| --- |
| license: mit |
| tags: |
| - transcription-factor |
| - binding |
| - chipexo |
| - genomics |
| - biology |
| language: |
| - en |
| pretty_name: Rossi ChIP-exo 2021 |
| experimental_conditions: |
| temperature_celsius: 25 |
| cultivation_method: unspecified |
| growth_phase_at_harvest: |
| phase: mid_log |
| od600: 0.8 |
| media: |
| name: yeast_peptone_dextrose |
| carbon_source: |
| - compound: D-glucose |
| concentration_percent: unspecified |
| nitrogen_source: |
| - compound: yeast_extract |
| concentration_percent: unspecified |
| - compound: peptone |
| concentration_percent: unspecified |
|
|
| |
| |
| |
| |
| heat_shock: |
| induced: true |
| temperature_celsius: 37 |
| duration_minutes: 6 |
| pre_induction_temperature_celsius: 25 |
| method: equal_volume_medium_transfer |
|
|
| doi: https://doi.org/10.1038/s41586-021-03314-8 |
| citation: Rossi, MJ, Kuntala, PK, Lai, WKM, Yamada, N, Badjatia, N, Mittal, et al. 2021. A high-resolution protein architecture of the budding yeast genome. Nature. |
|
|
| features: |
| - applies_to: |
| - rossi_2021_metadata_replicate |
| - rossi_2021_metadata_sample |
| fields: |
| - name: treatment |
| dtype: string |
| description: >- |
| Experimental treatment applied prior to ChIP-exo. The majority of |
| samples are untreated; a subset of SAGA-associated factors received a |
| brief heat shock (equal volume of 37°C medium mixed into a 25°C culture, |
| 6 min at 37°C). |
| role: experimental_condition |
| - name: growth_media |
| dtype: string |
| description: >- |
| Growth medium used in the experiment, as reported in yeastepigenome.org |
| sample metadata. The majority of samples used YPD (rich medium). |
| role: experimental_condition |
|
|
| - applies_to: |
| - rossi_2021_metadata_replicate |
| - rossi_2021_metadata_sample |
| - rossi_2021_af_replicates |
| - rossi_2021_af_combined |
| - rossi_2021_af_replicates_mindel |
| - rossi_2021_af_combined_mindel |
| - rossi_2021_af_start_codon_500bp_replicates |
| - rossi_2021_af_combined_start_codon_500bp |
| - rossi_2021_af_replicates_intergenic_replicates |
| - rossi_2021_af_combined_intergenic |
| fields: |
| - name: regulator_locus_tag |
| dtype: string |
| description: Systematic gene name (ORF identifier) of the transcription factor |
| - name: regulator_symbol |
| dtype: string |
| description: Standard gene symbol of the transcription factor |
|
|
| - applies_to: |
| - macs_bp500 |
| - macs_intergenic |
| - macs_kang |
| - macs_mindel |
| fields: |
| - name: n_peaks |
| dtype: int32 |
| description: number of peaks that are annotated to within 700 bp of the target. Note that a peak may be annotated to multiple targets |
| - name: nearest_score |
| dtype: float64 |
| description: -log10(qvalue) of the peak nearest to the target |
| - name: median_score |
| dtype: float64 |
| description: median -log10(qvalue) of the peaks annotated to the target |
| - name: max_score |
| dtype: float64 |
| description: max -log10(qvalue) of the peaks annotated to the target |
|
|
| - applies_to: |
| - rossi_2021_af_replicates |
| - rossi_2021_af_combined |
| - rossi_2021_af_replicates_mindel |
| - rossi_2021_af_combined_mindel |
| - yep_filtered_peaks_combined |
| - rossi_2021_af_start_codon_500bp_replicates |
| - rossi_2021_af_combined_start_codon_500bp |
| - rossi_2021_af_replicates_intergenic_replicates |
| - rossi_2021_af_combined_intergenic |
| - macs_bp500 |
| - macs_intergenic |
| - macs_kang |
| - macs_mindel |
| fields: |
| - name: target_locus_tag |
| dtype: string |
| description: Systematic gene identifier for the target gene |
| role: target_identifier |
| - name: target_symbol |
| dtype: string |
| description: Standard gene symbol for the target gene |
| role: target_identifier |
|
|
| - applies_to: |
| - rossi_2021_af_replicates |
| - rossi_2021_af_combined |
| - rossi_2021_af_replicates_mindel |
| - rossi_2021_af_combined_mindel |
| - rossi_2021_af_start_codon_500bp_replicates |
| - rossi_2021_af_combined_start_codon_500bp |
| - rossi_2021_af_replicates_intergenic_replicates |
| - rossi_2021_af_combined_intergenic |
| fields: |
| - name: seqnames |
| dtype: string |
| description: Chromosome identifier (e.g., chrI, chrII, chrXVI) |
| - name: start |
| dtype: int64 |
| description: Promoter region start position (1-based coordinate) |
