAP54", + "CD22", + "CDC27", + "CTCFL", + "C15orf61", + "CHRNA5", + "CHST14", + "CCDC141", + "CRH", + "CDH11", + "CDC42SE1", + "CAMK1", + "CCDC157", + "CDYL", + "CCDC18", + "CYLC2", + "COL12A1", + "COMT", + "CDC5L", + "CXCR6", + "CHGB", + "CAPG", + "CCR7", + "CCL18", + "CHIC2", + "CMAHP", + "CCT2", + "CAPRIN1", + "C1QC", + "DELE1", + "CKAP4", + "DCAF17", + "CUL1", + "DBNDD1", + "CEP83", + "CCR5", + "CFI", + "CLNS1A", + "CNBD2", + "CNGA4", + "CHAC2", + "CR2", + "ANKRD33", + "B3GALT5", + "CSMD3", + "CHD7", + "CROT", + "DEPDC5", + "CCDC80", + "CHPT1", + "CFHR2", + "CCDC88C", + "CRCP", + "CPLANE1", + "CKAP2L", + "CACNG2", + "CHSY3", + "CFAP141", + "DNAI7", + "C2CD5", + "CLK1", + "DMPK", + "CLASP2", + "DLX5", + "CNKSR1", + "CD7", + "CSNK1G3", + "BLTP1", + "CHRNE", + "CLVS1", + "CCDC120", + "CD163L1", + "DBX1", + "CNR2", + "CPXM2", + "CHD3", + "CHTF8", + "CCNP", + "CWF19L2", + "CNTN2", + "CYP17A1", + "CTBP1-DT", + "CD55", + "DGKG", + "CDH7", + "CHST4", + "DRC1", + "CRB3", + "BCL2L11", + "CDV3", + "DKK2", + "BRCA2", + "CYP46A1", + "CRIP2", + "DCLRE1B", + "CITED2", + "CHIA", + "CALB2", + "CHRNA10", + "DCAF12L1", + "CORO2A", + "CELSR1", + "CREG2", + "COQ6", + "COL19A1", + "CCNYL1", + "DCHS1", + "DAGLB", + "BCAS2", + "DENND2B", + "DACT2", + "CORO1A", + "COL8A2", + "CDON", + "CYP11A1", + "COMTD1", + "C1QTNF1", + "DDX39B", + "CHRNA4", + "DBT", + "CTTNBP2", + "CRYBA2", + "CHST12", + "CPTP", + "CCNG2", + "DCAF4", + "CHCT1", + "CDK5RAP3", + "CPAP", + "COPB1", + "CNBD1", + "CLEC5A", + "CDC73", + "CYP2E1", + "CMTR1", + "CDR2L", + "COBL", + "CD24", + "DRC3", + "DDX20", + "CDHR1", + "CZIB", + "C2CD4C", + "CFAP144", + "AZU1", + "CEP95", + "CARNS1", + "CPA6", + "CRYM", + "CD63", + "CIZ1", + "COL5A1", + "CLDN12", + "CTH", + "DHX35", + "CMAS", + "CALR3", + "CTSZ", + "CDC34", + "CYLC1", + "CDC7", + "DLK2", + "CUL4A", + "CPA4", + "CYBA", + "CYP2J2", + "DTX3", + "CELF1", + "CDH1", + "CHIC1", + "DSC1", + "BCL2L10", + "DIP2B", + "CLEC20A", + "CTF1", + "CDH12", + "CIB4", + "BBS4", + "CPSF1", + "COX8C", + "CENPO", + "CLIP4", + "CRNN", + "CMTM7", "CCDC42", - "GRIN3A", - "EEIG2", + "DENND4B", + "CRIPT", + "CDH10", + "CAMSAP2", + "BRDT", + "COMMD2", + "DCST1", + "COL1A1", + "DNAJC18", + "CST1", + "DDX41", + "CNDP2", + "CNPY4", + "CEP63", + "CD276", + "CCDC50", + "CSNK1G2-AS1", + "CLTB", + "CXCR5", + "CKM", + "DMRTA2", + "CPT2", + "CFAP58", + "DOK5", + "DSG1", + "C16orf86", + "CPD", + "CTCF", + "CHST7", + "COG1", + "ATAD3A", + "AGTPBP1", + "DEFB129", + "CHRDL2", + "COLGALT2", + "CDC25C", + "CIR1", + "DCTN2", + "CD69", + "CWC22", + "CD93", + "DDB1", + "CPLX1", + "EWSAT1", + "CMBL", + "BACH1", + "DES", + "CCL19", + "CMC1", + "CHD1L", + "CPO", + "COIL", + "CLDN7", + "CPXM1", + "CHCHD3", + "DGCR5", + "CLVS2", + "DOHH", + "CTNNA3", + "CXCL16", + "CCNL2", + "DACT3", + "B3GNT8", + "CRACD", + "DUSP28", + "CIART", + "CPT1A", + "CEL", + "CTRC", + "CROCCP2", + "COX20", + "CLEC2A", + "CLSTN2", + "DLGAP3", + "CRTC2", + "CEP85", + "CTSV", + "CPNE5", + "CDKN2D", + "CHL1", + "COPB2", + "DEPDC1", + "CLTC", + "CAPZB", + "DHX58", + "CYP2R1", + "DNAJC3", + "CGRRF1", + "CD14", + "CDH22", + "CSNK1E", + "CPLANE2", + "CSMD2", + "DGCR8", + "CPA1", + "COPS7A", + "CCNA1", + "COLGALT1", + "CSE1L", + "CLDN15", + "CLEC11A", + "CRTC1", + "CACNA2D4", + "COX16", + "DEPDC1B", + "CTNS", + "DUSP13A", + "COX11", + "COL1A2", + "CSRP3", + "COPZ2", + "CLDN11", + "CLINT1", + "CLCN7", + "DOLK", + "CMTM6", + "CPE", + "CCDC124", "ARF1", - "MIR7515", - "APRG1", - "ATP5PB", + "CHD4", + "COMMD5", + "COMP", + "DDX47", + "BCL2L1", + "CRAT", + "COL9A3", + "CEP104", + "CREBRF", + "CALCOCO2", + "COQ9", + "CREBL2", + "DEFB125", + "CEP78", + "CRISP3", + "CNTLN", + "DPH6", + "E2F1", + "CHRNB1", + "COX6A2", + "DXO", + "EPCIP", + "CALML6", + "COQ2", + "DDX3X", + "CSN3", + "CSN2", + "CEBPE", + "CROCCP3", + "CRAMP1", + "DIABLO", + "CCDC148", + "CYP26C1", + "DARS1", + "CSRNP1", + "CYSTM1", + "COL21A1", + "CDK2AP2", + "DBR1", + "CDKN1B", + "DOK4", + "COMMD3", + "CHUK", + "CPEB2", + "DNAI3", + "CBY1", + "CIT", + "DLL3", + "DIPK1B", + "DUSP19", + "DDI2", + "CYP19A1", + "CST2", + "BRF1", + "CRHBP", + "CYB5R1", + "CYP4X1", + "COPS6", + "CERS2", + "DNAH3", + "DNAAF2", + "COA7", + "CNDP1", + "DIP2C-AS1", + "CDK5", + "CFAP206", + "DAGLA", + "CLC", + "ELK4", + "CRY2", + "CLPB", + "DNAJB5", + "CRYAB", + "CD300LF", + "CLIC6", + "DCAF7", + "CTBS", + "CFL1P1", + "DENND11", + "CPSF4", + "CFAP263", + "DAW1", + "CYP3A43", + "DRD3", + "CLSPN", + "CHST6", + "COX7C", + "CCDC82", + "COL24A1", + "CCR1", + "CP", + "COX4I1", + "CNPY1", + "CELF2", + "DERA", + "CYP20A1", + "ARFRP1", + "CTSG", + "CSN1S1", + "DAPK3", + "CNNM1", "CWF19L1", - "MBNL3", - "ZBED3", - "IGHG3", - "ATP2C2", - "ADAMTS13", - "ALG2", - "ABI2", - "COX3", - "ADGRG6", - "UBE2G2", - "C1orf162", + "EPHA1", + "CDH13", + "DNER", + "CYP26A1", + "CYTL1", + "DEPDC4", + "DNAJC16", + "CLDN24", + "DCAF8L1", + "DLGAP1", + "CST8", + "CITED4", + "CDH17", + "CKB", + "CXXC1", + "COX7B", + "CPN2", + "CHRM3", + "CNTNAP1", + "CXCL8", + "CNIH1", + "DSG3", + "CLCNKA", + "CLIP1", + "CSGALNACT2", + "DPH3", + "CRELD1", + "ESPL1", + "CYB5R4", + "CLU", + "DARS2", + "CHORDC1", + "DCDC1", + "CXADR", + "CEP112", + "COL25A1", + "DTWD1", + "CNTD1", + "DIO1", + "DAP3", + "ANKK1", + "CNIH2", + "CYB561A3", + "DHFR2", + "FRMPD1", + "CDIN1", + "CINP", + "CPS1", + "ALPP", + "CADM1", + "ARF3", + "CDKN2AIP", + "DHX16", + "CMTM3", + "CETP", + "DIPK2A", + "CTRB2", + "AURKB", + "CSTPP1", + "COQ3", + "DHX8", + "CDC14B", + "CTTNBP2NL", + "DUS3L", + "CCNF", + "COPA", + "CCDC170", + "DUSP4", + "DPYS", + "CST6", + "CYB561", + "DNAL1", + "DCLK1", + "CMTM4", + "BPI", + "CIDEB", + "COA4", + "DNAJC2", + "CFAP61", + "CMPK1", + "CENPX", + "ERCC8", + "CPNE9", + "DPP7", + "CLTCL1", + "DBF4", + "DNAJC15", + "CILP2", + "COA1", + "DNLZ", + "CUL9", + "CNNM2", + "DSCAML1", + "CXCL12", + "COG7", + "CCSAP", + "CLRN2", + "CYP2S1", + "DCAF12", + "CEMIP", + "COL10A1", + "COMMD7", + "DDX28", + "BCL11B", + "GML", + "CIMIP5", + "DSE", + "CPPED1", + "COL4A2", + "CCDC85A", + "CREBZF", + "COA8", + "CEP350", + "CIMIP2C", + "EQTN", + "CD58", + "COL6A3", + "EGR4", + "DCLRE1A", + "DCAF8", + "CEBPB", + "CNTNAP5", + "DSEL", + "CWC15", + "CFAP300", + "CHSY1", + "FAM241B", + "CD163", + "CYP39A1", + "DGKB", + "C22orf23", + "DGAT2", + "CLOCK", + "DAPK2", + "DNAH17", + "CNTN4", + "CTDP1", + "DMBT1", + "CDK1", + "CNTN3", + "DCTN5", + "ERF", + "DUSP12", + "DESI1", + "CALCRL", + "COQ5", + "CSNK2A2", + "CREB3L4", + "DBI", + "FANCD2OS", + "DLEU1", + "CAPZA2", + "CHTF18", + "CDK5RAP2", + "DSG4", + "COX6B1", + "DHH", + "CSTB", + "DMKN", + "EEF1AKMT1", + "DFFA", + "CRYBB1", + "DMAC2", + "FDCSP", + "COX14", + "BLCAP", + "DEXI", + "CMPK2", + "DNHD1", + "EGLN3", + "CYFIP1", + "DDN", + "GADL1", + "DUOX2", + "CFAP44", + "DENND5B", + "DNAJB11", + "DOCK10", + "CSPG4", + "CDK16", + "DDX39A", + "CLEC1B", + "CTPS1", + "CSTL1", + "DIAPH3", + "CEBPG", + "CDC42EP4", + "CLEC4E", + "CORO1B", + "CTIF", + "DCAF6", + "CLDN16", + "DCAF4L1", + "CRACR2B", + "DOP1B", + "ARPC2", + "CTSW", + "CIAO2A", + "CFAP70", + "CREBBP", + "DNAH7", + "EPB41L4A", + "H4C1", + "CXCL1", + "DNASE1L2", + "COG4", + "COA5", + "CTNNBL1", + "FANCD2", + "EME1", + "CYP27C1", + "DNAAF8", + "H2BC3", + "DIMT1", + "COPG1", + "CTSS", + "CYYR1", + "FAM170A", + "CTDSP2", + "FAF2", + "CENPN", + "CLIP3", + "CORO1C", + "