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Browse files- README.md +27 -0
- data/clinvar_dpyd.tsv +597 -0
- data/cpic_dpyd_function.csv +14 -0
- data/gnomad_dpyd_sas.csv +121 -0
- data/inference_set.csv +324 -0
- data/training_data.csv +274 -0
- requirements.txt +10 -0
- run.sh +29 -0
- src/features.py +141 -0
- src/fetch_gnomad.py +116 -0
- src/gcs_io.py +26 -0
- src/infer.py +146 -0
- src/train.py +165 -0
- v1/models/lgbm_model.pkl +3 -0
- v1/models/rf_model.pkl +3 -0
- v1/models/xgb_model.pkl +3 -0
- v1/results/cv_metrics.json +74 -0
- v1/results/scaria_variant_rankings.csv +26 -0
- v1/training_data.csv +274 -0
- v2/models/lgbm_model.pkl +3 -0
- v2/models/rf_model.pkl +3 -0
- v2/models/xgb_model.pkl +3 -0
- v2/results/cv_metrics.json +74 -0
- v2/results/cv_metrics_v2.json +84 -0
- v2/results/scaria_variant_rankings.csv +26 -0
- v3/models/lgbm_model.pkl +3 -0
- v3/models/rf_model.pkl +3 -0
- v3/models/xgb_model.pkl +3 -0
- v3/results/cv_metrics.json +74 -0
- v3/results/cv_metrics_v2.json +84 -0
- v3/results/cv_metrics_v3.json +89 -0
- v3/results/scaria_variant_rankings.csv +26 -0
- v3/results/scaria_variant_rankings_v2.csv +26 -0
- v3/results/scaria_variant_rankings_v3.csv +26 -0
README.md
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---
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license: apache-2.0
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tags:
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- pharmacogenomics
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- DPYD
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- variant-classification
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- population-genomics
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- South-Asian
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---
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# DPYD Variant Pathogenicity Classifier
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Trained classifier for DPYD variant functional classification (no_function / decreased_function / normal_function) built by [Anukriti AI](https://anukritiai.com).
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## Versions
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- v1: Baseline — 273 training rows, 4 decreased_function examples, F1=0.0 for decreased_function
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- v2: +Offer 2014 + PharmVar data, SMOTE, domain features — 392 rows, 23 decreased_function examples, F1=0.66 (XGB)
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- v3: +AlphaMissense + CADD + VEP annotations on training set — AM importance 0→0.01, sentinel gap closed
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## Two-tier inference note
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For novel population-discovery variants without ClinVar significance or measured activity (e.g. Scaria 2025 Indian cohort), use AlphaMissense direct score rather than this classifier. The classifier is optimized for variants with clinical labels and measured activity data. See [validation paper](https://doi.org/10.5281/zenodo.20727790).
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## Ground truth sources
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PharmVar activity scores, Offer et al. 2014, GeT-RM 2024 (Gaedigk et al.), ClinVar
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## Citation
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Abhimanyu R B et al. "Deterministic, Population-Aware Pharmacogenomics Screening." Zenodo. https://doi.org/10.5281/zenodo.20727790
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data/clinvar_dpyd.tsv
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| 1 |
+
chrom pos ref alt rsid clnsig geneinfo mc clnvc variation_id
|
| 2 |
+
1 97078992 A G rs770320798 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085646
|
| 3 |
+
1 97078993 C G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4071714
|
| 4 |
+
1 97079002 G C rs956842768 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1799278
|
| 5 |
+
1 97079005 C T rs140114515 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1799224
|
| 6 |
+
1 97079012 CTT C rs1557849648 Uncertain_significance DPYD:1806 SO:0001589|frameshift_variant Deletion 2429122
|
| 7 |
+
1 97079020 C A rs761584058 Uncertain_significance DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 1677117
|
| 8 |
+
1 97079022 T TA rs1459699844 Uncertain_significance DPYD:1806 SO:0001589|frameshift_variant Duplication 555831
|
| 9 |
+
1 97079056 C T rs151074666 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1050568
|
| 10 |
+
1 97079060 A G rs1465795668 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2638935
|
| 11 |
+
1 97079062 T C rs745982505 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2204228
|
| 12 |
+
1 97079067 C T rs672601273 not_provided DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100070
|
| 13 |
+
1 97079071 C A rs1801268 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 635267
|
| 14 |
+
1 97079073 C G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3351245
|
| 15 |
+
1 97079076 A C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3768464
|
| 16 |
+
1 97079078 A G rs2524010261 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1878270
|
| 17 |
+
1 97079079 C T rs2101548857 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1314377
|
| 18 |
+
1 97079104 C T rs760235888 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1798056
|
| 19 |
+
1 97079106 G A rs61757362 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2561299
|
| 20 |
+
1 97079133 T A rs72547602 Pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 433
|
| 21 |
+
1 97079134 C A DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4491154
|
| 22 |
+
1 97079139 T C rs145529148 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 715550
|
| 23 |
+
1 97079147 C T rs1553209268 Uncertain_significance DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 552960
|
| 24 |
+
1 97079204 C G rs17116357 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1232963
|
| 25 |
+
1 97079215 T C rs290855 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1222833
|
| 26 |
+
1 97079354 T C rs76665493 Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1200576
|
| 27 |
+
1 97082265 G A DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4491159
|
| 28 |
+
1 97082275 G A rs290854 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1255090
|
| 29 |
+
1 97082321 G C rs375990495 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 2429123
|
| 30 |
+
1 97082329 C G rs2101557799 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 2674944
|
| 31 |
+
1 97082345 A C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505086
|
| 32 |
+
1 97082351 G A Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3571928
|
| 33 |
+
1 97082365 T C rs141044036 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 551659
|
| 34 |
+
1 97082367 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505091
|
| 35 |
+
1 97082373 T C rs762779297 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2368190
|
| 36 |
+
1 97082389 C T rs763862486 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2622839
|
| 37 |
+
1 97082391 T A rs67376798 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 88974
|
| 38 |
+
1 97082394 A G rs372307932 Likely_pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2581397
|
| 39 |
+
1 97082397 A G rs2101558314 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1796716
|
| 40 |
+
1 97082400 GC G rs2524026293 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674948
|
| 41 |
+
1 97082404 C CA rs2524026345 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 2674918
|
| 42 |
+
1 97082415 A G rs748639205 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 558312
|
| 43 |
+
1 97082430 C T rs1649223892 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 876926
|
| 44 |
+
1 97082435 T A Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3505087
|
| 45 |
+
1 97082449 G A rs2101558812 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 3241364
|
| 46 |
+
1 97082460 C T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3364660
|
| 47 |
+
1 97082471 C T rs377221676 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 429794
|
| 48 |
+
1 97082472 T A DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 4491178
|
| 49 |
+
1 97082803 C T rs2171826 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1269305
|
| 50 |
+
1 97098470 T C rs375268978 Benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 100071
|
| 51 |
+
1 97098485 T A DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 4491187
|
| 52 |
+
1 97098488 C T rs1355754530 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 2674904
|
| 53 |
+
1 97098497 T G rs886046575 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 298280
|
| 54 |
+
1 97098500 GA G rs1057516894 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 370956
|
| 55 |
+
1 97098502 A G Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4244655
|
| 56 |
+
1 97098506 GC G rs1057517230 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 371384
|
| 57 |
+
1 97098508 CT C rs778614771 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 1722331
|
| 58 |
+
1 97098521 AAC A rs1650431372 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 2674914
|
| 59 |
+
1 97098533 T A rs1553212596 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 550624
|
| 60 |
+
1 97098550 A G rs2524093994 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 2236534
|
| 61 |
+
1 97098575 T A rs1057516873 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 370928
|
| 62 |
+
1 97098577 T C Conflicting_classifications_of_pathogenicity DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3339417
|
| 63 |
+
1 97098581 C A rs2524094119 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 2674908
|
| 64 |
+
1 97098582 T C Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 3353132
|
| 65 |
+
1 97098598 C T rs1801267 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 437
|
| 66 |
+
1 97098601 T C rs2524094303 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 2453342
|
| 67 |
+
1 97098602 G A rs771839581 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 2674942
|
| 68 |
+
1 97098605 C A rs2524094344 Pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 1805301
|
| 69 |
+
1 97098609 A G rs773002572 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 3230331
|
| 70 |
+
1 97098616 C A Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3777723
|
| 71 |
+
1 97098621 A C rs919596571 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 874134
|
| 72 |
+
1 97098623 T C rs762911226 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 298281
|
| 73 |
+
1 97098632 T G Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3273700
|
| 74 |
+
1 97098640 G A rs1570451084 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 764540
|
| 75 |
+
1 97192771 C A DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 4491206
|
| 76 |
+
1 97192839 C T rs4950023 Benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 1267185
|
| 77 |
+
1 97193067 A C DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 4491226
|
| 78 |
+
1 97193067 A G DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 4491235
|
| 79 |
+
1 97193068 C T rs1057517095 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 371215
|
| 80 |
+
1 97193072 G C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4014738
|
| 81 |
+
1 97193091 C T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3505083
|
| 82 |
+
1 97193092 G A rs557220418 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 585802
|
| 83 |
+
1 97193093 T C rs672601274 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 100072
|
| 84 |
+
1 97193098 C A rs773815814 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 2567626
|
| 85 |
+
1 97193101 G GT rs1057517327 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Duplication 371510
|
| 86 |
+
1 97193105 C T rs903875506 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 3230330
|
| 87 |
+
1 97193106 C A DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4491245
|
| 88 |
+
1 97193111 CT C rs746991079 Pathogenic/Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 551707
|
| 89 |
+
1 97193124 G A rs752228747 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 2346770
|
| 90 |
+
1 97193127 G C rs1031125025 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 593062
|
| 91 |
+
1 97193137 G A rs1057517271 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 371437
|
| 92 |
+
1 97193138 T C Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 4825331
|
| 93 |
+
1 97193141 A G rs777542103 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 3230329
|
| 94 |
+
1 97193142 T C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4244654
|
| 95 |
+
1 97193142 TC T rs2524554561 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 3241362
|
| 96 |
+
1 97193143 C T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4617950
|
| 97 |
+
1 97193159 T C rs672601275 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 100073
|
| 98 |
+
1 97193163 A G rs571114616 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 451401
|
| 99 |
+
1 97193166 C A rs886046576 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 298282
|
| 100 |
+
1 97193197 T C rs1218404593 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 1206180
|
| 101 |
+
1 97193201 G T rs1337420489 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 3241360
|
| 102 |
+
1 97193206 C T rs199777072 Conflicting_classifications_of_pathogenicity DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 1343425
|
| 103 |
+
1 97193317 T C DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 4491255
|
| 104 |
+
1 97234569 C T rs11808108 Benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 1280876
|
| 105 |
+
1 97234689 T C rs17432999 Benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 1241217
|
| 106 |
+
1 97234773 A AT rs544905665 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant Duplication 1212885
|
| 107 |
+
1 97234847 A G Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 3340003
|
| 108 |
+
1 97234851 C A Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 4796658
|
| 109 |
+
1 97234851 C G rs1252510761 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 2674917
|
| 110 |
+
1 97234854 G A rs2524774440 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 3241369
|
| 111 |
+
1 97234871 C T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4014740
|
| 112 |
+
1 97234873 A G rs55725052 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 3230328
|
| 113 |
+
1 97234878 G T rs1241910237 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3230327
|
| 114 |
+
1 97234902 A C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4617949
|
| 115 |
+
1 97234916 G A rs547099198 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 558527
|
| 116 |
+
1 97234937 G T rs777673186 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 976091
|
| 117 |
+
1 97234946 C A Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4617948
|
| 118 |
+
1 97234947 G A rs770958862 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3252435
|
| 119 |
+
1 97234954 GGA G rs1162905063 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 2674910
|
| 120 |
+
1 97234956 AGGT GC rs1057516510 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Indel 370465
|
| 121 |
+
1 97234959 T C rs1365638731 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 2587443
|
| 122 |
+
1 97234965 C A rs672601276 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 100074
|
| 123 |
+
1 97234974 C T rs1304906107 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 1789580
|
| 124 |
+
1 97234980 G T rs2524775725 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3085645
|
| 125 |
+
1 97234986 T C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3842365
|
| 126 |
+
1 97234991 G T rs56005131 drug_response DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 287480
|
| 127 |
+
1 97234993 C A rs672601277 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 100075
|
| 128 |
+
1 97234995 C G Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001574|splice_acceptor_variant single_nucleotide_variant 3342367
|
| 129 |
+
1 97235033 C T rs12137711 Benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 100076
|
| 130 |
+
1 97235034 C A rs672601278 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 100077
|
| 131 |
+
1 97235103 A G rs672601279 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 100078
|
| 132 |
+
1 97305159 G A rs34534958 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 100079
|
| 133 |
+
1 97305252 C T rs369672458 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 774156
|
| 134 |
+
1 97305258 C T rs2101035489 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 2674923
|
| 135 |
+
1 97305271 C CT rs1057516828 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Insertion 370868
|
| 136 |
+
1 97305275 T C Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 3273698
|
| 137 |
+
1 97305275 T G rs772853110 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 1788965
|
| 138 |
+
1 97305277 T C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3842362
|
| 139 |
+
1 97305279 G A rs112766203 Conflicting_classifications_of_pathogenicity DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 874135
|
| 140 |
+
1 97305282 C T rs267598786 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 73995
|
| 141 |
+
1 97305283 G A rs759372918 Pathogenic/Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense single_nucleotide_variant 370760
|
| 142 |
+
1 97305289 C G rs2101035792 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 2231956
|
| 143 |
+
1 97305291 A G Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3842363
|
| 144 |
+
1 97305316 C T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3505094
|
| 145 |
+
1 97305335 C G rs1397691452 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 2638936
|
| 146 |
+
1 97305348 GT G rs1558014211 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 3241368
|
| 147 |
+
1 97305351 T TTGGTG Pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Duplication 4081632
|
| 148 |
+
1 97305363 A C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3352671
|
| 149 |
+
1 97305364 C T rs1801160 drug_response DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 100080
|
| 150 |
+
1 97305365 G A rs139543981 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001819|synonymous_variant single_nucleotide_variant 298283
|
| 151 |
+
1 97305372 G A rs146529561 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 298284
|
| 152 |
+
1 97305375 C A rs2101036846 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 1805513
|
| 153 |
+
1 97305376 C T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 3842359
|
| 154 |
+
1 97305381 A G rs74104343 Benign/Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 735872
|
| 155 |
+
1 97305389 C T rs377136032 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 298285
|
| 156 |
+
1 97305422 A G rs672601280 not_provided DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 100081
|
| 157 |
+
1 97305449 C G DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 4491356
|
| 158 |
+
1 97306171 T A DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 4491367
|
| 159 |
+
1 97306173 T C rs746718279 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 680898
|
| 160 |
+
1 97306175 ACCTT A rs1553251903 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant Microsatellite 554975
|
| 161 |
+
1 97306176 C CCTT Uncertain_significance DPYD:1806|DPYD-AS1:100873932 Duplication 3907178
|
| 162 |
+
1 97306176 C T Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001575|splice_donor_variant single_nucleotide_variant 4081350
|
| 163 |
+
1 97306177 C A DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 4491376
|
| 164 |
+
1 97306177 CT C rs1553251907 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant Deletion 551164
|
| 165 |
+
1 97306188 G C rs1553251908 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant single_nucleotide_variant 551004