| - name: end |
| dtype: int64 |
| description: Promoter region end position (1-based, inclusive) |
|
|
| - applies_to: |
| - rossi_2021_af_replicates |
| - rossi_2021_af_combined |
| - rossi_2021_af_replicates_mindel |
| - rossi_2021_af_combined_mindel |
| - rossi_2021_af_start_codon_500bp_replicates |
| - rossi_2021_af_combined_start_codon_500bp |
| - rossi_2021_af_replicates_intergenic_replicates |
| - rossi_2021_af_combined_intergenic |
| fields: |
| - name: background_counts |
| dtype: float64 |
| description: Read counts in the background/control sample for this peak region |
| role: quantitative_measure |
| - name: experiment_counts |
| dtype: float64 |
| description: Read counts in the ChIP-exo experiment sample for this peak region |
| role: quantitative_measure |
| - name: total_background_counts |
| dtype: int64 |
| description: Total read counts across the entire genome in the background sample |
| role: quantitative_measure |
| - name: total_experiment_counts |
| dtype: int64 |
| description: Total read counts across the entire genome in the experiment sample |
| role: quantitative_measure |
| - name: enrichment |
| dtype: float64 |
| description: Enrichment score for the binding peak |
| role: quantitative_measure |
| - name: poisson_pval |
| dtype: float64 |
| description: P-value from Poisson distribution test for peak significance |
| role: quantitative_measure |
| - name: log_poisson_pval |
| dtype: float64 |
| description: Log-transformed Poisson p-value |
| role: quantitative_measure |
| - name: hypergeometric_pval |
| dtype: float64 |
| description: P-value from hypergeometric distribution test for peak significance |
| role: quantitative_measure |
| - name: log_hypergeometric_pval |
| dtype: float64 |
| description: Log-transformed hypergeometric p-value |
| role: quantitative_measure |
| - name: poisson_qval |
| dtype: float64 |
| description: FDR-adjusted q-value from Poisson test (multiple testing correction) |
| role: quantitative_measure |
| - name: hypergeometric_qval |
| dtype: float64 |
| description: FDR-adjusted q-value from hypergeometric test (multiple testing correction) |
| role: quantitative_measure |
|
|
| - applies_to: |
| - rossi_2021_af_replicates_intergenic_replicates |
| - rossi_2021_af_combined_intergenic |
| fields: |
| - name: ir_name |
| dtype: string |
| description: >- |
| Unique identifier of the intergenic region. See |
| yeast_genome_resources/intergenic_regions_metadata_5_1.csv for |
| details on the region (location, etc). Note that these intergenic regions are defined as the region between the end of one ORF and the start of the next, and are named according to the locus tags of the flanking ORFs (e.g., YAL001C-YAL002W). A intergenic |
| region is assigned to a promoter only when the 5' end is |
| continuous with the region. |
| |
| - applies_to: |
| - rossi_2021_af_replicates_mindel |
| - rossi_2021_af_combined_mindel |
| fields: |
| - name: width |
| dtype: int64 |
| description: Width of the promoter region |
| - name: strand |
| dtype: string |
| description: Genomic strand of the promoter region (+ or -) |
| - name: mindel_name |
| dtype: string |
| description: Name of the promoter region as defined in the Mindel promoters |
| - name: promoter_sequence |
| dtype: string |
| description: Nucleotide sequence of the promoter region |
| - name: in_mahendrawada_features |
| dtype: bool |
| description: >- |
| TRUE if the promoter region was used in Mahendrawada 2025. Note that this |
| is equivalent to protein coding non dubious ORF |
| - name: promoter_exact_aligns |
| dtype: int64 |
| description: >- |
| this is a feature from the Mindel data that I have not documented. It is a TODO. |
| |
| - applies_to: |
| - yep_filtered_peaks_combined |
| fields: |
| - name: peak_score |
| dtype: float64 |
| description: >- |
| The filtered bed file representing the high confidence ChExMix peaks from |
| yeastepigenome.org score. Where multiple peaks are within 500bp upstream of a target |
| ORF, we take the median peak score. Replicates are then combined. When |
| combining replicates, the median score across all replicates is taken. |
| - name: n_peaks |
| dtype: int32 |
| description: >- |
| The number of peaks annotated to the same target. This is both within replicates and |