DNAJA4", + "CRY1", + "DYDC2", + "COQ8A", + "FAAH2", + "DCSTAMP", + "DZIP3", + "COG2", + "DLG4", + "DBX2", + "DRP2", + "CSF1R", + "DAO", + "CHN1", + "CAVIN1", + "CYP1A1", + "CRLF3", + "DHX34", + "CETN1", + "DUSP5", + "CA6", + "DIRAS2", + "CLK3", + "EDC4", + "ERLIN2", + "DCP1B", + "CTNNA2", + "DHDH", + "EVPL", + "DENND1A", + "CLEC4D", + "CSNK1G1", + "CLUHP3", + "DNAJC25", + "CTAG2", + "CDK10", + "FBXL9P", + "EXOC8", + "CAVIN3", + "DOCK5", + "EPCAM", + "EN1", + "DHX33", + "CYP7B1", + "CTC1", + "DUSP3", + "DHRS1", + "CLEC2L", + "FIGLA", + "EZR", + "DPEP1", + "CRIP3", + "EPHB1", + "CHID1", + "DNM1", + "EFCAB2", + "DNALI1", + "CUL5", + "COL4A5", + "CLDND1", + "CHN2", + "ENDOG", + "DZIP1", + "DNAJC30", + "DDX6", + "CRABP2", + "DLX2", + "EFCC1", + "DPM3", + "CIAO2B", + "DKK4", + "DIS3L", + "COL5A3", + "CLIC4", + "CD8A", + "CUTC", + "HAGHL", + "CCNQ", + "DEGS1", + "DECR2", + "CRTC3", + "CLEC4G", + "FBLN7", + "EDDM3B", + "DCLK2", + "ENTHD1", + "COL4A1", + "CELSR3", + "EPHX2", + "DYNLT4", + "CTSO", + "CRYGB", + "COX18", + "CUBN", + "DPCD", + "DAG1", + "DOCK11", + "CEP126", + "CEPT1", + "GPR141", + "DNAI2", + "CAMKK1", + "FER1L5", + "EPN3", + "DGCR2", + "EDA", + "CXCL11", + "DDB2", + "CLIC1", + "GRIA2", + "CFB", + "DPEP3", + "CTSL", + "CYTH1", + "CIAO1", + "CRYZ", + "CD300LG", + "CTR9", + "CMSS1", + "DTNBP1", + "CDK4", + "DNAJC8", + "EDDM3A", + "DERL2", + "GSG1L", + "EMID1", + "CPQ", + "DNAJC5G", + "DDIT4L", + "DAPL1", + "DPH7", + "CSDC2", + "CEP120", + "CLDN4", + "DOLPP1", + "CYP4F8", + "DGKE", + "CUL3", + "DOK7", + "COL6A1", + "DNAJA1P5", + "CFAP91", + "AP3D1", + "FAM209A", + "ELAVL2", + "DRGX", + "FBXL15", + "CRYAA", + "DOK3", + "CYP4F2", + "DNA2", + "FAM83A", + "CPLX3", + "FOXM1", + "COL9A2", + "GAL3ST4", + "DHTKD1", + "LCN15", + "CST9", + "DYNC2LI1", + "FAM170B", + "EIF4E1B", + "DUSP29", + "CLIP2", + "DENND5A", + "FAM219B", + "ELMO3", + "DHRS12", + "DHPS", + "FLJ30679", + "DDIAS", + "DTYMK", + "CPLX4", + "DNAJB14", + "DEPP1", + "DMP1", + "CHMP2B", + "DAB1", + "DLGAP5", + "CYBB", + "CFAP251", + "FN1", + "COPE", + "DCUN1D3", + "GSX1", + "DNAH1", + "CWH43", + "DYRK3", + "ERG", + "DNAJC17", + "GRM3", + "EMX2", + "CXCL2", + "CRACDL", + "DOP1A", + "GJB1", + "F13B", + "CFL2", + "GALT", + "GDPD2", + "CUEDC2", + "DNAJC1", + "CNIH3", + "DCUN1D4", + "EXTL1", + "EVA1C", + "CD164L2", + "DNASE2", + "FAM131A", + "ELL", + "GABRB1", + "CD300A", + "CNFN", + "CNGB3", + "DCTD", + "DLEU2", + "COL18A1", + "