|
| 166 |
+
1 97306195 C T rs145548112 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 100082
|
| 167 |
+
1 97306208 A T rs1399492718 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2567627
|
| 168 |
+
1 97306209 TC T rs2525218019 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant;SO:0001619|non-coding_transcript_variant Deletion 2674938
|
| 169 |
+
1 97306210 CA C rs1165702486 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant;SO:0001619|non-coding_transcript_variant Deletion 3241365
|
| 170 |
+
1 97306220 TG T rs1064796552 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001589|frameshift_variant;SO:0001619|non-coding_transcript_variant Deletion 423651
|
| 171 |
+
1 97306240 A T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 4244653
|
| 172 |
+
1 97306241 A T rs753891721 Likely_benign DPYD:1806|DPYD-AS1:100873932 SO:0001619|non-coding_transcript_variant;SO:0001819|synonymous_variant single_nucleotide_variant 1786173
|
| 173 |
+
1 97306246 T A Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 3505089
|
| 174 |
+
1 97306265 C T rs753296078 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2674925
|
| 175 |
+
1 97306269 C T Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 4680892
|
| 176 |
+
1 97306272 C A rs1336020354 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 875065
|
| 177 |
+
1 97306276 T C rs756890859 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 3085643
|
| 178 |
+
1 97306281 C A rs375436137 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2521331
|
| 179 |
+
1 97306281 C T rs375436137 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2412214
|
| 180 |
+
1 97306282 G A rs538703919 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 804762
|
| 181 |
+
1 97306285 C A rs202212118 Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 298286
|
| 182 |
+
1 97306288 G C Uncertain_significance DPYD:1806|DPYD-AS1:100873932 SO:0001583|missense_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 4014742
|
| 183 |
+
1 97306291 C A rs1667161380 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001587|nonsense;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2674932
|
| 184 |
+
1 97306298 C A rs2525218826 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001574|splice_acceptor_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2674916
|
| 185 |
+
1 97306299 T C rs2525218835 Likely_pathogenic DPYD:1806|DPYD-AS1:100873932 SO:0001574|splice_acceptor_variant;SO:0001619|non-coding_transcript_variant single_nucleotide_variant 2674945
|
| 186 |
+
1 97306391 C A rs7556439 Benign DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 1270293
|
| 187 |
+
1 97306519 A G DPYD:1806|DPYD-AS1:100873932 SO:0001627|intron_variant single_nucleotide_variant 4491386
|
| 188 |
+
1 97373297 G A rs74105115 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1260675
|
| 189 |
+
1 97373298 C T rs55652347 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1249429
|
| 190 |
+
1 97373331 T C rs11582179 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1222617
|
| 191 |
+
1 97373404 C T rs115139529 Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1204776
|
| 192 |
+
1 97373416 A G rs1879374 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1266890
|
| 193 |
+
1 97373460 A G rs1890138 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1228303
|
| 194 |
+
1 97373519 T C rs368002831 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100083
|
| 195 |
+
1 97373560 C G rs769167857 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 370923
|
| 196 |
+
1 97373560 CCTGCCCACAGGCCAGG C rs773499329 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 188871
|
| 197 |
+
1 97373570 G C rs183475941 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 100084
|
| 198 |
+
1 97373572 C T rs2525630867 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1784995
|
| 199 |
+
1 97373579 C CA rs1057517396 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 371596
|
| 200 |
+
1 97373592 C G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4244661
|
| 201 |
+
1 97373596 T C rs763506271 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3230325
|
| 202 |
+
1 97373615 AT A rs1057517055 Pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 371160
|
| 203 |
+
1 97373629 C A rs138545885 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1256250
|
| 204 |
+
1 97373635 C T rs1671426656 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2268284
|
| 205 |
+
1 97373635 CTCCAGAA C rs1440380546 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant Deletion 813354
|
| 206 |
+
1 97373644 C G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3273701
|
| 207 |
+
1 97373645 C A DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 4491784
|
| 208 |
+
1 97373857 C G rs6699630 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1286217
|
| 209 |
+
1 97382318 T C rs72728438 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100086
|
| 210 |
+
1 97382392 C T rs772254904 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 450621
|
| 211 |
+
1 97382396 AG A rs1057516710 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 370712
|
| 212 |
+
1 97382428 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4687807
|
| 213 |
+
1 97382430 T C rs780120302 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2397850
|
| 214 |
+
1 97382432 G T rs1570632355 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674953
|
| 215 |
+
1 97382442 A G rs2101564724 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1209996
|
| 216 |
+
1 97382452 C A rs2525684263 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085642
|
| 217 |
+
1 97382460 A G rs1346856479 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2587441
|
| 218 |
+
1 97382461 T G rs55971861 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1782389
|
| 219 |
+
1 97382485 T G rs12078940 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1280222
|
| 220 |
+
1 97382584 G T rs56279424 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1232655
|
| 221 |
+
1 97450042 T C rs369990607 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1806168
|
| 222 |
+
1 97450053 A T Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 3375110
|
| 223 |
+
1 97450054 C T Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4685698
|
| 224 |
+
1 97450056 T TA rs760156122 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant Duplication 2674929
|
| 225 |
+
1 97450058 C A DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 4492049
|
| 226 |
+
1 97450058 C G rs3918290 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 2429124
|
| 227 |
+
1 97450058 C T rs3918290 drug_response DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 432
|
| 228 |
+
1 97450059 G A rs3918289 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 100087
|
| 229 |
+
1 97450065 TG T rs72549303 drug_response DPYD:1806 SO:0001589|frameshift_variant Deletion 635266
|
| 230 |
+
1 97450067 GA G rs2523871765 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 3241357
|
| 231 |
+
1 97450068 A G rs17376848 drug_response DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 100088
|
| 232 |
+
1 97450099 C T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3337051
|
| 233 |
+
1 97450101 C T rs1057516388 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 370307
|
| 234 |
+
1 97450107 T G Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3842358
|
| 235 |
+
1 97450114 G A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3340231
|
| 236 |
+
1 97450133 C A rs1057516671 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 370668
|
| 237 |
+
1 97450142 GAA G Pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 4081633
|
| 238 |
+
1 97450144 A G rs1676330398 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2485396
|
| 239 |
+
1 97450168 A G rs147601618 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 550673
|
| 240 |
+
1 97450183 GT G rs2523873242 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674915
|
| 241 |
+
1 97450189 C T rs138616379 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 554703
|
| 242 |
+
1 97450190 G A rs59086055 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 282919
|
| 243 |
+
1 97450193 T TGA Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 4081349
|
| 244 |
+
1 97450199 TG T rs1346124437 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 632121
|
| 245 |
+
1 97450207 A G rs374527058 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1805235
|
| 246 |
+
1 97450220 T C rs889910324 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2453343
|
| 247 |
+
1 97450233 G C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4492331
|
| 248 |
+
1 97450288 G A rs672601281 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100089
|
| 249 |
+
1 97515585 A AT rs56080540 Benign DPYD:1806 SO:0001627|intron_variant Insertion 1225056
|
| 250 |
+
1 97515643 T TA rs145228578 Benign DPYD:1806 SO:0001627|intron_variant Duplication 1259760
|
| 251 |
+
1 97515686 T C rs2811178 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100090
|
| 252 |
+
1 97515687 G A rs2786783 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100091
|
| 253 |
+
1 97515733 A G rs778754188 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 875994
|
| 254 |
+
1 97515737 A C rs2524204644 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2486730
|
| 255 |
+
1 97515738 G C rs886553467 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1778899
|
| 256 |
+
1 97515738 GA G rs764584080 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 370256
|
| 257 |
+
1 97515748 G T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4014739
|
| 258 |
+
1 97515749 T G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4244657
|
| 259 |
+
1 97515751 A AG rs1290522460 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 2674931
|
| 260 |
+
1 97515763 C T rs2101975422 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 3241366
|
| 261 |
+
1 97515765 T A rs148372305 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 738289
|
| 262 |
+
1 97515766 C T rs1188134745 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3233733
|
| 263 |
+
1 97515783 T G rs1648178154 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1777949
|
| 264 |
+
1 97515785 G A rs1057516968 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 371053
|
| 265 |
+
1 97515787 A C rs55886062 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 88975
|
| 266 |
+
1 97515791 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505093
|
| 267 |
+
1 97515794 AT A rs1057517018 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 371114
|
| 268 |
+
1 97515795 T C rs780421257 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1777694
|
| 269 |
+
1 97515796 G A rs754125729 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2524151
|
| 270 |
+
1 97515812 T C rs771648776 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 585801
|
| 271 |
+
1 97515815 C A DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4492888
|
| 272 |
+
1 97515815 C T rs777425216 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298287
|
| 273 |
+
1 97515816 G A rs149101842 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1777250
|
| 274 |
+
1 97515839 T C rs1801159 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100092
|
| 275 |
+
1 97515849 T C rs762029458 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2638937
|
| 276 |
+
1 97515851 C T rs142619737 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100093
|
| 277 |
+
1 97515852 G A rs760853559 Uncertain_significance DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 298288
|
| 278 |
+
1 97515855 CATTTCTACACT C rs2524206318 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 3241361
|
| 279 |
+
1 97515857 T G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4617944
|
| 280 |
+
1 97515864 A G rs1257539978 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2567625
|
| 281 |
+
1 97515865 C T rs1801158 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100094
|
| 282 |
+
1 97515886 G A rs886046577 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298289
|
| 283 |
+
1 97515891 G C rs752329473 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674912
|
| 284 |
+
1 97515892 TAAAAGA GT rs2524206768 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Indel 3241367
|
| 285 |
+
1 97515901 G A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505095
|
| 286 |
+
1 97515904 A G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4617951
|
| 287 |
+
1 97515911 G A rs672601282 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100095
|
| 288 |
+
1 97515912 C T rs369465750 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2587442
|
| 289 |
+
1 97515913 T C DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4492893
|
| 290 |
+
1 97515923 C T rs148994843 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1327419
|
| 291 |
+
1 97515928 G A rs760663364 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 558310
|
| 292 |
+
1 97515928 G C rs760663364 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298290
|
| 293 |
+
1 97515929 C G rs1648195326 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2501031
|
| 294 |
+
1 97515942 C G rs766535034 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 2674949
|
| 295 |
+
1 97515943 T C rs2524207205 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 2674926
|
| 296 |
+
1 97515950 T C rs56056384 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 298291
|
| 297 |
+
1 97515952 C T rs55699321 Benign/Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 298292
|
| 298 |
+
1 97515958 A T DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4492902
|
| 299 |
+
1 97516031 C T rs6657204 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1274398
|
| 300 |
+
1 97516066 G GA rs141050810 Benign DPYD:1806 SO:0001627|intron_variant Duplication 1245965
|
| 301 |
+
1 97516150 C A DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4492928
|
| 302 |
+
1 97516150 C T rs1337752 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1282683
|
| 303 |
+
1 97549360 G A DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4492953
|
| 304 |
+
1 97549384 C A rs2786525 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1239321
|
| 305 |
+
1 97549485 T C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4492990
|
| 306 |
+
1 97549544 G T rs199469537 Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100096
|
| 307 |
+
1 97549554 G C Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4847504
|
| 308 |
+
1 97549559 C T rs1057517126 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 371253
|
| 309 |
+
1 97549560 C T rs775930761 Uncertain_significance DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2391206
|
| 310 |
+
1 97549564 A G rs2524372985 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3239416
|
| 311 |
+
1 97549565 C T rs138391898 Likely_benign DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2567628
|
| 312 |
+
1 97549565 CG C rs1057516615 Likely_pathogenic DPYD:1806 SO:0001587|nonsense Deletion 370593
|
| 313 |
+
1 97549582 C T rs1214305633 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674954
|
| 314 |
+
1 97549590 T A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3390792
|
| 315 |
+
1 97549590 T C rs116364703 Benign/Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 711962
|
| 316 |
+
1 97549592 G A rs1382838576 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 3241355
|
| 317 |
+
1 97549609 G A rs72549304 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298293
|
| 318 |
+
1 97549612 T A rs1264198400 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3069130
|
| 319 |
+
1 97549640 C T rs1221109314 Likely_benign DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2235853
|
| 320 |
+
1 97549647 A G Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 4244652
|
| 321 |
+
1 97549669 C T rs776082092 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 521319
|
| 322 |
+
1 97549676 G A rs2524373926 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2634691
|
| 323 |
+
1 97549679 T A rs2524373962 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085639
|
| 324 |
+
1 97549687 G A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4843747
|
| 325 |
+
1 97549694 C T rs912917991 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2238929
|
| 326 |
+
1 97549695 TTCTGGGAGACCCCA T rs757940841 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674906
|
| 327 |
+
1 97549697 CT C rs1437370264 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674939
|
| 328 |
+
1 97549701 G A rs2524374167 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1771336
|
| 329 |
+
1 97549704 A AC rs779948148 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 371469
|
| 330 |
+
1 97549713 G A rs57918000 Benign/Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 100097
|
| 331 |
+
1 97549715 T C rs750147471 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 876976
|
| 332 |
+
1 97549723 A ATAGGGCTC rs2524374326 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 2674901
|
| 333 |
+
1 97549726 G C rs144395748 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100098
|
| 334 |
+
1 97549729 C T rs1557791062 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3230324
|
| 335 |
+
1 97549735 G A rs72975710 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 876977
|
| 336 |
+
1 97549735 G C rs72975710 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298294
|
| 337 |
+
1 97549740 T C DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 4493000
|
| 338 |
+
1 97549745 C T rs1435774234 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 3241358
|
| 339 |
+
1 97549746 T C rs1057516713 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 370715
|
| 340 |
+
1 97549746 T G rs1057516713 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 2633588
|
| 341 |
+
1 97549747 G C rs193920862 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 161459
|
| 342 |
+
1 97549758 T G rs886046578 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 298295
|
| 343 |
+
1 97549850 A T rs61789183 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100099
|
| 344 |
+
1 97549863 T C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4493010
|
| 345 |
+
1 97549925 G T rs2811162 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1289519
|
| 346 |
+
1 97573759 C A rs1057516357 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 370261
|
| 347 |
+
1 97573760 C A DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4493057
|
| 348 |
+
1 97573762 T G rs200709381 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 876978
|
| 349 |
+
1 97573765 G C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4244656
|
| 350 |
+
1 97573782 AC A rs1057516761 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 370780
|
| 351 |
+
1 97573787 AG A rs1057517189 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 371335
|
| 352 |
+
1 97573788 G A rs780469489 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1769673
|
| 353 |
+
1 97573789 G A rs1290815802 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 585800
|
| 354 |
+
1 97573796 TG T rs2523608314 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674930
|
| 355 |
+
1 97573804 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4244658
|
| 356 |
+
1 97573806 G A rs770549765 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1769161
|
| 357 |
+
1 97573819 A G rs200693895 Likely_benign DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1677165
|
| 358 |
+
1 97573821 C A rs764666241 Likely_benign DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2520613
|
| 359 |
+
1 97573826 G C rs1165667490 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2484175
|
| 360 |
+
1 97573834 T C rs757155354 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085638
|
| 361 |
+
1 97573856 C A rs755031341 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 489080
|
| 362 |
+
1 97573858 T A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4014743
|
| 363 |
+
1 97573862 G A DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 4493067