| across (ie, there might be 3 peaks in 2 replicates for a total of 6 in this data) |
| - name: max_distance |
| dtype: float64 |
| description: >- |
| The maximum distance a peak in the set (see n_peaks) is from the ORF |
| - name: peak_n_replicates |
| dtype: int32 |
| description: >- |
| The number of replicates which have peaks for this target |
| |
| configs: |
| - config_name: rossi_2021_metadata_replicate |
| description: Metadata describing the tagged regulator in each experiment |
| dataset_type: metadata |
| applies_to: ["genome_map", "yep_filtered_peaks"] |
| data_files: |
| - split: train |
| path: rossi_2021_metadata.parquet |
| dataset_info: |
| features: |
| - name: accession |
| dtype: string |
| description: GEO run accession identifier for the sample |
| role: sample_id |
| - name: sample_id |
| dtype: int64 |
| description: >- |
| Unique identifier for the biological replicate. Note this is the |
| same as the sample_id in rossi_2021_metadata_sample |
| - name: yeastepigenome_id |
| dtype: float64 |
| description: Sample identifier used by yeastepigenome.org |
| - name: antibody |
| dtype: string |
| description: Antibody used for ChIP-exo immunoprecipitation |
|
|
| - config_name: rossi_2021_metadata_sample |
| description: Sample-level metadata for combined ChIP-exo experiments including experimental conditions |
| dataset_type: metadata |
| applies_to: ["rossi_2021_af_combined", "rossi_2021_af_combined_mindel", "yep_filtered_peaks_combined", "rossi_2021_af_combined_start_codon_500bp", "rossi_2021_af_combined_intergenic", "macs_bp500", "macs_intergenic", "macs_kang", "macs_mindel"] |
| data_files: |
| - split: train |
| path: rossi_2021_metadata_sample.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier combining regulator and replicates |
| - name: multi_antibody |
| dtype: bool |
| description: TRUE if the set of replicates includes more than one type of antibody |
| - name: antibody |
| dtype: string |
| description: >- |
| Antibody used for ChIP-exo immunoprecipitation. If multi_antibody is TRUE, |
| then the antibodies in the set are separated by `;` |
| |
| - config_name: genome_map_control_meta |
| description: Sample accession metadata for ChIP-exo input/control coverage tracks |
| dataset_type: metadata |
| applies_to: ["genome_map_control"] |
| data_files: |
| - split: train |
| path: genome_map_control_meta.parquet |
| dataset_info: |
| features: |
| - name: accession |
| dtype: string |
| description: SRA run accession identifier for the control sample |
| - name: yeastepigenome_id |
| dtype: float64 |
| description: Sample identifier used by yeastepigenome.org |
|
|
| - config_name: genome_map |
| description: >- |
| ChIP-exo 5' tag coverage data partitioned by sample accession. See https://github.com/BrentLab/checseq_promoter_enrichment_slurm_pipeline/tree/main/promoter_enrichment for how these are created from alignments. |
| dataset_type: genome_map |
| data_files: |
| - split: train |
| path: genome_map/*/*.parquet |
| partitioning: |
| enabled: true |
| partition_by: ["accession"] |
| path_template: "genome_map/accession={accession}/*.parquet" |
| dataset_info: |
| features: |
| - name: accession |
| dtype: string |
| description: GEO run accession identifier for the sample (partitioning column) |
| - name: chr |
| dtype: string |
| description: Chromosome name (e.g., chrI, chrII, etc.) |
| - name: pos |
| dtype: int32 |
| description: "Genomic position of the 5' tag" |
| - name: pileup |
| dtype: int32 |
| description: "Depth of coverage (number of 5' tags) at this genomic position" |
|
|
| - config_name: genome_map_control |
| description: "ChIP-exo 5' tag coverage data for input/control samples, partitioned by sample accession" |
| dataset_type: genome_map |
| data_files: |
| - split: train |
| path: genome_map_control/*/*.parquet |
| partitioning: |
| enabled: true |
| partition_by: ["accession"] |
| path_template: "genome_map_control/accession={accession}/*.parquet" |
| dataset_info: |
| features: |
| - name: accession |
| dtype: string |
| description: GEO run accession identifier for the sample (partitioning column) |
| - name: chr |
| dtype: string |
| description: Chromosome name (e.g., chrI, chrII, etc.) |
| - name: pos |
| dtype: int32 |
| description: "Genomic position of the 5' tag" |
| - name: pileup |
| dtype: int32 |