GRM2", + "CEACAM8", + "CTDSPL", + "CPNE7", + "EPYC", + "ERCC6", + "ENTPD6", + "DHX36", + "DUSP18", + "HID1", + "DPY30", + "CYB5D1", + "CBX5", + "DIO3", + "CSMD1", + "FERMT1", + "DNAJB1", + "CSTA", + "ELP4", + "COL5A2", + "DNTT", + "DAXX", + "DYRK1B", + "EFCAB11", + "DNAJC14", + "CYP2C9", + "DAAM2", + "CLYBL", + "DCAF10", + "ERVFRD-1", + "EEF1A2", + "COMMD9", + "CNGA3", + "DISP1", + "CCDC197", + "FSIP1", + "KTN1-AS1", + "DRD2", + "COL6A6", + "CLDN22", + "DUOX1", + "COX7A2L", + "FSTL4", + "CRABP1", + "H4C7", + "CMTR2", + "FAM50B", + "DCUN1D5", + "EIF2B1", + "GRIK5", + "CYP1B1", + "DPF1", + "OR4P4", + "DDX60L", + "EFCAB14", + "CDR2", + "FASTKD3", + "DISC1", + "DHCR24", + "FFAR1", + "CTSB", + "CPOX", + "FUNDC2P2", + "CYSRT1", + "CYP26B1", + "DMRT1", + "HCN3", + "CYP4B1", + "DTD2", + "CFAP77", + "CREB3L3", + "DAZAP1", + "DYNLRB2", + "DENND3", + "CLIC3", + "CYB561D2", + "HOATZ", + "ENPP3", + "DLL4", + "ARSA", + "EXOSC5", + "DDI1", + "EPGN", + "COPS4", + "DSCC1", + "DEFB114", + "CTPS2", + "FRK", + "ERBIN", + "EXOC3", + "DDX51", + "EPHB6", + "FN3K", + "DHX15", + "FXYD2", + "DPY19L1", + "DCAF15", + "DTX4", + "DNTTIP1", + "CDAN1", + "CORO6", + "COMMD6", + "CSF3R", + "GOT1L1", + "CCDC24", + "DQX1", + "DDX42", + "FIZ1", + "CST4", + "COX10", + "FCAMR", + "GPR87", + "FARSA", + "ITGAD", + "FGF3", + "DUS4L", + "COQ10A", + "CABS1", + "DCXR", + "CRLF1", + "EEFSEC", + "ENPP7", + "DOC2A", + "GNAO1", + "CLEC4A", + "DCTPP1", + "EBNA1BP2", + "DEDD2", + "DDX50", + "DDX5", + "HAO1", + "FEV", + "DUSP10", + "CDK13", + "CRIP1", + "DPP9", + "KDM2B", + "FABP2", + "DNAH5", + "EP400", + "ELOA", + "DSCR10", + "HORMAD2", + "EPOR", + "FKRP", + "CRYBA1", + "MSH4", + "EAPP", + "DHDDS", + "FBXO10", + "GSX2", + "FA2H", + "CSTF3", + "FGA", + "DMTF1", + "EPG5", + "ENGASE", + "CST9L", + "DMWD", + "FBXO16", + "ESRP2", + "GABRR2", + "DNAJC4", + "DRICH1", + "GAS8-AS1", + "DNM1L", + "DDX59", + "CLP1", + "DRAM1", + "GPR108", + "FBXW8", + "CRKL", + "CD70", + "FBXL17", + "FAHD1", + "DKK3", + "DDHD1", + "DOCK4", + "FANCF", + "EXOG", + "FUT4", + "GPR31", + "HNF4G", + "ERMN", + "CTSA", + "DVL3", + "EBP", + "CYB5D2", + "DCDC2C", + "FADS6", + "DBH", + "FAT4", + "EPSTI1", + "CKMT2", + "CAMKV", + "DLX6", + "DYNC2H1", + "EPB41L3", + "DYRK1A", + "CSRP2", + "FAM209B", + "FGL1", + "FAM32A", + "CLEC3A", + "FGF6", + "DHX32", + "COL4A3", + "FAM114A1", + "EPX", + "DRD1", + "BGN", + "ESR2", + "FAM135B", + "ILDR1", + "CXCL14", + "CLEC17A", + "OR5AU1", + "EIF1B", + "DMC1", + "FBXO21", + "DDX24", + "GNG4", + "DCAF8L2", + "DZANK1", + "CSNK1G2", + "CIB2", + "COX6C", "CDH19", - "MIR7515HG" + "CXCL5", + "CRYGD", + "CYP51A1", + "F11R", + "DCLK3", + "GSK3B", + "GAS8", + "SIGLEC6", + "FOXG1", + "CHERP", + "CTDSPL2", + "KRTAP4-2", + "GPR78", + "F3", + "DHX38", + "CNOT7", + "COX19", + "DOCK7", + "FAM120C", + "CRYBB3", + "CREB5", + "FAM177B", + "DAB2", + "DIRAS3", + "DNAJC28", + "EGF", + "CX3CL1", + "ICAM4", + "DUSP5P1", + "EOMES", + "CDH16", + "SPINT4", + "DTL", + "ETNK1", + "FBXW11", + "RNF121", + "CIROZ", + "EEIG2", + "DUOXA2", + "EFNB3", + "DUSP23", + "EEF1D", + "CYP27B1", + "B3GNTL1", + "DEFB123", + "ERLIN1", + "HOXC5", + "CMKLR1", + "DISP2", + "NIPA1", + "CRYGC", + "CFAP92", + "DEUP1", + "ENO2", + "DNAJC13", + "DHRS2", + "RAPGEFL1", + "FAM13C", + "HAO2", + "ADAMTS17", + "EML4", + "FGFR4", + "FSD1L", + "CYTH3", + "ELOA2", + "CYP11B1", + "DNAI1", + "DDX3Y", + "HNRNPL", + "CYSLTR2", + "GRIN2C", + "EIF2B2", + "GARNL3", + "GRID2", + "OR9G1", + "CTSE", + "CUL7", + "DAOA", + "EMILIN1", + "GNPDA2", + "OR1M1", + "FADD", + "GRAMD2A", + "FSCN3", + "FAM178B", + "OTUB2", + "ERCC1", + "FANCM", + "DNAJC24", + "CYP2C18", + "ELMOD2", + "DHRS7C", + "FOXR2", + "EPHA8", + "ESYT3", + "ELL2", + "FAIM2", + "KDM4D", + "CDC123", + "GLOD4", + "DCT", + "FLJ13224", + "CYP3A7", + "COX15", + "DNAJC19", + "KCNIP3", + "E2F5", + "FILIP1", + "KLHL12", + "FCRLB", + "FOXI2", + "DNAAF1", + "GABRB3", + "FAM184B", + "GFRAL", + "FANCB", + "COG3", + "DIDO1", + "GNMT", + "ERC2", + "GPR84", + "COMMD4", + "EDF1", + "GPR143", + "FXYD7", + "ENTPD7", + "E2F3", + "CSRP1", + "C3P1", + "EIF3D", + "FITM1", + "FAM180B", + "DPYSL3", + "DOK2", + "ETV3L", + "H2AC21", + "GJC1", + "DDX25", + "DRAM2", + "EMX1", + "DCX", + "DLG1", + "FSHR", + "CYP3A5", + "DDAH1", + "GPR174", + "ERH", + "CYLD", + "FAT3", + "FAM98C", + "CXCL10", + "CHRAC1", + "SLC8B1", + "CFAP276", + "DNAAF4", + "FCRL6", + "EMC10", + "FMO4", + "EPOP", + "CSTF1", + "ENO3", + "DNAJB6", + "CD302", + "DGKH", + "HAPLN4", + "DHRS7B", + "CPED1", + "FLRT1", + "ELMOD1", + "DUT", + "COX7A2", + "EBAG9", + "EDNRB", + "EIF1AD", + "CSDE1", + "ENTR1", + "CNOT1", + "DECR1", + "CISD2", + "ELF5", + "CLDN17", + "KLF14", + "ENOSF1", + "BCAM", + "OR10J3", + "FDX1", + "ERAS", + "KLHL31", + "F8", + "FAM27E5", + "ECHDC2", + "CSTF2T", + "GNG12", + "ENHO", + "DDX55", + "KHK", + "DKKL1", + "IFNA6", + "EGLN2", + "HASPIN", + "EGLN1", + "GFRA4", + "DNASE2B", + "D2HGDH", + "ZNF852", + "GABRA6", + "DSC2", + "DERL3", + "ZNF775", + "FLYWCH2", + "CYFIP2", + "IHH", + "DNAJB8", + "GNA13", + "GLP2R", + "IAPP", + "GRK1", + "COPS3", + "DDX46", + "KCTD14", + "CPZ", + "FANCA", + "DNAAF3", + "CRYBG3", + "GHRL", + "HOGA1", + "HERC3", + "DRAP1", + "FAAP24", + "HSD3BP4", + "CYP2B6", + "CXXC5", + "GATA1", + "MDK", + "DPP10", + "DYNAP", + "GNG8", + "DMRTA1", + "CYSLTR1", + "STK31", + "TAF6L", + "OR10K2", + "LCE4A", + "DSC3", + "DALRD3", + "DNAJC5B", + "DHX40", + "HIPK4", + "DCAF5", + "CPSF6", + "GKAP1", + "EML6", + "CD37", + "DTX1", + "DEFB132", + "FAHD2A", + "FAM114A2", + "KYAT1", + "CASQ2", + "DUSP26", + "CYP1B1-AS1", + "CTLA4", + "DYRK2", + "EPB42", + "DSN1", + "HPD", + "DDX60", + "GH1", + "FAM217B", + "DEFB128", + "DRG1", + "CTNNAL1", + "ERMARD", + "CYB5A", + "RMND5A", + "EIF4G1", + "CYP4V2", + "CDADC1", + "CYTIP", + "DCUN1D2", + "GLIS3", + "GAL3ST3", + "FAM53A", + "CRYGN", + "MCM10", + "NKX2-1", + "EIF4E2", + "GGACT", + "FGF16", + "EVX2", + "FBXO7", + "FAM83D", + "GSTO2", + "HS6ST2", + "DTX2", + "ESPNL", + "CPM", + "EXPH5", + "CRISPLD2", + "HOMEZ", + "DTNA", + "DMRTC2", + "CHCHD10", + "FAM120AOS", + "HIF1AN", + "NCS1", + "ENOPH1", + "NPAS3", + "CXCL9", + "DNMT3L", + "CYB5B", + "MUSK", + "LMOD3", + "HEATR4", + "EXTL3", + "COL20A1", + "COPZ1", + "SPATA3", + "FZD1", + "GABRD", + "GUCY1B2", + "EFHD1", + "EMILIN2", + "DDX4", + "EIF4EBP1", + "DENR", + "CSNK2B", + "EHD3", + "CYP2A6", + "FZD4", + "COX7A1", + "FUNDC1", + "DCAF16", + "ETAA1", + "PRSS41", + "FAXDC2", + "IL11", + "FGF18", + "DOCK8-AS1", + "DMXL2", + "PAX5", + "ENTPD3", + "CYP1A2", + "HNRNPUL1", + "CPAMD8", + "CERS5", + "MUC6", + "DNASE1L1", + "DMRTB1", + "CYP4Z1", + "EFNA5", + "CUL4B", + "CYP3A4", + "NATD1", + "GVINP1", + "CSPP1", + "CBX4", + "GABBR1", + 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50.0, - "f1": 50.0 + "accuracy": 90.0, + "precision": 89.33333333333333, + "recall": 100.0, + "f1": 93.77777777777779 }, "selection": { - "precision": 0.5054945054945055, - "recall": 0.9523809523809523, - "f1": 0.6578947368421053, - "jaccard": 0.33169533169533166 + "precision": 0.11532710822035837, + "recall": 4.5, + "f1": 0.22487520880823678, + "jaccard": 0.11256650618162797 } } } \ No newline at end of file diff --git a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Schizophrenia.json b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Schizophrenia.json index 