|
| 364 |
+
1 97573863 C T rs56038477 drug_response DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 100100
|
| 365 |
+
1 97573870 C T rs199646142 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 874187
|
| 366 |
+
1 97573871 G A rs528430685 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 874188
|
| 367 |
+
1 97573879 T C rs886046579 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298296
|
| 368 |
+
1 97573881 C T rs61622928 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100101
|
| 369 |
+
1 97573886 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505096
|
| 370 |
+
1 97573919 G A rs140602333 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 585799
|
| 371 |
+
1 97573919 G T Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3505084
|
| 372 |
+
1 97573920 TG T rs1553197926 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 557959
|
| 373 |
+
1 97573932 T C rs753482702 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1738409
|
| 374 |
+
1 97573942 TCA T rs769925158 Likely_pathogenic DPYD:1806 SO:0001587|nonsense Microsatellite 1723398
|
| 375 |
+
1 97573943 C A rs78060119 drug_response DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 1032887
|
| 376 |
+
1 97573951 T A DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4493075
|
| 377 |
+
1 97573959 A G rs150759598 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2561298
|
| 378 |
+
1 97573960 G C rs1354585423 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 973462
|
| 379 |
+
1 97573970 T C rs144935781 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 985228
|
| 380 |
+
1 97573981 A C rs672601283 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100102
|
| 381 |
+
1 97573985 A G rs56293913 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100103
|
| 382 |
+
1 97579893 G C rs75017182 drug_response DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 635263
|
| 383 |
+
1 97592953 A C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4493097
|
| 384 |
+
1 97593057 C T rs74105265 Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1190797
|
| 385 |
+
1 97593217 C G Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 3370431
|
| 386 |
+
1 97593221 C T Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3842360
|
| 387 |
+
1 97593224 AG A rs1553201443 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 553633
|
| 388 |
+
1 97593229 C T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3842364
|
| 389 |
+
1 97593235 TTA T rs749571474 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Microsatellite 370309
|
| 390 |
+
1 97593238 T C rs72549305 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 552935
|
| 391 |
+
1 97593274 G A rs779557503 Likely_pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2664661
|
| 392 |
+
1 97593276 C T rs377143350 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 551494
|
| 393 |
+
1 97593292 G C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3571973
|
| 394 |
+
1 97593298 A G rs771885007 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298297
|
| 395 |
+
1 97593303 GCA G rs1553201476 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Microsatellite 558704
|
| 396 |
+
1 97593310 C CA rs1654652414 Likely_pathogenic DPYD:1806 SO:0001587|nonsense Duplication 2674933
|
| 397 |
+
1 97593315 G A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3774071
|
| 398 |
+
1 97593319 T A rs886046580 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298298
|
| 399 |
+
1 97593322 C T rs183385770 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 550741
|
| 400 |
+
1 97593326 A C rs774390439 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3025321
|
| 401 |
+
1 97593343 C A rs72549306 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1327416
|
| 402 |
+
1 97593351 C T rs747633945 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298299
|
| 403 |
+
1 97593352 G A rs757994597 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085649
|
| 404 |
+
1 97593352 G GT rs2523745739 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 2674921
|
| 405 |
+
1 97593353 T C rs1260688429 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085648
|
| 406 |
+
1 97593357 G T DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 4493108
|
| 407 |
+
1 97593370 A G rs770566506 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1804189
|
| 408 |
+
1 97593379 C T rs201018345 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2573364
|
| 409 |
+
1 97593380 G A rs768834079 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3230334
|
| 410 |
+
1 97593380 G T rs768834079 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674937
|
| 411 |
+
1 97593389 T C rs577302209 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 2674947
|
| 412 |
+
1 97593438 A C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4493119
|
| 413 |
+
1 97593438 A G rs115349832 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100104
|
| 414 |
+
1 97594913 C CT rs1397160848 Likely_benign DPYD:1806 SO:0001627|intron_variant Duplication 1197875
|
| 415 |
+
1 97594925 A C rs2811202 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100105
|
| 416 |
+
1 97595023 T C rs114968502 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100106
|
| 417 |
+
1 97595057 A G rs1654782224 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 2674936
|
| 418 |
+
1 97595106 TA T rs1057516711 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 370713
|
| 419 |
+
1 97595122 G A rs2102259303 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 1335974
|
| 420 |
+
1 97595124 G A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4687804
|
| 421 |
+
1 97595130 C T rs672601284 not_provided DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100107
|
| 422 |
+
1 97595138 G A rs2523757968 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1764684
|
| 423 |
+
1 97595140 T C rs779925747 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1764629
|
| 424 |
+
1 97595145 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4014741
|
| 425 |
+
1 97595148 T C rs672601285 not_provided DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100108
|
| 426 |
+
1 97595149 T C rs146356975 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1328879
|
| 427 |
+
1 97595166 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3902445
|
| 428 |
+
1 97595167 C G rs1057516696 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 370698
|
| 429 |
+
1 97595197 G A rs2786491 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100109
|
| 430 |
+
1 97595421 T C rs3790386 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1232740
|
| 431 |
+
1 97679005 A G rs672601286 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100110
|
| 432 |
+
1 97679054 A G rs112550271 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100111
|
| 433 |
+
1 97679082 G A rs1660302424 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 874189
|
| 434 |
+
1 97679094 C A DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 4493213
|
| 435 |
+
1 97679104 T C rs746329786 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2255373
|
| 436 |
+
1 97679120 G A DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 4493222
|
| 437 |
+
1 97679132 CA C rs1660305188 Pathogenic DPYD:1806 SO:0001587|nonsense Deletion 2674913
|
| 438 |
+
1 97679138 G A Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3777998
|
| 439 |
+
1 97679155 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505092
|
| 440 |
+
1 97679170 T C rs45589337 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 235464
|
| 441 |
+
1 97679173 C T rs141726921 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2634579
|
| 442 |
+
1 97679174 G A rs754745863 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3230333
|
| 443 |
+
1 97679174 G T rs754745863 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674941
|
| 444 |
+
1 97679175 C T rs764945792 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2207615
|
| 445 |
+
1 97679177 A C rs556933127 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1760153
|
| 446 |
+
1 97679183 C T rs2524268975 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 3241363
|
| 447 |
+
1 97679184 T C rs1300669537 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 552475
|
| 448 |
+
1 97679199 T C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4493229
|
| 449 |
+
1 97679300 T C rs3790387 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100112
|
| 450 |
+
1 97691712 T A rs1033092437 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 878396
|
| 451 |
+
1 97691715 A G rs1057517065 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 371177
|
| 452 |
+
1 97691717 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4847552
|
| 453 |
+
1 97691736 A G rs2524346611 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085647
|
| 454 |
+
1 97691740 G A rs376128878 Uncertain_significance DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 878397
|
| 455 |
+
1 97691742 T G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3842357
|
| 456 |
+
1 97691748 T G rs1185250556 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2581481
|
| 457 |
+
1 97691753 A T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3273697
|
| 458 |
+
1 97691769 G A rs780025995 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1804875
|
| 459 |
+
1 97691775 C T rs755416212 Likely_pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 555616
|
| 460 |
+
1 97691776 G A rs1801266 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 298300
|
| 461 |
+
1 97691782 G A rs2524347160 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674924
|
| 462 |
+
1 97691785 G T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4244660
|
| 463 |
+
1 97691806 G A rs74774246 Benign/Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 585804
|
| 464 |
+
1 97692035 C T rs2786511 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1225146
|
| 465 |
+
1 97699212 C T rs6668296 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1288056
|
| 466 |
+
1 97699345 C G Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4847508
|
| 467 |
+
1 97699350 C A rs867460475 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 2674940
|
| 468 |
+
1 97699350 C T rs867460475 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 371334
|
| 469 |
+
1 97699351 C T DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4493334
|
| 470 |
+
1 97699370 C A rs146170505 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 370661
|
| 471 |
+
1 97699373 G A rs1220608789 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 632791
|
| 472 |
+
1 97699392 G A rs190048823 Uncertain_significance DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 878398
|
| 473 |
+
1 97699399 T C rs72549307 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 554571
|
| 474 |
+
1 97699403 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4617946
|
| 475 |
+
1 97699408 C A rs376073289 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 806173
|
| 476 |
+
1 97699408 C T rs376073289 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2506135
|
| 477 |
+
1 97699409 G A rs1411354209 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 3241370
|
| 478 |
+
1 97699413 CA C rs2524392157 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674955
|
| 479 |
+
1 97699425 A G Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 3505085
|
| 480 |
+
1 97699430 T G rs72549308 Likely_pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2674903
|
| 481 |
+
1 97699440 A G rs758927521 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1750509
|
| 482 |
+
1 97699440 A T rs758927521 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1750505
|
| 483 |
+
1 97699455 AAG A rs2524392830 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Microsatellite 3241356
|
| 484 |
+
1 97699461 A G rs149843476 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1749232
|
| 485 |
+
1 97699474 T C rs115232898 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100113
|
| 486 |
+
1 97699475 A C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3371628
|
| 487 |
+
1 97699483 G C DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4493343
|
| 488 |
+
1 97699486 A AT rs754785410 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 2674907
|
| 489 |
+
1 97699486 A T rs779728902 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1321453
|
| 490 |
+
1 97699489 T G rs672601287 not_provided DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100114
|
| 491 |
+
1 97699506 C T rs6670886 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 100115
|
| 492 |
+
1 97699507 GA G rs1057516997 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 371088
|
| 493 |
+
1 97699511 G T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4014735
|
| 494 |
+
1 97699520 T A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3390790
|
| 495 |
+
1 97699523 G A rs2100972370 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2573026
|
| 496 |
+
1 97699534 A G rs763061658 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2557246
|
| 497 |
+
1 97699535 T C rs2297595 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100116
|
| 498 |
+
1 97699542 G C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3390791
|
| 499 |
+
1 97699548 C T rs2100972539 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 2674951
|
| 500 |
+
1 97699549 T C rs928629166 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 2674922
|
| 501 |
+
1 97699551 C T rs202011255 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 2364828
|
| 502 |
+
1 97699552 G A rs767955683 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1032889
|
| 503 |
+
1 97699692 A T rs78682297 Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1189191
|
| 504 |
+
1 97720673 T C rs55684412 Benign DPYD:1806 SO:0001624|3_prime_UTR_variant;SO:0001627|intron_variant single_nucleotide_variant 1286242
|
| 505 |
+
1 97720861 C A Likely_benign DPYD:1806 SO:0001624|3_prime_UTR_variant;SO:0001627|intron_variant single_nucleotide_variant 3910105
|
| 506 |
+
1 97720901 A G rs2524533594 Uncertain_significance DPYD:1806 SO:0001583|missense_variant;SO:0001627|intron_variant single_nucleotide_variant 2271780
|
| 507 |
+
1 97720906 A T rs1349131310 Likely_benign DPYD:1806 SO:0001627|intron_variant;SO:0001819|synonymous_variant single_nucleotide_variant 3041744
|
| 508 |
+
1 97720909 G C rs72977734 Benign DPYD:1806 SO:0001583|missense_variant;SO:0001627|intron_variant single_nucleotide_variant 585803
|
| 509 |
+
1 97721231 G T rs79063448 Likely_benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 1198724
|
| 510 |
+
1 97721492 C T rs56276561 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100117
|
| 511 |
+
1 97721505 C T rs373218392 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 878399
|
| 512 |
+
1 97721509 C A rs1057516763 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 370782
|
| 513 |
+
1 97721518 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4532748
|
| 514 |
+
1 97721519 A G rs190771411 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 298301
|
| 515 |
+
1 97721529 A T rs2101026231 Pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 1192270
|
| 516 |
+
1 97721530 A G Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 4843748
|
| 517 |
+
1 97721542 T C rs200562975 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 633188
|
| 518 |
+
1 97721545 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4617943
|
| 519 |
+
1 97721548 G GTCCC rs2524538529 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Duplication 2674909
|
| 520 |
+
1 97721571 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4244659
|
| 521 |
+
1 97721577 C T DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4493396
|
| 522 |
+
1 97721626 C T rs778022685 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2302867
|
| 523 |
+
1 97721640 GAA G rs2524539576 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Deletion 2674950
|
| 524 |
+
1 97721648 C G rs377169736 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 452082
|
| 525 |
+
1 97721651 C T rs370615432 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1731361
|
| 526 |
+
1 97721653 T C rs2524539694 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2493169
|
| 527 |
+
1 97721657 A C rs2524539741 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1730734
|
| 528 |
+
1 97721665 A G rs1283205838 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2441031
|
| 529 |
+
1 97721672 C G rs1057516356 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 370259
|
| 530 |
+
1 97740377 T G rs370363977 Uncertain_significance DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 633189
|
| 531 |
+
1 97740390 A G Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 3370432
|
| 532 |
+
1 97740391 C T rs746368304 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 2439928
|
| 533 |
+
1 97740410 GATGA G rs72549309 Pathogenic DPYD:1806 SO:0001589|frameshift_variant Microsatellite 495550
|
| 534 |
+
1 97740434 A G rs2101070143 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 1694519
|
| 535 |
+
1 97740439 G C rs143986398 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 804763
|
| 536 |
+
1 97740441 C A rs928681171 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2635856
|
| 537 |
+
1 97740444 C A rs672601288 not_provided DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 100118
|
| 538 |
+
1 97740448 T A rs672601289 not_provided DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 100119
|
| 539 |
+
1 97740450 T C Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3842361
|
| 540 |
+
1 97740452 A G rs1056815262 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 2494416
|
| 541 |
+
1 97740455 C T rs201841475 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 788079
|
| 542 |
+
1 97740456 G A rs568132506 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1028072
|
| 543 |
+
1 97740501 T C DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4493400
|
| 544 |
+
1 97740560 C T rs552156826 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100120
|
| 545 |
+
1 97828078 A G rs672601290 not_provided DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100121
|
| 546 |
+
1 97828113 C A rs1553247675 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 554296
|
| 547 |
+
1 97828115 T A rs776692894 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 370260
|
| 548 |
+
1 97828116 C T Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4617947
|
| 549 |
+
1 97828127 G A rs189768576 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 370757
|
| 550 |
+
1 97828127 GGAGAGCT ATTG rs2525244930 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Indel 2674934
|
| 551 |
+
1 97828129 A C rs762102298 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1787404
|
| 552 |
+
1 97828138 C T rs767818267 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2606986
|
| 553 |
+
1 97828139 G A rs141597515 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 370660
|
| 554 |
+
1 97828142 C A rs2525245079 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674920
|
| 555 |
+
1 97828153 G A rs371587702 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2387228
|
| 556 |
+
1 97828158 C G rs2101479863 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2405034
|
| 557 |
+
1 97828159 T G rs2101479885 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2405032
|
| 558 |
+
1 97828160 T C rs367619008 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 553625
|
| 559 |
+
1 97828162 A T rs2525245478 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2249226
|
| 560 |
+
1 97828166 C G rs1557992438 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3085641
|
| 561 |
+
1 97828169 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 4825332
|
| 562 |
+
1 97828196 T G Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3505088
|
| 563 |
+
1 97828198 T G rs1669337684 Pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant single_nucleotide_variant 1032888
|
| 564 |
+
1 97828249 T A DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 4493437
|
| 565 |
+