| description: "Depth of coverage (number of 5' tags) at this genomic position" |
|
|
| - config_name: yep_filtered_peaks |
| description: "yeastepigenome.org peaks with the peaks overlapping blacklisted regions removed (see Rossi paper)" |
| dataset_type: genome_map |
| data_files: |
| - split: train |
| path: yep_filtered_peaks.parquet |
| dataset_info: |
| features: |
| - name: yeastepigenome_id |
| dtype: string |
| description: Sample identifier used by yeastepigenome.org |
| - name: chr |
| dtype: string |
| description: Chromosome name (e.g., chrI, chrII, etc.) |
| - name: start |
| dtype: float64 |
| description: 0-based start position of the peak region |
| - name: end |
| dtype: float64 |
| description: 0-based, half open end position of a single base resolution peak |
| - name: score |
| dtype: float64 |
| description: "Score assigned by ChExMix as reported by yeastepigenome.org" |
|
|
| - config_name: macs_bp500 |
| description: >- |
| peaks called with macs. see scripts/rossi_peak_analysis.R for details. then intersected with the promoter set defined |
| as 500 bp upstream of the start codon. |
| dataset_type: annotated_features |
| data_files: |
| - split: train |
| path: macs_bp500.parquet |
| genome_resources: |
| region_sets: |
| start_codon_500bp: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/start_codon_500bp_upstream_promoters.bed |
| join_column: target_locus_tag |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: sample identifier. use with rossi_2021_metadata_sample |
|
|
| - config_name: macs_intergenic |
| description: >- |
| peaks called with macs. see scripts/rossi_peak_analysis.R for details. then intersected with the promoter set defined |
| as the intergenic regions from SGD 5-1. |
| dataset_type: annotated_features |
| data_files: |
| - split: train |
| path: macs_intergenic.parquet |
| genome_resources: |
| region_sets: |
| intergenic: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/intergenic_regions_metadata_5_1.csv |
| join_column: target_locus_tag |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: sample identifier. use with rossi_2021_metadata_sample |
|
|
| - config_name: macs_kang |
| description: >- |
| peaks called with macs. see scripts/rossi_peak_analysis.R for details. then intersected with the promoter set defined |
| as 700 bp upstream, truncated by upstream features. |
| dataset_type: annotated_features |
| data_files: |
| - split: train |
| path: macs_kang.parquet |
| genome_resources: |
| region_sets: |
| Kang: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/yiming_promoters.bed |
| join_column: target_locus_tag |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: sample identifier. use with rossi_2021_metadata_sample |
|
|
| - config_name: macs_mindel |
| description: >- |
| peaks called with macs. see scripts/rossi_peak_analysis.R for details. then intersected with the promoter set defined |
| by Mindel. See huggingface/BrentLab/yeast_genome_resources. |
| dataset_type: annotated_features |
| data_files: |
| - split: train |
| path: macs_mindel.parquet |
| genome_resources: |
| region_sets: |
| Mindel: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/mindel_promoters.csv.gz |
| join_column: target_locus_tag |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: sample identifier. use with rossi_2021_metadata_sample |
|
|
| - config_name: rossi_2021_af_replicates |
| description: ChIP-exo annotated features at biological replicate level with binding peaks and statistical significance metrics |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| Kang: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/yiming_promoters.bed |
| join_column: target_locus_tag |
| data_files: |
| - split: train |
| path: rossi_2021_af_replicates.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier for the biological replicate |
| role: sample_id |
| - name: run_accession |
| dtype: string |
| description: SRA run accession identifier for this biological replicate |
|
|
| - config_name: rossi_2021_af_replicates_mindel |
| description: ChIP-exo annotated features at biological replicate level with binding peaks and statistical significance metrics |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| Mindel: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/mindel_promoters.csv.gz |