7746296bc58581cb893462a919a77d4b14f5a35d..d572fcc20ef9928aed0588773f88b561406b1cfb 100644 --- a/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Schizophrenia.json +++ b/output/regress/Polycystic_Ovary_Syndrome/significant_genes_condition_Schizophrenia.json @@ -1,288 +1,360 @@ { "significant_genes": { "Variable": [ - "A1CF", - "AASDH", "A1BG", - "AA06", - "AAK1", - "ABCB1", - "ADPGK", - "ABHD17B", - "ABCB10", - "ADAMTS14", + "A2M", + "ABL2", "AADAT", - "ABCA9", - "AOPEP", - "ACAD11", - "ABCA17P", - "ABHD14B", - "ABHD17C", - "ADAM33", - "AIFM3", - "ARHGAP1", - "ABCC5", - "CENPO", - "DCUN1D5", - "ACTG2", - "AKNA", + "AAMDC", + "CCDC38", "ABCB8", - "MEAK7", - "AKAP13", - "ADAT2", - "ANKFN1", - "ABHD16A", - "ADCY1", - "CRTAP", - "ARL17A", - "ABI3BP", - "ABTB1", - "ANXA1", - "AFF3", - "C1QTNF7", - "ABCC3", - "AK4", - "FAHD2CP", - "ADH4", - "RRP1", - "ASB3", - "ADAMTS12", - "AK8", - "ANKRD53", - "TRIM61", - "AGPAT4-IT1", - "AIF1L", - "ADORA3", - "ACP3", - "CCDC71L", - "AFAP1-AS1", - "FCRLB", - "VPS33A", - "ADNP", - "MEAF6", - "ALKBH1", - "ANK2", - "ZNF696", - "WNT2B", - "SNAPIN", - "HNRNPR", - "ALG9", - "AP1G1", - "CCDC134", - "GLE1", - "ADAMTSL1", - "PRR19", - "ANKRD35", - "AGO2", - "SSC5D", - "HOXB13", - "ATG10", - "ANO7", + "AP2A2", + "ACTRT2", + "ACKR3", + "ACTN2", + "AARSD1", + "ALKBH6", + "CREB3L2", + "ANAPC2", + "ACBD7", + "ADARB2", + "ATG9A", + "ACOX2", + "API5", + "ABI1", + "TMPRSS11A", + "AARS1", + "CTRC", + "CASP9", + "C1D", + "DAZL", + "AARS2", + "ACMSD", + "ANO2", + "ADAMTS5", + "ABCF1", + "ACER3", + "AGBL2", + "ANKRD13D", + "ACER1", + "ACAA2", + "ABHD17C", + "AMPD3", + "TMEM177", + "AKR7A3", + "ANKRD18B", + "ACP6", + "MMP3", + "C19orf44", + "ACSBG1", + "ADGRD1", + "CIBAR2", + "SFMBT2", + "ARHGEF39", + "ACTC1", + "FLYWCH2", + "AMH", + "METTL25B", + "MERTK", + "FAAH2", + "ASB14", + "AMELX", + "OR10G8", + "SGSM1", + "OR52M1", + "KRT71", + "AK7", "ASB2", - "ADAMTS16", - "NEXN", - "ADCY5", - "AXIN2", - "CCDC149", - "C16orf89", - "SERTM1", - "CA13", - "TTLL7", - "ARHGEF19" + "PCDH1", + "GPX8", + "C1orf159", + "ACSF2", + "ACTR3B", + "ACAN", + "ABLIM1", + "ARL5B", + "MGARP", + "ARHGEF2", + "ABHD15", + "ACBD3", + "C1QC", + "ABCD1", + "KIF26B", + "ADAMTS12", + "C10orf95", + "BCL7B", + "SCPEP1", + "GAL3ST3", + "AKT2", + "AASDH", + "ABCD3", + "ABT1", + "C12orf50", + "KRTAP10-8", + "PSG4", + "ACRV1", + "AKAP5", + "ABTB1", + "ACSS1", 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