1 97828265 C T rs115632870 Benign DPYD:1806 SO:0001627|intron_variant single_nucleotide_variant 100122
|
| 566 |
+
1 97883262 A T rs1057516405 Likely_pathogenic DPYD:1806 SO:0001575|splice_donor_variant single_nucleotide_variant 370330
|
| 567 |
+
1 97883268 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3273696
|
| 568 |
+
1 97883273 C A Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 3779287
|
| 569 |
+
1 97883273 C T Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 4823300
|
| 570 |
+
1 97883277 T G rs756684474 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2231768
|
| 571 |
+
1 97883279 AGGATTTCT A rs1207177925 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001587|nonsense Deletion 502676
|
| 572 |
+
1 97883294 AT G rs2523808126 Likely_pathogenic DPYD:1806 SO:0001589|frameshift_variant Indel 2674928
|
| 573 |
+
1 97883319 G T rs748974194 Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 2674946
|
| 574 |
+
1 97883328 C T rs528768620 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 1302258
|
| 575 |
+
1 97883329 A rs1801265 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0002073|no_sequence_alteration single_nucleotide_variant 100123
|
| 576 |
+
1 97883329 A G rs1801265 drug_response DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 435
|
| 577 |
+
1 97883341 G A rs775601164 Uncertain_significance DPYD:1806 SO:0001583|missense_variant single_nucleotide_variant 2474710
|
| 578 |
+
1 97883353 G A rs72549310 Pathogenic/Likely_pathogenic DPYD:1806 SO:0001587|nonsense single_nucleotide_variant 188848
|
| 579 |
+
1 97883366 C T rs763165014 Conflicting_classifications_of_pathogenicity DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 878990
|
| 580 |
+
1 97883369 G T rs267598790 Likely_benign DPYD:1806 SO:0001819|synonymous_variant single_nucleotide_variant 550879
|
| 581 |
+
1 97883371 TACTCTAAAG T rs1672325016 Likely_pathogenic DPYD:1806 SO:0001574|splice_acceptor_variant Deletion 2674905
|
| 582 |
+
1 97920880 G C rs1439572087 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001627|intron_variant single_nucleotide_variant 2445788
|
| 583 |
+
1 97920886 C T rs769820114 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001583|missense_variant single_nucleotide_variant 2508454
|
| 584 |
+
1 97920887 G C rs376273539 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001583|missense_variant single_nucleotide_variant 1698665
|
| 585 |
+
1 97920902 C T rs774730464 Likely_benign DPYD:1806|LOC129930998:129930998 SO:0001819|synonymous_variant single_nucleotide_variant 3230326
|
| 586 |
+
1 97920910 G GC Pathogenic DPYD:1806|LOC129930998:129930998 SO:0001589|frameshift_variant Duplication 4536140
|
| 587 |
+
1 97920916 G A rs762198241 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001583|missense_variant single_nucleotide_variant 2397787
|
| 588 |
+
1 97920919 C A rs1232582100 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001583|missense_variant single_nucleotide_variant 878991
|
| 589 |
+
1 97920919 C T Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001583|missense_variant single_nucleotide_variant 4071713
|
| 590 |
+
1 97920920 C T rs768020954 Likely_pathogenic DPYD:1806|LOC129930998:129930998 SO:0001582|initiator_codon_variant;SO:0001583|missense_variant single_nucleotide_variant 370476
|
| 591 |
+
1 97920922 T G rs772950053 Likely_pathogenic DPYD:1806|LOC129930998:129930998 SO:0001582|initiator_codon_variant;SO:0001583|missense_variant single_nucleotide_variant 2506136
|
| 592 |
+
1 97921030 A G rs886046581 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001623|5_prime_UTR_variant single_nucleotide_variant 298302
|
| 593 |
+
1 97921034 T C rs868725176 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001623|5_prime_UTR_variant single_nucleotide_variant 298303
|
| 594 |
+
1 97921044 G T rs886046582 Uncertain_significance DPYD:1806|LOC129930998:129930998 SO:0001623|5_prime_UTR_variant single_nucleotide_variant 298304
|
| 595 |
+
1 97921066 G A rs554389296 Uncertain_significance DPYD:1806|LOC129930998:129930998 single_nucleotide_variant 880212
|
| 596 |
+
1 97921165 C T rs72981743 Benign DPYD:1806|LOC129930998:129930998 single_nucleotide_variant 1266319
|
| 597 |
+
1 97921399 A C rs61787828 Benign DPYD:1806 single_nucleotide_variant 1243886
|
data/cpic_dpyd_function.csv
ADDED
|
@@ -0,0 +1,14 @@
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|
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|
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|
|
|
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|
|
|
|
|
| 1 |
+
allele,rsid,alt,cpic_function,label_class,source
|
| 2 |
+
*2A,rs3918290,T,No function,no_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 3 |
+
*4,rs1801158,T,Normal function,normal_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 4 |
+
*5,rs1801159,A,Normal function,normal_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 5 |
+
*6,rs1801160,A,Decreased function,decreased_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 6 |
+
*9A,rs1801265,C,Normal function,normal_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 7 |
+
*10,rs1801266,A,Decreased function,decreased_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 8 |
+
*12,rs78060119,C,No function,no_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 9 |
+
*13,rs55886062,A,No function,no_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 10 |
+
c.1679T>G,rs55971861,G,No function,no_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 11 |
+
c.2846A>T,rs67376798,T,Decreased function,decreased_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 12 |
+
HapB3,rs56038477,C,Decreased function,decreased_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 13 |
+
c.1236G>A,rs56293913,A,Uncertain function,unknown,CPIC v2024.01 (anukriti-pgx-core pinned)
|
| 14 |
+
M166V,rs2297595,C,Normal function,normal_function,CPIC v2024.01 (anukriti-pgx-core pinned)
|
data/gnomad_dpyd_sas.csv
ADDED
|
@@ -0,0 +1,121 @@
|
|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
variant_id,rsid,chrom,pos,ref,alt,gnomad_global_af,gnomad_sas_af,in_gnomad,source_dataset
|
| 2 |
+
1-97078992-A-G,rs770320798,1,97078992,A,G,3.942699434879748e-05,0.0,1,gnomad_r4
|
| 3 |
+
1-97078993-C-G,rs148799944,1,97078993,C,G,7.231133315803314e-05,0.0,1,gnomad_r4
|
| 4 |
+
1-97079002-G-C,rs956842768,1,97079002,G,C,2.629433882885015e-05,0.0,1,gnomad_r4
|
| 5 |
+
1-97079005-C-T,rs140114515,1,97079005,C,T,3.2878297693258634e-05,0.0,1,gnomad_r4
|
| 6 |
+
1-97079012-CTT-C,rs1557849648,1,97079012,CTT,C,6.573757559821194e-06,0.0,1,gnomad_r4
|
| 7 |
+
1-97079020-C-A,rs761584058,1,97079020,C,A,6.574362615544423e-06,0.0,1,gnomad_r4
|
| 8 |
+
1-97079022-T-TA,rs1459699844,1,97079022,T,TA,1.3146996568633896e-05,0.0,1,gnomad_r4
|
| 9 |
+
1-97079056-C-T,rs151074666,1,97079056,C,T,0.00017112468407750632,0.0,1,gnomad_r4
|
| 10 |
+
1-97079060-A-G,rs1465795668,1,97079060,A,G,,,0,gnomad_r4
|
| 11 |
+
1-97079062-T-C,rs745982505,1,97079062,T,C,1.9731909127981164e-05,0.0,1,gnomad_r4
|
| 12 |
+
1-97079067-C-T,rs672601273,1,97079067,C,T,,,0,gnomad_r4
|
| 13 |
+
1-97079071-C-A,rs1801268,1,97079071,C,A,2.7368467146892036e-06,0.0,1,gnomad_r4
|
| 14 |
+
1-97079073-C-G,rs140989814,1,97079073,C,G,0.0001840990979144202,0.0,1,gnomad_r4
|
| 15 |
+
1-97079076-A-C,rs139459586,1,97079076,A,C,0.00034158389826054967,0.0,1,gnomad_r4
|
| 16 |
+
1-97079078-A-G,rs2524010261,1,97079078,A,G,,,0,gnomad_r4
|
| 17 |
+
1-97079079-C-T,rs2101548857,1,97079079,C,T,,,0,gnomad_r4
|
| 18 |
+
1-97079104-C-T,rs760235888,1,97079104,C,T,2.737011511870419e-06,1.1594202898550725e-05,1,gnomad_r4
|
| 19 |
+
1-97079106-G-A,rs61757362,1,97079106,G,A,6.574535509066285e-05,0.0,1,gnomad_r4
|
| 20 |
+
1-97079133-T-A,rs72547602,1,97079133,T,A,,,0,gnomad_r4
|
| 21 |
+
1-97079134-C-A,rs757376267,1,97079134,C,A,6.577562618396127e-06,0.0,1,gnomad_r4
|
| 22 |
+
1-97079139-T-C,rs145529148,1,97079139,T,C,0.0004928762946217339,0.0,1,gnomad_r4
|
| 23 |
+
1-97079147-C-T,rs1553209268,1,97079147,C,T,,,0,gnomad_r4
|
| 24 |
+
1-97079204-C-G,rs17116357,1,97079204,C,G,0.14276976903246172,0.10162094763092269,1,gnomad_r4
|
| 25 |
+
1-97079215-T-C,rs290855,1,97079215,T,C,0.8023119714883152,0.8923683119037744,1,gnomad_r4
|
| 26 |
+
1-97079354-T-C,rs76665493,1,97079354,T,C,0.0040596999237985125,0.00020755500207555002,1,gnomad_r4
|
| 27 |
+
1-97082265-G-A,rs141776434,1,97082265,G,A,0.00026941425398535965,0.0008312551953449709,1,gnomad_r4
|
| 28 |
+
1-97082275-G-A,rs290854,1,97082275,G,A,0.9999737267317368,1.0,1,gnomad_r4
|
| 29 |
+
1-97082321-G-C,rs375990495,1,97082321,G,C,2.6307481847837523e-05,0.0,1,gnomad_r4
|
| 30 |
+
1-97082329-C-G,rs2101557799,1,97082329,C,G,,,0,gnomad_r4
|
| 31 |
+
1-97082345-A-C,rs1432965653,1,97082345,A,C,6.573757559821194e-06,0.0,1,gnomad_r4
|
| 32 |
+
1-97082351-G-A,rs368617815,1,97082351,G,A,4.603930441188077e-05,0.0,1,gnomad_r4
|
| 33 |
+
1-97082365-T-C,rs141044036,1,97082365,T,C,5.258798627453558e-05,0.0,1,gnomad_r4
|
| 34 |
+
1-97082367-C-A,rs1373058882,1,97082367,C,A,6.574708411681942e-06,0.0,1,gnomad_r4
|
| 35 |
+
1-97082373-T-C,rs762779297,1,97082373,T,C,6.573671132380589e-06,0.00020678246484698098,1,gnomad_r4
|
| 36 |
+
1-97082389-C-T,rs763862486,1,97082389,C,T,3.944358252912251e-05,0.0,1,gnomad_r4
|
| 37 |
+
1-97082391-T-A,rs67376798,1,97082391,T,A,0.0032778055124937596,0.0006216328222130128,1,gnomad_r4
|
| 38 |
+
1-97082394-A-G,rs372307932,1,97082394,A,G,4.789835694950418e-06,0.0,1,gnomad_r4
|
| 39 |
+
1-97082397-A-G,rs2101558314,1,97082397,A,G,,,0,gnomad_r4
|
| 40 |
+
1-97082400-GC-G,rs2524026293,1,97082400,GC,G,,,0,gnomad_r4
|
| 41 |
+
1-97082404-C-CA,rs2524026345,1,97082404,C,CA,,,0,gnomad_r4
|
| 42 |
+
1-97082415-A-G,rs748639205,1,97082415,A,G,2.737082680425069e-06,2.3190019015815594e-05,1,gnomad_r4
|
| 43 |
+
1-97082430-C-T,rs1649223892,1,97082430,C,T,,,0,gnomad_r4
|
| 44 |
+
1-97082435-T-A,rs377152743,1,97082435,T,A,1.971401535064662e-05,0.0,1,gnomad_r4
|
| 45 |
+
1-97082449-G-A,rs2101558812,1,97082449,G,A,,,0,gnomad_r4
|
| 46 |
+
1-97082460-C-T,,1,97082460,C,T,,,0,gnomad_r4
|
| 47 |
+
1-97082471-C-T,rs377221676,1,97082471,C,T,6.575140708011152e-06,0.0,1,gnomad_r4
|
| 48 |
+
1-97082472-T-A,,1,97082472,T,A,,,0,gnomad_r4
|
| 49 |
+
1-97082803-C-T,rs2171826,1,97082803,C,T,0.14302623791674887,0.10149439601494396,1,gnomad_r4
|
| 50 |
+
1-97098470-T-C,rs375268978,1,97098470,T,C,0.0004924491135915955,0.0,1,gnomad_r4
|
| 51 |
+
1-97098485-T-A,,1,97098485,T,A,,,0,gnomad_r4
|
| 52 |
+
1-97098488-C-T,rs1355754530,1,97098488,C,T,1.3164996906225726e-05,0.0,1,gnomad_r4
|
| 53 |
+
1-97098497-T-G,rs886046575,1,97098497,T,G,6.573411863693732e-06,0.0,1,gnomad_r4
|
| 54 |
+
1-97098500-GA-G,rs1057516894,1,97098500,GA,G,,,0,gnomad_r4
|
| 55 |
+
1-97098502-A-G,rs772826416,1,97098502,A,G,3.2878297693258634e-05,0.0,1,gnomad_r4
|
| 56 |
+
1-97098506-GC-G,rs1057517230,1,97098506,GC,G,6.846173331416405e-07,0.0,1,gnomad_r4
|
| 57 |
+
1-97098508-CT-C,rs778614771,1,97098508,CT,C,1.3151837969356217e-05,0.00041631973355537054,1,gnomad_r4
|
| 58 |
+
1-97098521-AAC-A,rs1650431372,1,97098521,AAC,A,6.845339145482624e-07,0.0,1,gnomad_r4
|
| 59 |
+
1-97098533-T-A,rs1553212596,1,97098533,T,A,,,0,gnomad_r4
|
| 60 |
+
1-97098550-A-G,rs2524093994,1,97098550,A,G,6.844636337626746e-07,0.0,1,gnomad_r4
|
| 61 |
+
1-97098575-T-A,rs1057516873,1,97098575,T,A,,,0,gnomad_r4
|
| 62 |
+
1-97098577-T-C,rs188052243,1,97098577,T,C,1.3136979282983671e-05,0.0,1,gnomad_r4
|
| 63 |
+
1-97098581-C-A,rs2524094119,1,97098581,C,A,,,0,gnomad_r4
|
| 64 |
+
1-97098582-T-C,rs376391343,1,97098582,T,C,0.0001773235958598224,0.0,1,gnomad_r4
|
| 65 |
+
1-97098598-C-T,rs1801267,1,97098598,C,T,3.2875703540055755e-05,0.00020721094073767094,1,gnomad_r4
|
| 66 |
+
1-97098601-T-C,rs2524094303,1,97098601,T,C,,,0,gnomad_r4
|
| 67 |
+
1-97098602-G-A,rs771839581,1,97098602,G,A,1.3155990580310744e-05,0.0,1,gnomad_r4
|
| 68 |
+
1-97098605-C-A,rs2524094344,1,97098605,C,A,,,0,gnomad_r4
|
| 69 |
+
1-97098609-A-G,rs773002572,1,97098609,A,G,1.3150281416022304e-05,0.00020764119601328904,1,gnomad_r4
|
| 70 |
+
1-97098616-C-A,rs55674432,1,97098616,C,A,4.929096318649647e-05,0.0007885886582395917,1,gnomad_r4
|
| 71 |
+
1-97098621-A-C,rs919596571,1,97098621,A,C,6.574967782657865e-06,0.0,1,gnomad_r4
|
| 72 |
+
1-97098623-T-C,rs762911226,1,97098623,T,C,,,0,gnomad_r4
|
| 73 |
+
1-97098632-T-G,rs201035051,1,97098632,T,G,6.570388572780194e-06,0.0,1,gnomad_r4
|
| 74 |
+
1-97098640-G-A,rs1570451084,1,97098640,G,A,6.847551589453675e-07,0.0,1,gnomad_r4
|
| 75 |
+
1-97192771-C-A,rs72967809,1,97192771,C,A,0.007718076720966895,0.00020764119601328904,1,gnomad_r4
|
| 76 |
+
1-97192839-C-T,rs4950023,1,97192839,C,T,0.648672473225798,0.8157676348547718,1,gnomad_r4
|
| 77 |
+
1-97193067-A-C,,1,97193067,A,C,,,0,gnomad_r4
|
| 78 |
+
1-97193067-A-G,,1,97193067,A,G,,,0,gnomad_r4
|
| 79 |
+
1-97193068-C-T,rs1057517095,1,97193068,C,T,,,0,gnomad_r4
|
| 80 |
+
1-97193072-G-C,rs775570841,1,97193072,G,C,1.3142849632657353e-05,0.0,1,gnomad_r4
|
| 81 |
+
1-97193091-C-T,rs774579695,1,97193091,C,T,2.6279827604330916e-05,0.0,1,gnomad_r4
|
| 82 |
+
1-97193092-G-A,rs557220418,1,97193092,G,A,2.626947224630257e-05,0.0,1,gnomad_r4
|
| 83 |
+
1-97193093-T-C,rs672601274,1,97193093,T,C,,,0,gnomad_r4
|
| 84 |
+
1-97193098-C-A,rs773815814,1,97193098,C,A,4.788905064745996e-06,0.0,1,gnomad_r4
|
| 85 |
+
1-97193101-G-GT,rs1057517327,1,97193101,G,GT,,,0,gnomad_r4
|
| 86 |
+
1-97193105-C-T,rs903875506,1,97193105,C,T,1.231419251734933e-05,0.0,1,gnomad_r4
|
| 87 |
+
1-97193106-C-A,,1,97193106,C,A,,,0,gnomad_r4
|
| 88 |
+
1-97193111-CT-C,rs746991079,1,97193111,CT,C,5.25520593838271e-05,0.0,1,gnomad_r4
|
| 89 |
+
1-97193124-G-A,rs752228747,1,97193124,G,A,5.909932626768055e-05,0.0008285004142502071,1,gnomad_r4
|
| 90 |
+
1-97193127-G-C,rs1031125025,1,97193127,G,C,1.971453355413611e-05,0.0,1,gnomad_r4
|
| 91 |
+
1-97193137-G-A,rs1057517271,1,97193137,G,A,6.841227425659802e-07,0.0,1,gnomad_r4
|
| 92 |
+
1-97193138-T-C,,1,97193138,T,C,6.841171263249639e-07,0.0,1,gnomad_r4
|
| 93 |
+
1-97193141-A-G,rs777542103,1,97193141,A,G,1.314043179458877e-05,0.0,1,gnomad_r4
|
| 94 |
+
1-97193142-T-C,rs765075551,1,97193142,T,C,6.570561257342603e-06,0.0,1,gnomad_r4
|
| 95 |
+
1-97193142-TC-T,rs2524554561,1,97193142,TC,T,,,0,gnomad_r4
|
| 96 |
+
1-97193143-C-T,,1,97193143,C,T,,,0,gnomad_r4
|
| 97 |
+
1-97193159-T-C,rs672601275,1,97193159,T,C,,,0,gnomad_r4
|
| 98 |
+
1-97193163-A-G,rs571114616,1,97193163,A,G,6.570388572780194e-06,0.0,1,gnomad_r4
|
| 99 |
+
1-97193166-C-A,rs886046576,1,97193166,C,A,,,0,gnomad_r4
|
| 100 |
+
1-97193197-T-C,rs1218404593,1,97193197,T,C,,,0,gnomad_r4
|
| 101 |
+
1-97193201-G-T,rs1337420489,1,97193201,G,T,,,0,gnomad_r4
|
| 102 |
+
1-97193206-C-T,rs199777072,1,97193206,C,T,,,0,gnomad_r4
|
| 103 |
+
1-97193317-T-C,,1,97193317,T,C,,,0,gnomad_r4
|
| 104 |
+
1-97234569-C-T,rs11808108,1,97234569,C,T,0.02128107049436755,0.0004144218814753419,1,gnomad_r4
|
| 105 |
+
1-97234689-T-C,rs17432999,1,97234689,T,C,0.03868531652219596,0.044001660440016604,1,gnomad_r4
|
| 106 |
+
1-97234773-A-AT,rs544905665,1,97234773,A,AT,0.008567521184168186,0.001282051282051282,1,gnomad_r4
|
| 107 |
+
1-97234847-A-G,rs368147510,1,97234847,A,G,6.571683928289785e-06,0.0,1,gnomad_r4
|
| 108 |
+
1-97234851-C-A,rs1252510761,1,97234851,C,A,6.575918984678109e-06,0.0,1,gnomad_r4
|
| 109 |
+
1-97234851-C-G,rs1252510761,1,97234851,C,G,,,0,gnomad_r4
|
| 110 |
+
1-97234854-G-A,rs2524774440,1,97234854,G,A,,,0,gnomad_r4
|
| 111 |
+
1-97234871-C-T,rs763449831,1,97234871,C,T,4.788990248247571e-06,0.0,1,gnomad_r4
|
| 112 |
+
1-97234873-A-G,rs55725052,1,97234873,A,G,4.5955882352941176e-05,0.0,1,gnomad_r4
|
| 113 |
+
1-97234878-G-T,rs1241910237,1,97234878,G,T,6.57323902926406e-06,0.0,1,gnomad_r4
|
| 114 |
+
1-97234902-A-C,rs750423752,1,97234902,A,C,2.0523176823586878e-06,0.0,1,gnomad_r4
|
| 115 |
+
1-97234916-G-A,rs547099198,1,97234916,G,A,3.286403491475069e-05,0.0,1,gnomad_r4
|
| 116 |
+
1-97234937-G-T,rs777673186,1,97234937,G,T,,,0,gnomad_r4
|
| 117 |
+
1-97234946-C-A,rs747132274,1,97234946,C,A,1.9732947444583305e-05,0.0,1,gnomad_r4
|
| 118 |
+
1-97234947-G-A,rs770958862,1,97234947,G,A,1.9154283650313923e-05,3.478180216110931e-05,1,gnomad_r4
|
| 119 |
+
1-97234954-GGA-G,rs1162905063,1,97234954,GGA,G,6.572547782422378e-06,0.0,1,gnomad_r4
|
| 120 |
+
1-97234956-AGGT-GC,rs1057516510,1,97234956,AGGT,GC,,,0,gnomad_r4
|
| 121 |
+
1-97234959-T-C,rs1365638731,1,97234959,T,C,6.5842320810123915e-06,0.0,1,gnomad_r4
|
data/inference_set.csv
ADDED
|
@@ -0,0 +1,324 @@
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
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|
|
|
|
|
| 1 |
+
chrom,pos,ref,alt,rsid,variant_id,gnomad_global_af,gnomad_sas_af,log10_gnomad_global_af,log10_gnomad_sas_af,in_gnomad,sas_enriched,consequence,clnsig_norm,is_indel,label_class,label_source,cpic_function
|
| 2 |
+
1,97078992,A,G,rs770320798,1-97078992-A-G,3.942699434879748e-05,0.0,-4.403106208357757,-7.0,1,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 3 |
+
1,97078993,C,G,,1-97078993-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 4 |
+
1,97079002,G,C,rs956842768,1-97079002-G-C,2.629433882885015e-05,0.0,-4.578489212487739,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 5 |
+
1,97079005,C,T,rs140114515,1-97079005-C-T,3.2878297693258634e-05,0.0,-4.481771765959692,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 6 |
+
1,97079012,CTT,C,rs1557849648,1-97079012-CTT-C,6.573757559821194e-06,0.0,-5.175629574178722,-7.0,1,0,frameshift_variant,uncertain_significance,1,,,
|
| 7 |
+
1,97079020,C,A,rs761584058,1-97079020-C-A,6.574362615544423e-06,0.0,-5.175590201988695,-7.0,1,0,other,uncertain_significance,0,,,
|
| 8 |
+
1,97079022,T,TA,rs1459699844,1-97079022-T-TA,1.3146996568633896e-05,0.0,-4.87788257618191,-7.0,1,0,frameshift_variant,uncertain_significance,1,,,
|
| 9 |
+
1,97079056,C,T,rs151074666,1-97079056-C-T,0.0001711246840775,0.0,-3.766433626423511,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 10 |
+
1,97079062,T,C,rs745982505,1-97079062-T-C,1.9731909127981164e-05,0.0,-4.702635476221415,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 11 |
+
1,97079067,C,T,rs672601273,1-97079067-C-T,,,-7.0,-7.0,0,0,missense_variant,not_provided,0,,,
|
| 12 |
+
1,97079071,C,A,rs1801268,1-97079071-C-A,2.736846714689204e-06,0.0,-5.547164130105854,-7.0,1,0,missense_variant,drug_response,0,,,
|
| 13 |
+
1,97079073,C,G,,1-97079073-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 14 |
+
1,97079076,A,C,,1-97079076-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 15 |
+
1,97079079,C,T,rs2101548857,1-97079079-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 16 |
+
1,97079104,C,T,rs760235888,1-97079104-C-T,2.737011511870419e-06,1.1594202898550725e-05,-5.547138901944135,-4.93202937527071,1,1,missense_variant,uncertain_significance,0,,,
|
| 17 |
+
1,97079106,G,A,rs61757362,1-97079106-G-A,6.574535509066285e-05,0.0,-4.181474855928375,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 18 |
+
1,97079134,C,A,,1-97079134-C-A,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 19 |
+
1,97079139,T,C,rs145529148,1-97079139-T-C,0.0004928762946217,0.0,-3.3071739638110254,-7.0,1,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 20 |
+
1,97079147,C,T,rs1553209268,1-97079147-C-T,,,-7.0,-7.0,0,0,splice_acceptor_variant,uncertain_significance,0,,,
|
| 21 |
+
1,97082265,G,A,,1-97082265-G-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 22 |
+
1,97082321,G,C,rs375990495,1-97082321-G-C,2.6307481847837523e-05,0.0,-4.5782730100664395,-7.0,1,0,intron_variant,uncertain_significance,0,,,
|
| 23 |
+
1,97082345,A,C,,1-97082345-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 24 |
+
1,97082351,G,A,,1-97082351-G-A,,,-7.0,-7.0,0,0,synonymous_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 25 |
+
1,97082365,T,C,rs141044036,1-97082365-T-C,5.258798627453558e-05,0.0,-4.2782883997678764,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 26 |
+
1,97082367,C,A,,1-97082367-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 27 |
+
1,97082373,T,C,rs762779297,1-97082373-T-C,6.573671132380589e-06,0.0002067824648469,-5.175635198477065,-3.6842763181450886,1,1,missense_variant,uncertain_significance,0,,,
|
| 28 |
+
1,97082389,C,T,rs763862486,1-97082389-C-T,3.944358252912251e-05,0.0,-4.402923987471806,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 29 |