| join_column: target_locus_tag |
| data_files: |
| - split: train |
| path: rossi_2021_af_replicates_mindel.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier for the biological replicate |
| role: sample_id |
| - name: run_accession |
| dtype: string |
| description: SRA run accession identifier for this biological replicate |
|
|
| - config_name: rossi_2021_af_start_codon_500bp_replicates |
| description: ChIP-exo annotated features at biological replicate level with binding scores and statistical significance metrics for promoter regions defined as 500bp upstream of the start codon |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| start_codon_500bp: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/start_codon_500bp_upstream_promoters.bed |
| join_column: target_locus_tag |
| data_files: |
| - split: train |
| path: rossi_2021_af_start_codon_500bp_replicates.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier for the biological replicate |
| role: sample_id |
| - name: accession |
| dtype: string |
| description: SRA run accession identifier for this biological replicate |
|
|
| - config_name: rossi_2021_af_replicates_intergenic_replicates |
| description: ChIP-exo annotated features at biological replicate level with binding scores and statistical significance metrics for intergenic regions. |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| intergenic: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/intergenic_regions_metadata_5_1.csv |
| join_column: ir_name |
| data_files: |
| - split: train |
| path: rossi_2021_af_intergenic_replicates.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier for the biological replicate |
| role: sample_id |
| - name: accession |
| dtype: string |
| description: SRA run accession identifier for this biological replicate |
|
|
| - config_name: rossi_2021_af_combined |
| description: Combined ChIP-exo annotated features with binding peaks and statistical significance metrics aggregated across biological replicates |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| Kang: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/yiming_promoters.bed |
| join_column: target_locus_tag |
| data_files: |
| - split: train |
| path: rossi_2021_af_combined.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier combining regulator and replicates |
| role: sample_id |
|
|
| - config_name: rossi_2021_af_combined_mindel |
| description: >- |
| Combined ChIP-exo annotated features with binding peaks and statistical |
| significance metrics aggregated across biological replicates |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| Mindel: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/mindel_promoters.csv.gz |
| join_column: target_locus_tag |
| data_files: |
| - split: train |
| path: rossi_2021_af_combined_mindel.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier combining regulator and replicates |
| role: sample_id |
|
|
| - config_name: yep_filtered_peaks_combined |
| description: >- |
| The filtered high confidence peaks reported at yeastepigenome.org. The peaks |
| are annotated to the nearest downstream gene (not dubious). Peaks within 500 |
| bp of the ORF are keep. Within a given replicate, if a target has more than 1 |
| peak, then the median score is taken. Replicates are combined in the same way, |
| with the median target score across replicates. see |
| `scripts/parse_rossi_filtered_peaks.R` for more details. |
| data_files: |
| - split: train |
| path: yep_filtered_peaks_combined.parquet |
| dataset_type: annotated_features |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier for the biological replicate |
| role: sample_id |
|
|
| - config_name: rossi_2021_af_combined_intergenic |
| description: >- |
| Combined ChIP-exo annotated features with binding score and |
| statistical significance metrics aggregated across biological |
| replicates. Binding peaks are annotated to intergenic regions as defined in |
| yeast_genome_resources/intergenic_regions_metadata_5_1.csv. Note that these intergenic regions are defined as the region between the end of one ORF and the start of the next, and are named according to the locus tags of the flanking ORFs (e.g., YAL001C-YAL002W). A intergenic region is assigned to a promoter only when the 5' end is continuous with the region. |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| intergenic: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/intergenic_regions_metadata_5_1.csv |