+
1,97082397,A,G,rs2101558314,1-97082397-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 30 |
+
1,97082415,A,G,rs748639205,1-97082415-A-G,2.737082680425069e-06,2.3190019015815594e-05,-5.547128007479037,-4.632830156872773,1,1,missense_variant,uncertain_significance,0,,,
|
| 31 |
+
1,97082430,C,T,rs1649223892,1-97082430-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 32 |
+
1,97082460,C,T,,1-97082460-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 33 |
+
1,97082472,T,A,,1-97082472-T-A,,,-7.0,-7.0,0,0,splice_acceptor_variant,,0,,,
|
| 34 |
+
1,97098485,T,A,,1-97098485-T-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 35 |
+
1,97098497,T,G,rs886046575,1-97098497-T-G,6.573411863693732e-06,0.0,-5.175652070921791,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 36 |
+
1,97098502,A,G,,1-97098502-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 37 |
+
1,97098577,T,C,,1-97098577-T-C,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 38 |
+
1,97098598,C,T,rs1801267,1-97098598-C-T,3.2875703540055755e-05,0.0002072109407376,-4.48180592996493,-3.683377777613875,1,1,missense_variant,uncertain_significance,0,,,
|
| 39 |
+
1,97098601,T,C,rs2524094303,1-97098601-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 40 |
+
1,97098616,C,A,,1-97098616-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 41 |
+
1,97098621,A,C,rs919596571,1-97098621-A-C,6.574967782657865e-06,0.0,-5.175550826120342,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 42 |
+
1,97098623,T,C,rs762911226,1-97098623-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 43 |
+
1,97098632,T,G,,1-97098632-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 44 |
+
1,97192771,C,A,,1-97192771-C-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 45 |
+
1,97193067,A,C,,1-97193067-A-C,,,-7.0,-7.0,0,0,splice_donor_variant,,0,,,
|
| 46 |
+
1,97193067,A,G,,1-97193067-A-G,,,-7.0,-7.0,0,0,splice_donor_variant,,0,,,
|
| 47 |
+
1,97193072,G,C,,1-97193072-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 48 |
+
1,97193091,C,T,,1-97193091-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 49 |
+
1,97193092,G,A,rs557220418,1-97193092-G-A,2.626947224630257e-05,0.0,-4.578898562008317,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 50 |
+
1,97193093,T,C,rs672601274,1-97193093-T-C,,,-7.0,-7.0,0,0,synonymous_variant,not_provided,0,,,
|
| 51 |
+
1,97193098,C,A,rs773815814,1-97193098-C-A,4.788905064745996e-06,0.0,-5.310788396006211,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 52 |
+
1,97193106,C,A,,1-97193106-C-A,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 53 |
+
1,97193124,G,A,rs752228747,1-97193124-G-A,5.909932626768055e-05,0.0008285004142502,-4.227683235842851,-3.08165485391664,1,1,missense_variant,uncertain_significance,0,,,
|
| 54 |
+
1,97193127,G,C,rs1031125025,1-97193127-G-C,1.971453355413611e-05,0.0,-4.703016146758968,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 55 |
+
1,97193142,T,C,,1-97193142-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 56 |
+
1,97193143,C,T,,1-97193143-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 57 |
+
1,97193159,T,C,rs672601275,1-97193159-T-C,,,-7.0,-7.0,0,0,synonymous_variant,not_provided,0,,,
|
| 58 |
+
1,97193163,A,G,rs571114616,1-97193163-A-G,6.570388572780194e-06,0.0,-5.1758488662185504,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 59 |
+
1,97193166,C,A,rs886046576,1-97193166-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 60 |
+
1,97193197,T,C,rs1218404593,1-97193197-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 61 |
+
1,97193206,C,T,rs199777072,1-97193206-C-T,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 62 |
+
1,97193317,T,C,,1-97193317-T-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 63 |
+
1,97234847,A,G,,1-97234847-A-G,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 64 |
+
1,97234871,C,T,,1-97234871-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 65 |
+
1,97234878,G,T,rs1241910237,1-97234878-G-T,6.57323902926406e-06,0.0,-5.17566331884304,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 66 |
+
1,97234902,A,C,,1-97234902-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 67 |
+
1,97234916,G,A,rs547099198,1-97234916-G-A,3.286403491475069e-05,0.0,-4.4819596345368025,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 68 |
+
1,97234937,G,T,rs777673186,1-97234937-G-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 69 |
+
1,97234946,C,A,,1-97234946-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 70 |
+
1,97234947,G,A,rs770958862,1-97234947-G-A,1.9154283650313923e-05,3.478180216110931e-05,-4.715472634532968,-4.457401085425057,1,1,missense_variant,uncertain_significance,0,,,
|
| 71 |
+
1,97234959,T,C,rs1365638731,1-97234959-T-C,6.584232081012392e-06,0.0,-5.174948479521728,-7.0,1,0,missense_variant,uncertain_significance,0,,,
|
| 72 |
+
1,97234965,C,A,rs672601276,1-97234965-C-A,,,-7.0,-7.0,0,0,missense_variant,not_provided,0,,,
|
| 73 |
+
1,97234974,C,T,rs1304906107,1-97234974-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 74 |
+
1,97234980,G,T,rs2524775725,1-97234980-G-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 75 |
+
1,97234986,T,C,,1-97234986-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 76 |
+
1,97234991,G,T,rs56005131,1-97234991-G-T,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,,,
|
| 77 |
+
1,97234993,C,A,rs672601277,1-97234993-C-A,,,-7.0,-7.0,0,0,synonymous_variant,not_provided,0,,,
|
| 78 |
+
1,97235034,C,A,rs672601278,1-97235034-C-A,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 79 |
+
1,97235103,A,G,rs672601279,1-97235103-A-G,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 80 |
+
1,97305159,G,A,rs34534958,1-97305159-G-A,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 81 |
+
1,97305277,T,C,,1-97305277-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 82 |
+
1,97305279,G,A,rs112766203,1-97305279-G-A,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 83 |
+
1,97305282,C,T,rs267598786,1-97305282-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 84 |
+
1,97305289,C,G,rs2101035792,1-97305289-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 85 |
+
1,97305291,A,G,,1-97305291-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 86 |
+
1,97305316,C,T,,1-97305316-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 87 |
+
1,97305363,A,C,,1-97305363-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 88 |
+
1,97305365,G,A,rs139543981,1-97305365-G-A,,,-7.0,-7.0,0,0,synonymous_variant,uncertain_significance,0,,,
|
| 89 |
+
1,97305372,G,A,rs146529561,1-97305372-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 90 |
+
1,97305375,C,A,rs2101036846,1-97305375-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 91 |
+
1,97305376,C,T,,1-97305376-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 92 |
+
1,97305389,C,T,rs377136032,1-97305389-C-T,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 93 |
+
1,97305422,A,G,rs672601280,1-97305422-A-G,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 94 |
+
1,97305449,C,G,,1-97305449-C-G,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 95 |
+
1,97306171,T,A,,1-97306171-T-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 96 |
+
1,97306176,C,CCTT,,1-97306176-C-CCTT,,,-7.0,-7.0,0,0,other,uncertain_significance,1,,,
|
| 97 |
+
1,97306177,C,A,,1-97306177-C-A,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 98 |
+
1,97306188,G,C,rs1553251908,1-97306188-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 99 |
+
1,97306195,C,T,rs145548112,1-97306195-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 100 |
+
1,97306208,A,T,rs1399492718,1-97306208-A-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 101 |
+
1,97306240,A,T,,1-97306240-A-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 102 |
+
1,97306246,T,A,,1-97306246-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 103 |
+
1,97306269,C,T,,1-97306269-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 104 |
+
1,97306272,C,A,rs1336020354,1-97306272-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 105 |
+
1,97306276,T,C,rs756890859,1-97306276-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 106 |
+
1,97306281,C,A,rs375436137,1-97306281-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 107 |
+
1,97306281,C,T,rs375436137,1-97306281-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 108 |
+
1,97306282,G,A,rs538703919,1-97306282-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 109 |
+
1,97306285,C,A,rs202212118,1-97306285-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 110 |
+
1,97306288,G,C,,1-97306288-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 111 |
+
1,97306519,A,G,,1-97306519-A-G,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 112 |
+
1,97373519,T,C,rs368002831,1-97373519-T-C,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 113 |
+
1,97373570,G,C,rs183475941,1-97373570-G-C,,,-7.0,-7.0,0,0,synonymous_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 114 |
+
1,97373572,C,T,rs2525630867,1-97373572-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 115 |
+
1,97373592,C,G,,1-97373592-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 116 |
+
1,97373596,T,C,rs763506271,1-97373596-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 117 |
+
1,97373629,C,A,rs138545885,1-97373629-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 118 |
+
1,97373635,C,T,rs1671426656,1-97373635-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 119 |
+
1,97373644,C,G,,1-97373644-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 120 |
+
1,97373645,C,A,,1-97373645-C-A,,,-7.0,-7.0,0,0,splice_acceptor_variant,,0,,,
|
| 121 |
+
1,97382392,C,T,rs772254904,1-97382392-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 122 |
+
1,97382428,T,C,,1-97382428-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 123 |
+
1,97382430,T,C,rs780120302,1-97382430-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 124 |
+
1,97382442,A,G,rs2101564724,1-97382442-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 125 |
+
1,97382452,C,A,rs2525684263,1-97382452-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 126 |
+
1,97382460,A,G,rs1346856479,1-97382460-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 127 |
+
1,97450042,T,C,rs369990607,1-97450042-T-C,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 128 |
+
1,97450053,A,T,,1-97450053-A-T,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 129 |
+
1,97450054,C,T,,1-97450054-C-T,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 130 |
+
1,97450058,C,A,,1-97450058-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,,0,,,
|
| 131 |
+
1,97450059,G,A,rs3918289,1-97450059-G-A,,,-7.0,-7.0,0,0,synonymous_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 132 |
+
1,97450065,TG,T,rs72549303,1-97450065-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,drug_response,1,,,
|
| 133 |
+
1,97450068,A,G,rs17376848,1-97450068-A-G,,,-7.0,-7.0,0,0,synonymous_variant,drug_response,0,,,
|
| 134 |
+
1,97450099,C,T,,1-97450099-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 135 |
+
1,97450114,G,A,,1-97450114-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 136 |
+
1,97450144,A,G,rs1676330398,1-97450144-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 137 |
+
1,97450168,A,G,rs147601618,1-97450168-A-G,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 138 |
+
1,97450189,C,T,rs138616379,1-97450189-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 139 |
+
1,97450190,G,A,rs59086055,1-97450190-G-A,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,,,
|
| 140 |
+
1,97450207,A,G,rs374527058,1-97450207-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 141 |
+
1,97450220,T,C,rs889910324,1-97450220-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 142 |
+
1,97450233,G,C,,1-97450233-G-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 143 |
+
1,97450288,G,A,rs672601281,1-97450288-G-A,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 144 |
+
1,97515733,A,G,rs778754188,1-97515733-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 145 |
+
1,97515737,A,C,rs2524204644,1-97515737-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 146 |
+
1,97515738,G,C,rs886553467,1-97515738-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 147 |
+
1,97515748,G,T,,1-97515748-G-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 148 |
+
1,97515749,T,G,,1-97515749-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 149 |
+
1,97515766,C,T,rs1188134745,1-97515766-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 150 |
+
1,97515791,T,C,,1-97515791-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 151 |
+
1,97515796,G,A,rs754125729,1-97515796-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 152 |
+
1,97515812,T,C,rs771648776,1-97515812-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 153 |
+
1,97515815,C,A,,1-97515815-C-A,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 154 |
+
1,97515815,C,T,rs777425216,1-97515815-C-T,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 155 |
+
1,97515851,C,T,rs142619737,1-97515851-C-T,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 156 |
+
1,97515852,G,A,rs760853559,1-97515852-G-A,,,-7.0,-7.0,0,0,synonymous_variant,uncertain_significance,0,,,
|
| 157 |
+
1,97515857,T,G,,1-97515857-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 158 |
+
1,97515886,G,A,rs886046577,1-97515886-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 159 |
+
1,97515901,G,A,,1-97515901-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 160 |
+
1,97515904,A,G,,1-97515904-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 161 |
+
1,97515911,G,A,rs672601282,1-97515911-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 162 |
+
1,97515913,T,C,,1-97515913-T-C,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 163 |
+
1,97515923,C,T,rs148994843,1-97515923-C-T,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,,,
|
| 164 |
+
1,97515928,G,A,rs760663364,1-97515928-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 165 |
+
1,97515928,G,C,rs760663364,1-97515928-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 166 |
+
1,97515929,C,G,rs1648195326,1-97515929-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 167 |
+
1,97515950,T,C,rs56056384,1-97515950-T-C,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 168 |
+
1,97515958,A,T,,1-97515958-A-T,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 169 |
+
1,97516150,C,A,,1-97516150-C-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 170 |
+
1,97549360,G,A,,1-97549360-G-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 171 |
+
1,97549485,T,C,,1-97549485-T-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 172 |
+
1,97549554,G,C,,1-97549554-G-C,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 173 |
+
1,97549560,C,T,rs775930761,1-97549560-C-T,,,-7.0,-7.0,0,0,synonymous_variant,uncertain_significance,0,,,
|
| 174 |
+
1,97549564,A,G,rs2524372985,1-97549564-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 175 |
+
1,97549590,T,A,,1-97549590-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 176 |
+
1,97549612,T,A,rs1264198400,1-97549612-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 177 |
+
1,97549669,C,T,rs776082092,1-97549669-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 178 |
+
1,97549679,T,A,rs2524373962,1-97549679-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 179 |
+
1,97549687,G,A,,1-97549687-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 180 |
+
1,97549694,C,T,rs912917991,1-97549694-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 181 |
+
1,97549715,T,C,rs750147471,1-97549715-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 182 |
+
1,97549726,G,C,rs144395748,1-97549726-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 183 |
+
1,97549729,C,T,rs1557791062,1-97549729-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 184 |
+
1,97549735,G,A,rs72975710,1-97549735-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 185 |
+
1,97549735,G,C,rs72975710,1-97549735-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 186 |
+
1,97549740,T,C,,1-97549740-T-C,,,-7.0,-7.0,0,0,synonymous_variant,,0,,,
|
| 187 |
+
1,97549747,G,C,rs193920862,1-97549747-G-C,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 188 |
+
1,97549758,T,G,rs886046578,1-97549758-T-G,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 189 |
+
1,97549863,T,C,,1-97549863-T-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 190 |
+
1,97573760,C,A,,1-97573760-C-A,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 191 |
+
1,97573762,T,G,rs200709381,1-97573762-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 192 |
+
1,97573765,G,C,,1-97573765-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 193 |
+
1,97573789,G,A,rs1290815802,1-97573789-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 194 |
+
1,97573804,T,C,,1-97573804-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 195 |
+
1,97573826,G,C,rs1165667490,1-97573826-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 196 |
+
1,97573834,T,C,rs757155354,1-97573834-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 197 |
+
1,97573858,T,A,,1-97573858-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 198 |
+
1,97573862,G,A,,1-97573862-G-A,,,-7.0,-7.0,0,0,other,,0,,,
|
| 199 |
+
1,97573870,C,T,rs199646142,1-97573870-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 200 |
+
1,97573871,G,A,rs528430685,1-97573871-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 201 |
+
1,97573879,T,C,rs886046579,1-97573879-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 202 |
+
1,97573881,C,T,rs61622928,1-97573881-C-T,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 203 |
+
1,97573886,C,A,,1-97573886-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 204 |
+
1,97573919,G,A,rs140602333,1-97573919-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 205 |
+
1,97573951,T,A,,1-97573951-T-A,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 206 |
+
1,97573960,G,C,rs1354585423,1-97573960-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 207 |
+
1,97573970,T,C,rs144935781,1-97573970-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 208 |
+
1,97573981,A,C,rs672601283,1-97573981-A-C,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 209 |
+
1,97573985,A,G,rs56293913,1-97573985-A-G,,,-7.0,-7.0,0,0,intron_variant,benign,0,unknown,CPIC,Uncertain function
|
| 210 |
+
1,97579893,G,C,rs75017182,1-97579893-G-C,,,-7.0,-7.0,0,0,intron_variant,drug_response,0,,,
|
| 211 |
+
1,97592953,A,C,,1-97592953-A-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 212 |
+
1,97593229,C,T,,1-97593229-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 213 |
+
1,97593238,T,C,rs72549305,1-97593238-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 214 |
+
1,97593276,C,T,rs377143350,1-97593276-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 215 |
+
1,97593292,G,C,,1-97593292-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 216 |
+
1,97593298,A,G,rs771885007,1-97593298-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 217 |
+
1,97593315,G,A,,1-97593315-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 218 |
+
1,97593319,T,A,rs886046580,1-97593319-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 219 |
+
1,97593322,C,T,rs183385770,1-97593322-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 220 |
+
1,97593343,C,A,rs72549306,1-97593343-C-A,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,,,
|
| 221 |
+
1,97593351,C,T,rs747633945,1-97593351-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 222 |
+
1,97593352,G,A,rs757994597,1-97593352-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 223 |
+
1,97593353,T,C,rs1260688429,1-97593353-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 224 |
+
1,97593357,G,T,,1-97593357-G-T,,,-7.0,-7.0,0,0,other,,0,,,
|
| 225 |
+
1,97593370,A,G,rs770566506,1-97593370-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 226 |
+
1,97593379,C,T,rs201018345,1-97593379-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 227 |
+
1,97593438,A,C,,1-97593438-A-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 228 |
+
1,97593438,A,G,rs115349832,1-97593438-A-G,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 229 |
+
1,97595023,T,C,rs114968502,1-97595023-T-C,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 230 |
+
1,97595124,G,A,,1-97595124-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 231 |
+
1,97595130,C,T,rs672601284,1-97595130-C-T,,,-7.0,-7.0,0,0,missense_variant,not_provided,0,,,
|
| 232 |
+
1,97595140,T,C,rs779925747,1-97595140-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 233 |
+
1,97595145,T,C,,1-97595145-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 234 |
+
1,97595148,T,C,rs672601285,1-97595148-T-C,,,-7.0,-7.0,0,0,missense_variant,not_provided,0,,,
|
| 235 |
+
1,97595149,T,C,rs146356975,1-97595149-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 236 |
+
1,97595166,C,A,,1-97595166-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 237 |
+
1,97679005,A,G,rs672601286,1-97679005-A-G,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 238 |
+
1,97679082,G,A,rs1660302424,1-97679082-G-A,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 239 |
+
1,97679094,C,A,,1-97679094-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,,0,,,
|
| 240 |
+
1,97679104,T,C,rs746329786,1-97679104-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 241 |
+
1,97679120,G,A,,1-97679120-G-A,,,-7.0,-7.0,0,0,synonymous_variant,,0,,,
|
| 242 |
+
1,97679155,T,C,,1-97679155-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 243 |
+
1,97679170,T,C,rs45589337,1-97679170-T-C,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 244 |
+
1,97679173,C,T,rs141726921,1-97679173-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 245 |
+
1,97679175,C,T,rs764945792,1-97679175-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 246 |
+
1,97679177,A,C,rs556933127,1-97679177-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 247 |
+
1,97679199,T,C,,1-97679199-T-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 248 |
+
1,97691712,T,A,rs1033092437,1-97691712-T-A,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 249 |
+
1,97691717,C,A,,1-97691717-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 250 |
+
1,97691736,A,G,rs2524346611,1-97691736-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 251 |
+
1,97691740,G,A,rs376128878,1-97691740-G-A,,,-7.0,-7.0,0,0,synonymous_variant,uncertain_significance,0,,,
|
| 252 |
+
1,97691742,T,G,,1-97691742-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 253 |
+
1,97691748,T,G,rs1185250556,1-97691748-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 254 |
+
1,97691753,A,T,,1-97691753-A-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 255 |
+
1,97691769,G,A,rs780025995,1-97691769-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 256 |
+
1,97691785,G,T,,1-97691785-G-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 257 |
+
1,97699345,C,G,,1-97699345-C-G,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 258 |
+
1,97699351,C,T,,1-97699351-C-T,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 259 |
+
1,97699392,G,A,rs190048823,1-97699392-G-A,,,-7.0,-7.0,0,0,synonymous_variant,uncertain_significance,0,,,
|
| 260 |
+
1,97699399,T,C,rs72549307,1-97699399-T-C,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 261 |
+
1,97699403,C,A,,1-97699403-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 262 |
+
1,97699408,C,A,rs376073289,1-97699408-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 263 |
+
1,97699408,C,T,rs376073289,1-97699408-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 264 |
+
1,97699474,T,C,rs115232898,1-97699474-T-C,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,,,
|
| 265 |
+
1,97699475,A,C,,1-97699475-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 266 |
+
1,97699483,G,C,,1-97699483-G-C,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 267 |
+
1,97699486,A,T,rs779728902,1-97699486-A-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 268 |
+
1,97699489,T,G,rs672601287,1-97699489-T-G,,,-7.0,-7.0,0,0,missense_variant,not_provided,0,,,
|
| 269 |
+
1,97699511,G,T,,1-97699511-G-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 270 |
+
1,97699520,T,A,,1-97699520-T-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 271 |
+
1,97699534,A,G,rs763061658,1-97699534-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 272 |
+
1,97699542,G,C,,1-97699542-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 273 |
+
1,97699551,C,T,rs202011255,1-97699551-C-T,,,-7.0,-7.0,0,0,intron_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 274 |
+
1,97699552,G,A,rs767955683,1-97699552-G-A,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 275 |
+
1,97720901,A,G,rs2524533594,1-97720901-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 276 |
+
1,97721505,C,T,rs373218392,1-97721505-C-T,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 277 |
+
1,97721518,C,A,,1-97721518-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 278 |
+
1,97721542,T,C,rs200562975,1-97721542-T-C,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 279 |
+
1,97721545,T,C,,1-97721545-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 280 |
+
1,97721571,T,C,,1-97721571-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 281 |
+
1,97721577,C,T,,1-97721577-C-T,,,-7.0,-7.0,0,0,missense_variant,,0,,,
|
| 282 |
+
1,97721626,C,T,rs778022685,1-97721626-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 283 |
+
1,97721648,C,G,rs377169736,1-97721648-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 284 |
+
1,97721653,T,C,rs2524539694,1-97721653-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 285 |
+
1,97721665,A,G,rs1283205838,1-97721665-A-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 286 |
+
1,97740377,T,G,rs370363977,1-97740377-T-G,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 287 |
+
1,97740391,C,T,rs746368304,1-97740391-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 288 |
+
1,97740439,G,C,rs143986398,1-97740439-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 289 |
+
1,97740441,C,A,rs928681171,1-97740441-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 290 |
+
1,97740444,C,A,rs672601288,1-97740444-C-A,,,-7.0,-7.0,0,0,missense_variant,not_provided,0,,,
|
| 291 |
+
1,97740448,T,A,rs672601289,1-97740448-T-A,,,-7.0,-7.0,0,0,other,not_provided,0,,,
|
| 292 |
+
1,97740450,T,C,,1-97740450-T-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 293 |
+
1,97740501,T,C,,1-97740501-T-C,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 294 |
+
1,97740560,C,T,rs552156826,1-97740560-C-T,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 295 |
+
1,97828078,A,G,rs672601290,1-97828078-A-G,,,-7.0,-7.0,0,0,intron_variant,not_provided,0,,,
|
| 296 |
+
1,97828116,C,T,,1-97828116-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 297 |
+
1,97828127,G,A,rs189768576,1-97828127-G-A,,,-7.0,-7.0,0,0,other,conflicting_classifications_of_pathogenicity,0,,,
|
| 298 |
+
1,97828129,A,C,rs762102298,1-97828129-A-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 299 |
+
1,97828138,C,T,rs767818267,1-97828138-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 300 |
+
1,97828153,G,A,rs371587702,1-97828153-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 301 |
+
1,97828158,C,G,rs2101479863,1-97828158-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 302 |
+
1,97828159,T,G,rs2101479885,1-97828159-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 303 |
+
1,97828160,T,C,rs367619008,1-97828160-T-C,,,-7.0,-7.0,0,0,missense_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 304 |
+
1,97828162,A,T,rs2525245478,1-97828162-A-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 305 |
+
1,97828166,C,G,rs1557992438,1-97828166-C-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 306 |
+
1,97828169,C,A,,1-97828169-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 307 |
+
1,97828196,T,G,,1-97828196-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 308 |
+
1,97828249,T,A,,1-97828249-T-A,,,-7.0,-7.0,0,0,intron_variant,,0,,,
|
| 309 |
+
1,97883268,C,A,,1-97883268-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 310 |
+
1,97883273,C,A,,1-97883273-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 311 |
+
1,97883277,T,G,rs756684474,1-97883277-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 312 |
+
1,97883328,C,T,rs528768620,1-97883328-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 313 |
+
1,97883341,G,A,rs775601164,1-97883341-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 314 |
+
1,97883366,C,T,rs763165014,1-97883366-C-T,,,-7.0,-7.0,0,0,synonymous_variant,conflicting_classifications_of_pathogenicity,0,,,
|
| 315 |
+
1,97920880,G,C,rs1439572087,1-97920880-G-C,,,-7.0,-7.0,0,0,intron_variant,uncertain_significance,0,,,
|
| 316 |
+
1,97920886,C,T,rs769820114,1-97920886-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 317 |
+
1,97920887,G,C,rs376273539,1-97920887-G-C,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 318 |
+
1,97920916,G,A,rs762198241,1-97920916-G-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 319 |
+
1,97920919,C,A,rs1232582100,1-97920919-C-A,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 320 |
+
1,97920919,C,T,,1-97920919-C-T,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,,,
|
| 321 |
+
1,97921030,A,G,rs886046581,1-97921030-A-G,,,-7.0,-7.0,0,0,other,uncertain_significance,0,,,
|
| 322 |
+
1,97921034,T,C,rs868725176,1-97921034-T-C,,,-7.0,-7.0,0,0,other,uncertain_significance,0,,,
|
| 323 |
+
1,97921044,G,T,rs886046582,1-97921044-G-T,,,-7.0,-7.0,0,0,other,uncertain_significance,0,,,
|
| 324 |
+
1,97921066,G,A,rs554389296,1-97921066-G-A,,,-7.0,-7.0,0,0,other,uncertain_significance,0,,,
|
data/training_data.csv
ADDED
|
@@ -0,0 +1,274 @@
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
chrom,pos,ref,alt,rsid,variant_id,gnomad_global_af,gnomad_sas_af,log10_gnomad_global_af,log10_gnomad_sas_af,in_gnomad,sas_enriched,consequence,clnsig_norm,is_indel,label_class,label_source,cpic_function
|
| 2 |
+
1,97079060,A,G,rs1465795668,1-97079060-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 3 |
+
1,97079078,A,G,rs2524010261,1-97079078-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 4 |
+
1,97079133,T,A,rs72547602,1-97079133-T-A,,,-7.0,-7.0,0,0,missense_variant,pathogenic,0,no_function,ClinVar,
|
| 5 |
+
1,97079204,C,G,rs17116357,1-97079204-C-G,0.1427697690324617,0.1016209476309226,-0.8453634388741365,-0.9930163321773123,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 6 |
+
1,97079215,T,C,rs290855,1-97079215-T-C,0.8023119714883152,0.8923683119037744,-0.09565667340722225,-0.049455811291255036,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 7 |
+
1,97079354,T,C,rs76665493,1-97079354-T-C,0.0040596999237985,0.0002075550020755,-2.3914953689182132,-3.682657602971522,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 8 |
+
1,97082275,G,A,rs290854,1-97082275-G-A,0.9999737267317368,1.0,-1.1367054737244114e-05,4.3429446044209946e-08,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 9 |
+
1,97082329,C,G,rs2101557799,1-97082329-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 10 |
+
1,97082391,T,A,rs67376798,1-97082391-T-A,0.0032778055124937,0.000621632822213,-2.4844035693726045,-3.20639620496621,1,0,missense_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 11 |
+
1,97082394,A,G,rs372307932,1-97082394-A-G,4.789835694950418e-06,0.0,-5.310705733509347,-7.0,1,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 12 |
+
1,97082400,GC,G,rs2524026293,1-97082400-GC-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 13 |
+
1,97082404,C,CA,rs2524026345,1-97082404-C-CA,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 14 |
+
1,97082435,T,A,,1-97082435-T-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 15 |
+
1,97082449,G,A,rs2101558812,1-97082449-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 16 |
+
1,97082471,C,T,rs377221676,1-97082471-C-T,6.575140708011152e-06,0.0,-5.175539575196536,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 17 |
+
1,97082803,C,T,rs2171826,1-97082803-C-T,0.1430262379167488,0.1014943960149439,-0.8445839810057932,-0.9935575086389534,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 18 |
+
1,97098470,T,C,rs375268978,1-97098470-T-C,0.0004924491135915,0.0,-3.307550458164722,-7.0,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 19 |
+
1,97098488,C,T,rs1355754530,1-97098488-C-T,1.3164996906225726e-05,0.0,-4.877292846971456,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 20 |
+
1,97098500,GA,G,rs1057516894,1-97098500-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 21 |
+
1,97098506,GC,G,rs1057517230,1-97098506-GC-G,6.846173331416405e-07,0.0,-6.105342102012473,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 22 |
+
1,97098508,CT,C,rs778614771,1-97098508-CT-C,1.3151837969356215e-05,0.0004163197335553,-4.87772388289004,-3.380468698058938,1,1,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 23 |
+
1,97098521,AAC,A,rs1650431372,1-97098521-AAC-A,6.845339145482624e-07,0.0,-6.105388277592908,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 24 |
+
1,97098533,T,A,rs1553212596,1-97098533-T-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 25 |
+
1,97098550,A,G,rs2524093994,1-97098550-A-G,6.844636337626746e-07,0.0,-6.105427184673952,-7.0,1,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 26 |
+
1,97098575,T,A,rs1057516873,1-97098575-T-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 27 |
+
1,97098581,C,A,rs2524094119,1-97098581-C-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 28 |
+
1,97098582,T,C,,1-97098582-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 29 |
+
1,97098602,G,A,rs771839581,1-97098602-G-A,1.3155990580310744e-05,0.0,-4.877587813197691,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 30 |
+
1,97098605,C,A,rs2524094344,1-97098605-C-A,,,-7.0,-7.0,0,0,other,pathogenic,0,no_function,ClinVar,
|
| 31 |
+
1,97098609,A,G,rs773002572,1-97098609-A-G,1.3150281416022304e-05,0.0002076411960132,-4.877774897868476,-3.6824773723761233,1,1,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 32 |
+
1,97098640,G,A,rs1570451084,1-97098640-G-A,6.847551589453675e-07,0.0,-6.105265820586007,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 33 |
+
1,97192839,C,T,rs4950023,1-97192839-C-T,0.648672473225798,0.8157676348547718,-0.18797446425337414,-0.0884334758412319,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 34 |
+
1,97193068,C,T,rs1057517095,1-97193068-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 35 |
+
1,97193101,G,GT,rs1057517327,1-97193101-G-GT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 36 |
+
1,97193105,C,T,rs903875506,1-97193105-C-T,1.231419251734933e-05,0.0,-4.90608152392773,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 37 |
+
1,97193111,CT,C,rs746991079,1-97193111-CT-C,5.25520593838271e-05,0.0,-4.278584637554638,-7.0,1,0,frameshift_variant,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 38 |
+
1,97193137,G,A,rs1057517271,1-97193137-G-A,6.841227425659802e-07,0.0,-6.105615949755963,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 39 |
+
1,97193138,T,C,,1-97193138-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 40 |
+
1,97193141,A,G,rs777542103,1-97193141-A-G,1.314043179458877e-05,0.0,-4.87809785153156,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 41 |
+
1,97193142,TC,T,rs2524554561,1-97193142-TC-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 42 |
+
1,97193201,G,T,rs1337420489,1-97193201-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 43 |
+
1,97234569,C,T,rs11808108,1-97234569-C-T,0.0212810704943675,0.0004144218814753,-1.6720044889115306,-3.3824525392918607,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 44 |
+
1,97234689,T,C,rs17432999,1-97234689-T-C,0.0386853165221959,0.0440016604400166,-1.4124527227738768,-1.3565299477390278,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 45 |
+
1,97234773,A,AT,rs544905665,1-97234773-A-AT,0.0085675211841681,0.0012820512820512,-2.0671397440042187,-2.8920607290419746,1,0,intron_variant,likely_benign,1,normal_function,ClinVar,
|
| 46 |
+
1,97234851,C,A,,1-97234851-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 47 |
+
1,97234851,C,G,rs1252510761,1-97234851-C-G,6.575918984678109e-06,0.0,-5.17548894232244,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 48 |
+
1,97234854,G,A,rs2524774440,1-97234854-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 49 |
+
1,97234873,A,G,rs55725052,1-97234873-A-G,4.5955882352941176e-05,0.0,-4.336714892931369,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 50 |
+
1,97234954,GGA,G,rs1162905063,1-97234954-GGA-G,6.572547782422378e-06,0.0,-5.175708307526507,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 51 |
+
1,97234956,AGGT,GC,rs1057516510,1-97234956-AGGT-GC,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 52 |
+
1,97234995,C,G,,1-97234995-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 53 |
+
1,97235033,C,T,rs12137711,1-97235033-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 54 |
+
1,97305252,C,T,rs369672458,1-97305252-C-T,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 55 |
+
1,97305258,C,T,rs2101035489,1-97305258-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 56 |
+
1,97305271,C,CT,rs1057516828,1-97305271-C-CT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 57 |
+
1,97305275,T,C,,1-97305275-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 58 |
+
1,97305275,T,G,rs772853110,1-97305275-T-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 59 |
+
1,97305283,G,A,rs759372918,1-97305283-G-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 60 |
+
1,97305335,C,G,rs1397691452,1-97305335-C-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 61 |
+
1,97305348,GT,G,rs1558014211,1-97305348-GT-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 62 |
+
1,97305351,T,TTGGTG,,1-97305351-T-TTGGTG,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 63 |
+
1,97305364,C,T,rs1801160,1-97305364-C-T,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 64 |
+
1,97305381,A,G,rs74104343,1-97305381-A-G,,,-7.0,-7.0,0,0,intron_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 65 |
+
1,97306173,T,C,rs746718279,1-97306173-T-C,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 66 |
+
1,97306175,ACCTT,A,rs1553251903,1-97306175-ACCTT-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 67 |
+
1,97306176,C,T,,1-97306176-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 68 |
+
1,97306177,CT,C,rs1553251907,1-97306177-CT-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 69 |
+
1,97306209,TC,T,rs2525218019,1-97306209-TC-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 70 |
+
1,97306210,CA,C,rs1165702486,1-97306210-CA-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 71 |
+
1,97306220,TG,T,rs1064796552,1-97306220-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 72 |
+
1,97306241,A,T,rs753891721,1-97306241-A-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 73 |
+
1,97306265,C,T,rs753296078,1-97306265-C-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 74 |
+
1,97306291,C,A,rs1667161380,1-97306291-C-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 75 |
+
1,97306298,C,A,rs2525218826,1-97306298-C-A,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 76 |
+
1,97306299,T,C,rs2525218835,1-97306299-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 77 |
+
1,97306391,C,A,rs7556439,1-97306391-C-A,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 78 |
+
1,97373297,G,A,rs74105115,1-97373297-G-A,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 79 |
+
1,97373298,C,T,rs55652347,1-97373298-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 80 |
+
1,97373331,T,C,rs11582179,1-97373331-T-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 81 |
+
1,97373404,C,T,rs115139529,1-97373404-C-T,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 82 |
+
1,97373416,A,G,rs1879374,1-97373416-A-G,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 83 |
+
1,97373460,A,G,rs1890138,1-97373460-A-G,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 84 |
+
1,97373560,C,G,rs769167857,1-97373560-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 85 |
+
1,97373560,CCTGCCCACAGGCCAGG,C,rs773499329,1-97373560-CCTGCCCACAGGCCAGG-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 86 |