| join_column: ir_name |
| data_files: |
| - split: train |
| path: rossi_2021_af_intergenic_combined.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier combining regulator and replicates |
| role: sample_id |
|
|
| - config_name: rossi_2021_af_combined_start_codon_500bp |
| description: >- |
| Combined ChIP-exo annotated features with binding score and |
| statistical significance metrics aggregated across biological |
| replicates for promoter regions defined as 500bp upstream of the start codon. Binding peaks are annotated to these promoter regions as defined in yeast_genome_resources/start_codon_500bp_upstream_promoters.bed. |
| dataset_type: annotated_features |
| genome_resources: |
| region_sets: |
| start_codon_500bp: |
| path: https://huggingface.co/datasets/BrentLab/yeast_genome_resources/blob/main/start_codon_500bp_upstream_promoters.bed |
| join_column: target_locus_tag |
| data_files: |
| - split: train |
| path: rossi_2021_af_start_codon_500bp_combined.parquet |
| dataset_info: |
| features: |
| - name: sample_id |
| dtype: int64 |
| description: Unique identifier combining regulator and replicates |
| role: sample_id |
| --- |
| # Rossi 2021 |
|
|
| This data is gathered from [yeastepigenome.org](https://yeastepigenome.org/). |
| This work was published in |
|
|
| [Rossi MJ, Kuntala PK, Lai WKM, Yamada N, Badjatia N, Mittal C, Kuzu G, Bocklund K, Farrell NP, Blanda TR, Mairose JD, Basting AV, Mistretta KS, Rocco DJ, Perkinson ES, Kellogg GD, Mahony S, Pugh BF. A high-resolution protein architecture of the budding yeast genome. Nature. 2021 Apr;592(7853):309-314. doi: 10.1038/s41586-021-03314-8. Epub 2021 Mar 10. PMID: 33692541; PMCID: PMC8035251.](https://doi.org/10.1038/s41586-021-03314-8) |
|
|
| ## Accessing Data |
|
|
| The examples below require |
| [labretriever](https://github.com/cmatKhan/labretriever#installation) |
| (`pip install labretriever`) and/or the |
| [HuggingFace Hub client](https://huggingface.co/docs/huggingface_hub/installation) |
| (`pip install huggingface_hub`). |
|
|
| ### Accessing Data with labretriever |
|
|
| This repository is part of a collection configured as a unified database using |
| [labretriever.VirtualDB](https://cmatkhan.github.io/labretriever/virtual_db_configuration/). |
| Download the |
| [collection config](https://github.com/BrentLab/tfbpshiny/blob/main/tfbpshiny/brentlab_yeast_collection.yaml) |
| and use it to query the data directly in Python, or with an AI assistant using the |
| [labretriever plugin](https://cmatkhan.github.io/labretriever/mcp_server/#quick-install-claude-code-plugin). |
|
|
| ```python |
| from labretriever.virtual_db import VirtualDB |
| from labretriever.datacard import DataCard |
| |
| # Citation and metadata |
| card = DataCard("BrentLab/rossi_2021") |
| info = card.info() |
| print(info["doi"]) |
| print(info["citation"]) |
| |
| # path to the downloaded brentlab_yeast_collection.yaml |
| vdb = VirtualDB("/path/to/brentlab_yeast_collection.yaml") |
| |
| print(vdb.get_dataset_description("rossi")) |
| vdb.query("SELECT * FROM rossi LIMIT 5") |
| ``` |
|
|
| ### Direct parquet access |
|
|
| The repository contains more data than what is exposed through the collection |
| configuration. Use `DataCard.info()` to inspect available files, then download |
| and query with DuckDB. |
|
|
| Most files in this repository are single parquet files and can be read directly: |
|
|
| ```python |
| from huggingface_hub import snapshot_download |
| import duckdb |
| |
| repo_path = snapshot_download( |
| repo_id="BrentLab/rossi_2021", |
| repo_type="dataset", |
| allow_patterns="rossi_2021_af_combined.parquet", |
| ) |
| conn = duckdb.connect() |
| # returns a pandas DataFrame with the first 5 rows |
| conn.execute( |
| "SELECT * FROM read_parquet(?) LIMIT 5", |
| [f"{repo_path}/rossi_2021_af_combined.parquet"], |
| ).df() |
| ``` |
|
|
| ### Accessing using R |
|
|
| Clone the repository and read parquet files directly with |
| [arrow](https://arrow.apache.org/docs/r/): |
|
|
| ```r |
| # install.packages("arrow") |
| arrow::read_parquet("rossi_2021_af_combined.parquet") |
| ``` |
|
|