+
1,97373579,C,CA,rs1057517396,1-97373579-C-CA,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 87 |
+
1,97373615,AT,A,rs1057517055,1-97373615-AT-A,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 88 |
+
1,97373635,CTCCAGAA,C,rs1440380546,1-97373635-CTCCAGAA-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 89 |
+
1,97373857,C,G,rs6699630,1-97373857-C-G,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 90 |
+
1,97382318,T,C,rs72728438,1-97382318-T-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 91 |
+
1,97382396,AG,A,rs1057516710,1-97382396-AG-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 92 |
+
1,97382432,G,T,rs1570632355,1-97382432-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 93 |
+
1,97382461,T,G,rs55971861,1-97382461-T-G,,,-7.0,-7.0,0,0,missense_variant,uncertain_significance,0,no_function,CPIC,No function
|
| 94 |
+
1,97382485,T,G,rs12078940,1-97382485-T-G,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 95 |
+
1,97382584,G,T,rs56279424,1-97382584-G-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 96 |
+
1,97450056,T,TA,rs760156122,1-97450056-T-TA,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 97 |
+
1,97450058,C,G,rs3918290,1-97450058-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,pathogenic/likely_pathogenic,0,no_function,CPIC,No function
|
| 98 |
+
1,97450058,C,T,rs3918290,1-97450058-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,drug_response,0,no_function,CPIC,No function
|
| 99 |
+
1,97450067,GA,G,rs2523871765,1-97450067-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 100 |
+
1,97450101,C,T,rs1057516388,1-97450101-C-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 101 |
+
1,97450107,T,G,,1-97450107-T-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 102 |
+
1,97450133,C,A,rs1057516671,1-97450133-C-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 103 |
+
1,97450142,GAA,G,,1-97450142-GAA-G,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 104 |
+
1,97450183,GT,G,rs2523873242,1-97450183-GT-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 105 |
+
1,97450193,T,TGA,,1-97450193-T-TGA,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 106 |
+
1,97450199,TG,T,rs1346124437,1-97450199-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 107 |
+
1,97515585,A,AT,rs56080540,1-97515585-A-AT,,,-7.0,-7.0,0,0,intron_variant,benign,1,normal_function,ClinVar,
|
| 108 |
+
1,97515643,T,TA,rs145228578,1-97515643-T-TA,,,-7.0,-7.0,0,0,intron_variant,benign,1,normal_function,ClinVar,
|
| 109 |
+
1,97515686,T,C,rs2811178,1-97515686-T-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 110 |
+
1,97515687,G,A,rs2786783,1-97515687-G-A,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 111 |
+
1,97515738,GA,G,rs764584080,1-97515738-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 112 |
+
1,97515751,A,AG,rs1290522460,1-97515751-A-AG,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 113 |
+
1,97515763,C,T,rs2101975422,1-97515763-C-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 114 |
+
1,97515765,T,A,rs148372305,1-97515765-T-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 115 |
+
1,97515783,T,G,rs1648178154,1-97515783-T-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 116 |
+
1,97515785,G,A,rs1057516968,1-97515785-G-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 117 |
+
1,97515787,A,C,rs55886062,1-97515787-A-C,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,no_function,CPIC,No function
|
| 118 |
+
1,97515794,AT,A,rs1057517018,1-97515794-AT-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 119 |
+
1,97515795,T,C,rs780421257,1-97515795-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 120 |
+
1,97515816,G,A,rs149101842,1-97515816-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 121 |
+
1,97515839,T,C,rs1801159,1-97515839-T-C,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 122 |
+
1,97515849,T,C,rs762029458,1-97515849-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 123 |
+
1,97515855,CATTTCTACACT,C,rs2524206318,1-97515855-CATTTCTACACT-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 124 |
+
1,97515864,A,G,rs1257539978,1-97515864-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 125 |
+
1,97515865,C,T,rs1801158,1-97515865-C-T,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 126 |
+
1,97515891,G,C,rs752329473,1-97515891-G-C,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 127 |
+
1,97515892,TAAAAGA,GT,rs2524206768,1-97515892-TAAAAGA-GT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 128 |
+
1,97515912,C,T,rs369465750,1-97515912-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 129 |
+
1,97515942,C,G,rs766535034,1-97515942-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 130 |
+
1,97515943,T,C,rs2524207205,1-97515943-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 131 |
+
1,97515952,C,T,rs55699321,1-97515952-C-T,,,-7.0,-7.0,0,0,intron_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 132 |
+
1,97516031,C,T,rs6657204,1-97516031-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 133 |
+
1,97516066,G,GA,rs141050810,1-97516066-G-GA,,,-7.0,-7.0,0,0,intron_variant,benign,1,normal_function,ClinVar,
|
| 134 |
+
1,97516150,C,T,rs1337752,1-97516150-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 135 |
+
1,97549384,C,A,rs2786525,1-97549384-C-A,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 136 |
+
1,97549544,G,T,rs199469537,1-97549544-G-T,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 137 |
+
1,97549559,C,T,rs1057517126,1-97549559-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 138 |
+
1,97549565,C,T,rs138391898,1-97549565-C-T,,,-7.0,-7.0,0,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 139 |
+
1,97549565,CG,C,rs1057516615,1-97549565-CG-C,,,-7.0,-7.0,0,0,other,likely_pathogenic,1,no_function,ClinVar,
|
| 140 |
+
1,97549582,C,T,rs1214305633,1-97549582-C-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 141 |
+
1,97549590,T,C,rs116364703,1-97549590-T-C,,,-7.0,-7.0,0,0,synonymous_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 142 |
+
1,97549592,G,A,rs1382838576,1-97549592-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 143 |
+
1,97549609,G,A,rs72549304,1-97549609-G-A,,,-7.0,-7.0,0,0,missense_variant,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 144 |
+
1,97549640,C,T,rs1221109314,1-97549640-C-T,,,-7.0,-7.0,0,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 145 |
+
1,97549647,A,G,,1-97549647-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 146 |
+
1,97549676,G,A,rs2524373926,1-97549676-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 147 |
+
1,97549695,TTCTGGGAGACCCCA,T,rs757940841,1-97549695-TTCTGGGAGACCCCA-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 148 |
+
1,97549697,CT,C,rs1437370264,1-97549697-CT-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 149 |
+
1,97549701,G,A,rs2524374167,1-97549701-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 150 |
+
1,97549704,A,AC,rs779948148,1-97549704-A-AC,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 151 |
+
1,97549713,G,A,rs57918000,1-97549713-G-A,,,-7.0,-7.0,0,0,synonymous_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 152 |
+
1,97549723,A,ATAGGGCTC,rs2524374326,1-97549723-A-ATAGGGCTC,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 153 |
+
1,97549745,C,T,rs1435774234,1-97549745-C-T,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 154 |
+
1,97549746,T,C,rs1057516713,1-97549746-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 155 |
+
1,97549746,T,G,rs1057516713,1-97549746-T-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 156 |
+
1,97549850,A,T,rs61789183,1-97549850-A-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 157 |
+
1,97549925,G,T,rs2811162,1-97549925-G-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 158 |
+
1,97573759,C,A,rs1057516357,1-97573759-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 159 |
+
1,97573782,AC,A,rs1057516761,1-97573782-AC-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 160 |
+
1,97573787,AG,A,rs1057517189,1-97573787-AG-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 161 |
+
1,97573788,G,A,rs780469489,1-97573788-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 162 |
+
1,97573796,TG,T,rs2523608314,1-97573796-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 163 |
+
1,97573806,G,A,rs770549765,1-97573806-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 164 |
+
1,97573819,A,G,rs200693895,1-97573819-A-G,,,-7.0,-7.0,0,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 165 |
+
1,97573821,C,A,rs764666241,1-97573821-C-A,,,-7.0,-7.0,0,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 166 |
+
1,97573856,C,A,rs755031341,1-97573856-C-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 167 |
+
1,97573863,C,T,rs56038477,1-97573863-C-T,,,-7.0,-7.0,0,0,synonymous_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 168 |
+
1,97573919,G,T,,1-97573919-G-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 169 |
+
1,97573920,TG,T,rs1553197926,1-97573920-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 170 |
+
1,97573932,T,C,rs753482702,1-97573932-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 171 |
+
1,97573942,TCA,T,rs769925158,1-97573942-TCA-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,1,no_function,ClinVar,
|
| 172 |
+
1,97573943,C,A,rs78060119,1-97573943-C-A,,,-7.0,-7.0,0,0,other,drug_response,0,no_function,CPIC,No function
|
| 173 |
+
1,97573959,A,G,rs150759598,1-97573959-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 174 |
+
1,97593057,C,T,rs74105265,1-97593057-C-T,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 175 |
+
1,97593217,C,G,,1-97593217-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 176 |
+
1,97593221,C,T,,1-97593221-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 177 |
+
1,97593224,AG,A,rs1553201443,1-97593224-AG-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 178 |
+
1,97593235,TTA,T,rs749571474,1-97593235-TTA-T,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 179 |
+
1,97593274,G,A,rs779557503,1-97593274-G-A,,,-7.0,-7.0,0,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 180 |
+
1,97593303,GCA,G,rs1553201476,1-97593303-GCA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 181 |
+
1,97593310,C,CA,rs1654652414,1-97593310-C-CA,,,-7.0,-7.0,0,0,other,likely_pathogenic,1,no_function,ClinVar,
|
| 182 |
+
1,97593326,A,C,rs774390439,1-97593326-A-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 183 |
+
1,97593352,G,GT,rs2523745739,1-97593352-G-GT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 184 |
+
1,97593380,G,A,rs768834079,1-97593380-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 185 |
+
1,97593380,G,T,rs768834079,1-97593380-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 186 |
+
1,97593389,T,C,rs577302209,1-97593389-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 187 |
+
1,97594913,C,CT,rs1397160848,1-97594913-C-CT,,,-7.0,-7.0,0,0,intron_variant,likely_benign,1,normal_function,ClinVar,
|
| 188 |
+
1,97594925,A,C,rs2811202,1-97594925-A-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 189 |
+
1,97595057,A,G,rs1654782224,1-97595057-A-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 190 |
+
1,97595106,TA,T,rs1057516711,1-97595106-TA-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 191 |
+
1,97595122,G,A,rs2102259303,1-97595122-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 192 |
+
1,97595138,G,A,rs2523757968,1-97595138-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 193 |
+
1,97595167,C,G,rs1057516696,1-97595167-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 194 |
+
1,97595197,G,A,rs2786491,1-97595197-G-A,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 195 |
+
1,97595421,T,C,rs3790386,1-97595421-T-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 196 |
+
1,97679054,A,G,rs112550271,1-97679054-A-G,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 197 |
+
1,97679132,CA,C,rs1660305188,1-97679132-CA-C,,,-7.0,-7.0,0,0,other,pathogenic,1,no_function,ClinVar,
|
| 198 |
+
1,97679138,G,A,,1-97679138-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 199 |
+
1,97679174,G,A,rs754745863,1-97679174-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 200 |
+
1,97679174,G,T,rs754745863,1-97679174-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 201 |
+
1,97679183,C,T,rs2524268975,1-97679183-C-T,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 202 |
+
1,97679184,T,C,rs1300669537,1-97679184-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 203 |
+
1,97679300,T,C,rs3790387,1-97679300-T-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 204 |
+
1,97691715,A,G,rs1057517065,1-97691715-A-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 205 |
+
1,97691775,C,T,rs755416212,1-97691775-C-T,,,-7.0,-7.0,0,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 206 |
+
1,97691776,G,A,rs1801266,1-97691776-G-A,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 207 |
+
1,97691782,G,A,rs2524347160,1-97691782-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 208 |
+
1,97691806,G,A,rs74774246,1-97691806-G-A,,,-7.0,-7.0,0,0,intron_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 209 |
+
1,97692035,C,T,rs2786511,1-97692035-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 210 |
+
1,97699212,C,T,rs6668296,1-97699212-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 211 |
+
1,97699350,C,A,rs867460475,1-97699350-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 212 |
+
1,97699350,C,T,rs867460475,1-97699350-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 213 |
+
1,97699370,C,A,rs146170505,1-97699370-C-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 214 |
+
1,97699373,G,A,rs1220608789,1-97699373-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 215 |
+
1,97699409,G,A,rs1411354209,1-97699409-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 216 |
+
1,97699413,CA,C,rs2524392157,1-97699413-CA-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 217 |
+
1,97699425,A,G,,1-97699425-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 218 |
+
1,97699430,T,G,rs72549308,1-97699430-T-G,,,-7.0,-7.0,0,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 219 |
+
1,97699440,A,G,rs758927521,1-97699440-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 220 |
+
1,97699440,A,T,rs758927521,1-97699440-A-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 221 |
+
1,97699455,AAG,A,rs2524392830,1-97699455-AAG-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 222 |
+
1,97699461,A,G,rs149843476,1-97699461-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 223 |
+
1,97699486,A,AT,rs754785410,1-97699486-A-AT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 224 |
+
1,97699506,C,T,rs6670886,1-97699506-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 225 |
+
1,97699507,GA,G,rs1057516997,1-97699507-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 226 |
+
1,97699523,G,A,rs2100972370,1-97699523-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 227 |
+
1,97699535,T,C,rs2297595,1-97699535-T-C,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 228 |
+
1,97699548,C,T,rs2100972539,1-97699548-C-T,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 229 |
+
1,97699549,T,C,rs928629166,1-97699549-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 230 |
+
1,97699692,A,T,rs78682297,1-97699692-A-T,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 231 |
+
1,97720673,T,C,rs55684412,1-97720673-T-C,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 232 |
+
1,97720861,C,A,,1-97720861-C-A,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 233 |
+
1,97720906,A,T,rs1349131310,1-97720906-A-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 234 |
+
1,97720909,G,C,rs72977734,1-97720909-G-C,,,-7.0,-7.0,0,0,missense_variant,benign,0,normal_function,ClinVar,
|
| 235 |
+
1,97721231,G,T,rs79063448,1-97721231-G-T,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 236 |
+
1,97721492,C,T,rs56276561,1-97721492-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 237 |
+
1,97721509,C,A,rs1057516763,1-97721509-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 238 |
+
1,97721519,A,G,rs190771411,1-97721519-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 239 |
+
1,97721529,A,T,rs2101026231,1-97721529-A-T,,,-7.0,-7.0,0,0,other,pathogenic,0,no_function,ClinVar,
|
| 240 |
+
1,97721530,A,G,,1-97721530-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 241 |
+
1,97721548,G,GTCCC,rs2524538529,1-97721548-G-GTCCC,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 242 |
+
1,97721640,GAA,G,rs2524539576,1-97721640-GAA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 243 |
+
1,97721651,C,T,rs370615432,1-97721651-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 244 |
+
1,97721657,A,C,rs2524539741,1-97721657-A-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 245 |
+
1,97721672,C,G,rs1057516356,1-97721672-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 246 |
+
1,97740390,A,G,,1-97740390-A-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 247 |
+
1,97740410,GATGA,G,rs72549309,1-97740410-GATGA-G,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 248 |
+
1,97740434,A,G,rs2101070143,1-97740434-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 249 |
+
1,97740452,A,G,rs1056815262,1-97740452-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 250 |
+
1,97740455,C,T,rs201841475,1-97740455-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 251 |
+
1,97740456,G,A,rs568132506,1-97740456-G-A,,,-7.0,-7.0,0,0,missense_variant,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 252 |
+
1,97828113,C,A,rs1553247675,1-97828113-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 253 |
+
1,97828115,T,A,rs776692894,1-97828115-T-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 254 |
+
1,97828127,GGAGAGCT,ATTG,rs2525244930,1-97828127-GGAGAGCT-ATTG,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 255 |
+
1,97828139,G,A,rs141597515,1-97828139-G-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 256 |
+
1,97828142,C,A,rs2525245079,1-97828142-C-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 257 |
+
1,97828198,T,G,rs1669337684,1-97828198-T-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,pathogenic,0,no_function,ClinVar,
|
| 258 |
+
1,97828265,C,T,rs115632870,1-97828265-C-T,,,-7.0,-7.0,0,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 259 |
+
1,97883262,A,T,rs1057516405,1-97883262-A-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 260 |
+
1,97883273,C,T,,1-97883273-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 261 |
+
1,97883279,AGGATTTCT,A,rs1207177925,1-97883279-AGGATTTCT-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 262 |
+
1,97883294,AT,G,rs2523808126,1-97883294-AT-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 263 |
+
1,97883319,G,T,rs748974194,1-97883319-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 264 |
+
1,97883329,A,,rs1801265,1-97883329-A-,,,-7.0,-7.0,0,0,other,conflicting_classifications_of_pathogenicity,1,normal_function,CPIC,Normal function
|
| 265 |
+
1,97883329,A,G,rs1801265,1-97883329-A-G,,,-7.0,-7.0,0,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 266 |
+
1,97883353,G,A,rs72549310,1-97883353-G-A,,,-7.0,-7.0,0,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 267 |
+
1,97883369,G,T,rs267598790,1-97883369-G-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 268 |
+
1,97883371,TACTCTAAAG,T,rs1672325016,1-97883371-TACTCTAAAG-T,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 269 |
+
1,97920902,C,T,rs774730464,1-97920902-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 270 |
+
1,97920910,G,GC,,1-97920910-G-GC,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 271 |
+
1,97920920,C,T,rs768020954,1-97920920-C-T,,,-7.0,-7.0,0,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 272 |
+
1,97920922,T,G,rs772950053,1-97920922-T-G,,,-7.0,-7.0,0,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 273 |
+
1,97921165,C,T,rs72981743,1-97921165-C-T,,,-7.0,-7.0,0,0,other,benign,0,normal_function,ClinVar,
|
| 274 |
+
1,97921399,A,C,rs61787828,1-97921399-A-C,,,-7.0,-7.0,0,0,other,benign,0,normal_function,ClinVar,
|
requirements.txt
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
pandas==2.2.2
|
| 2 |
+
numpy>=1.26,<2.1
|
| 3 |
+
scikit-learn==1.5.1
|
| 4 |
+
xgboost==2.1.1
|
| 5 |
+
lightgbm==4.5.0
|
| 6 |
+
joblib>=1.3
|
| 7 |
+
requests>=2.31
|
| 8 |
+
pysam==0.23.3
|
| 9 |
+
openpyxl>=3.1
|
| 10 |
+
google-cloud-storage>=2.16
|
run.sh
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env bash
|
| 2 |
+
# DPYD baseline classifier — full pipeline (run EXPLICITLY; not part of scaffolding).
|
| 3 |
+
# No Vertex Workbench. Runs locally or in a short-lived Cloud Run job.
|
| 4 |
+
set -euo pipefail
|
| 5 |
+
|
| 6 |
+
BUCKET="${BUCKET:-gs://anukriti-ml-artifacts/dpyd-classifier}"
|
| 7 |
+
cd "$(dirname "$0")"
|
| 8 |
+
|
| 9 |
+
echo "[1/5] (re)pull gnomAD SAS/global AF for ALL ClinVar DPYD variants (full, uncapped)"
|
| 10 |
+
python -m src.fetch_gnomad --clinvar data/clinvar_dpyd.tsv --out data/gnomad_dpyd_sas.csv --cap 0
|
| 11 |
+
|
| 12 |
+
echo "[2/5] feature engineering -> training_data.csv + inference_set.csv"
|
| 13 |
+
python -m src.features
|
| 14 |
+
|
| 15 |
+
echo "[3/5] train RF/XGB/LightGBM + 5-fold CV (carries small-N caveat; use --force)"
|
| 16 |
+
python -m src.train --train data/training_data.csv --outdir . --n-splits 5 --force --upload "$BUCKET"
|
| 17 |
+
|
| 18 |
+
echo "[4/5] upload training data"
|
| 19 |
+
gcloud storage cp data/training_data.csv "$BUCKET/training_data.csv"
|
| 20 |
+
|
| 21 |
+
echo "[5/5] inference on candidate list (provide a REAL Scaria variant CSV)"
|
| 22 |
+
if [[ -f data/scaria_variants.csv ]]; then
|
| 23 |
+
python -m src.infer --variants data/scaria_variants.csv --models models \
|
| 24 |
+
--out results/scaria_variant_rankings.csv
|
| 25 |
+
gcloud storage cp results/scaria_variant_rankings.csv "$BUCKET/results/scaria_variant_rankings.csv"
|
| 26 |
+
else
|
| 27 |
+
echo " SKIP: data/scaria_variants.csv not present (Scaria et al. list unresolved)."
|
| 28 |
+
fi
|
| 29 |
+
echo "done."
|
src/features.py
ADDED
|
@@ -0,0 +1,141 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Feature engineering for the DPYD baseline classifier.
|
| 2 |
+
|
| 3 |
+
BASELINE SCOPE (by design): AF + CPIC/ClinVar categorical features ONLY.
|
| 4 |
+
No SIFT / PolyPhen / CADD / conservation — those require dbNSFP and were
|
| 5 |
+
explicitly dropped for this baseline. Any model trained on this matrix MUST be
|
| 6 |
+
labeled "baseline classifier, AF+categorical features".
|
| 7 |
+
|
| 8 |
+
Inputs:
|
| 9 |
+
data/clinvar_dpyd.tsv (ClinVar DPYD variants)
|
| 10 |
+
data/gnomad_dpyd_sas.csv (gnomAD SAS + global AF, per-variant)
|
| 11 |
+
data/cpic_dpyd_function.csv (CPIC v2024.01 functional labels — ground truth)
|
| 12 |
+
|
| 13 |
+
Outputs:
|
| 14 |
+
data/training_data.csv (labeled rows: normal/decreased/no function)
|
| 15 |
+
data/inference_set.csv (VUS/unknown rows excluded from training)
|
| 16 |
+
|
| 17 |
+
Labels (3-class): normal_function / decreased_function / no_function
|
| 18 |
+
- Primary truth: CPIC allele function table (joined on rsID).
|
| 19 |
+
- Fallback: ClinVar CLNSIG mapping for variants absent from CPIC.
|
| 20 |
+
- VUS / conflicting / unknown -> excluded from training, kept for inference.
|
| 21 |
+
"""
|
| 22 |
+
from __future__ import annotations
|
| 23 |
+
import pandas as pd
|
| 24 |
+
|
| 25 |
+
# --- ClinVar CLNSIG -> 3-class fallback (only used when CPIC has no entry) ---
|
| 26 |
+
# Conservative mapping: pathogenic loss-of-function -> no_function;
|
| 27 |
+
# we do NOT invent a decreased_function signal from ClinVar (CPIC owns that).
|
| 28 |
+
CLNSIG_MAP = {
|
| 29 |
+
"pathogenic": "no_function",
|
| 30 |
+
"likely_pathogenic": "no_function",
|
| 31 |
+
"pathogenic/likely_pathogenic": "no_function",
|
| 32 |
+
"benign": "normal_function",
|
| 33 |
+
"likely_benign": "normal_function",
|
| 34 |
+
"benign/likely_benign": "normal_function",
|
| 35 |
+
}
|
| 36 |
+
EXCLUDE_CLNSIG_SUBSTR = ("uncertain", "conflicting", "not_provided", "other", "association")
|
| 37 |
+
|
| 38 |
+
MC_CONSEQUENCES = [
|
| 39 |
+
"missense_variant", "synonymous_variant", "frameshift_variant",
|
| 40 |
+
"stop_gained", "splice_donor_variant", "splice_acceptor_variant",
|
| 41 |
+
"intron_variant", "5_prime_UTR_variant", "3_prime_UTR_variant",
|
| 42 |
+
]
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
def _norm_clnsig(s: str) -> str:
|
| 46 |
+
return (s or "").strip().lower().replace(" ", "_")
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
def _clnsig_label(clnsig: str):
|
| 50 |
+
c = _norm_clnsig(clnsig)
|
| 51 |
+
if any(x in c for x in EXCLUDE_CLNSIG_SUBSTR):
|
| 52 |
+
return None # -> inference only
|
| 53 |
+
return CLNSIG_MAP.get(c)
|
| 54 |
+
|
| 55 |
+
|
| 56 |
+
def _consequence(mc: str) -> str:
|
| 57 |
+
mc = (mc or "").lower()
|
| 58 |
+
for cq in MC_CONSEQUENCES:
|
| 59 |
+
if cq in mc:
|
| 60 |
+
return cq
|
| 61 |
+
return "other"
|
| 62 |
+
|
| 63 |
+
|
| 64 |
+
def build(clinvar="data/clinvar_dpyd.tsv",
|
| 65 |
+
gnomad="data/gnomad_dpyd_sas.csv",
|
| 66 |
+
cpic="data/cpic_dpyd_function.csv",
|
| 67 |
+
train_out="data/training_data.csv",
|
| 68 |
+
infer_out="data/inference_set.csv"):
|
| 69 |
+
cv = pd.read_csv(clinvar, sep="\t", dtype=str).fillna("")
|
| 70 |
+
gn = pd.read_csv(gnomad, dtype=str).fillna("") if _exists(gnomad) else pd.DataFrame(
|
| 71 |
+
columns=["rsid", "gnomad_global_af", "gnomad_sas_af", "in_gnomad"])
|
| 72 |
+
cp = pd.read_csv(cpic, dtype=str).fillna("")
|
| 73 |
+
|
| 74 |
+
# explode multi-allele ClinVar rows so each (pos,ref,alt) is one row
|
| 75 |
+
cv = cv.assign(alt=cv["alt"].str.split(",")).explode("alt")
|
| 76 |
+
cv["variant_id"] = "1-" + cv["pos"] + "-" + cv["ref"] + "-" + cv["alt"]
|
| 77 |
+
|
| 78 |
+
# --- join gnomAD AF on rsid (primary) then variant_id (fallback) ---
|
| 79 |
+
gn_af = gn[["rsid", "gnomad_global_af", "gnomad_sas_af", "in_gnomad"]].drop_duplicates("rsid")
|
| 80 |
+
df = cv.merge(gn_af, on="rsid", how="left")
|
| 81 |
+
|
| 82 |
+
for col in ("gnomad_global_af", "gnomad_sas_af"):
|
| 83 |
+
df[col] = pd.to_numeric(df[col], errors="coerce")
|
| 84 |
+
df["in_gnomad"] = pd.to_numeric(df["in_gnomad"], errors="coerce").fillna(0).astype(int)
|
| 85 |
+
|
| 86 |
+
# --- categorical features ---
|
| 87 |
+
df["consequence"] = df["mc"].map(_consequence)
|
| 88 |
+
df["clnsig_norm"] = df["clnsig"].map(_norm_clnsig)
|
| 89 |
+
df["is_indel"] = ((df["ref"].str.len() != 1) | (df["alt"].str.len() != 1)).astype(int)
|
| 90 |
+
# AF-derived numeric features (log10 with pseudocount; rarity is signal)
|
| 91 |
+
for col in ("gnomad_global_af", "gnomad_sas_af"):
|
| 92 |
+
df[f"log10_{col}"] = _log10_af(df[col])
|
| 93 |
+
df["sas_enriched"] = ((df["gnomad_sas_af"].fillna(0) > df["gnomad_global_af"].fillna(0))
|
| 94 |
+
& (df["gnomad_sas_af"].fillna(0) > 0)).astype(int)
|
| 95 |
+
|
| 96 |
+
# --- labels ---
|
| 97 |
+
cpic_lbl = cp[["rsid", "label_class", "cpic_function"]].drop_duplicates("rsid")
|
| 98 |
+
df = df.merge(cpic_lbl, on="rsid", how="left")
|
| 99 |
+
df["label_source"] = ""
|
| 100 |
+
df.loc[df["label_class"].notna(), "label_source"] = "CPIC"
|
| 101 |
+
|
| 102 |
+
# fallback to ClinVar where CPIC is silent
|
| 103 |
+
need = df["label_class"].isna()
|
| 104 |
+
df.loc[need, "label_class"] = df.loc[need, "clnsig"].map(_clnsig_label)
|
| 105 |
+
df.loc[need & df["label_class"].notna(), "label_source"] = "ClinVar"
|
| 106 |
+
|
| 107 |
+
valid = {"normal_function", "decreased_function", "no_function"}
|
| 108 |
+
is_train = df["label_class"].isin(valid)
|
| 109 |
+
|
| 110 |
+
feature_cols = ["chrom", "pos", "ref", "alt", "rsid", "variant_id",
|
| 111 |
+
"gnomad_global_af", "gnomad_sas_af", "log10_gnomad_global_af",
|
| 112 |
+
"log10_gnomad_sas_af", "in_gnomad", "sas_enriched",
|
| 113 |
+
"consequence", "clnsig_norm", "is_indel",
|
| 114 |
+
"label_class", "label_source", "cpic_function"]
|
| 115 |
+
feature_cols = [c for c in feature_cols if c in df.columns]
|
| 116 |
+
|
| 117 |
+
train = df[is_train][feature_cols].copy()
|
| 118 |
+
infer = df[~is_train][feature_cols].copy()
|
| 119 |
+
train.to_csv(train_out, index=False)
|
| 120 |
+
infer.to_csv(infer_out, index=False)
|
| 121 |
+
print(f"training rows: {len(train)} (by source: "
|
| 122 |
+
f"{train['label_source'].value_counts().to_dict()})")
|
| 123 |
+
print(f" class balance: {train['label_class'].value_counts().to_dict()}")
|
| 124 |
+
print(f"inference rows (VUS/unknown/no-label): {len(infer)}")
|
| 125 |
+
print(f"wrote {train_out}, {infer_out}")
|
| 126 |
+
return train, infer
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
def _log10_af(s):
|
| 130 |
+
import numpy as np
|
| 131 |
+
v = pd.to_numeric(s, errors="coerce").fillna(0.0).astype(float)
|
| 132 |
+
return (v.clip(lower=0) + 1e-7).map(lambda x: float(np.log10(x)))
|
| 133 |
+
|
| 134 |
+
|
| 135 |
+
def _exists(p):
|
| 136 |
+
import os
|
| 137 |
+
return os.path.exists(p)
|
| 138 |
+
|
| 139 |
+
|
| 140 |
+
if __name__ == "__main__":
|
| 141 |
+
build()
|
src/fetch_gnomad.py
ADDED
|
@@ -0,0 +1,116 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Fetch gnomAD v4 SAS + global allele frequencies for DPYD variants.
|
| 2 |
+
|
| 3 |
+
Strategy: the gnomAD GraphQL *region* query over the full DPYD gene span
|
| 4 |
+
(~1.3 Mb) returns HTTP 502 (gateway times out). The *per-variant* query by
|
| 5 |
+
variant_id (`{chrom}-{pos}-{ref}-{alt}`, GRCh38) is reliable, so we query the
|
| 6 |
+
union of variant_ids derived from the ClinVar DPYD pull.
|
| 7 |
+
|
| 8 |
+
This is the full-run version of the scaffolding probe; it pulls *all* ClinVar
|
| 9 |
+
DPYD variant_ids (no cap).
|
| 10 |
+
|
| 11 |
+
Run: python -m src.fetch_gnomad --clinvar data/clinvar_dpyd.tsv --out data/gnomad_dpyd_sas.csv
|
| 12 |
+
"""
|
| 13 |
+
from __future__ import annotations
|
| 14 |
+
import argparse, csv, time
|
| 15 |
+
import requests
|
| 16 |
+
|
| 17 |
+
API = "https://gnomad.broadinstitute.org/api"
|
| 18 |
+
HEADERS = {"Content-Type": "application/json", "User-Agent": "anukriti-research/1.0"}
|
| 19 |
+
|
| 20 |
+
VARIANT_QUERY = """
|
| 21 |
+
query($vid:String!){
|
| 22 |
+
variant(variantId:$vid, dataset: gnomad_r4){
|
| 23 |
+
variant_id rsid
|
| 24 |
+
genome{ af populations{ id ac an } }
|
| 25 |
+
exome{ af populations{ id ac an } }
|
| 26 |
+
}
|
| 27 |
+
}"""
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
def _pop_af(block: dict | None, pop: str) -> float | None:
|
| 31 |
+
if not block:
|
| 32 |
+
return None
|
| 33 |
+
for p in block.get("populations") or []:
|
| 34 |
+
if p["id"] == pop:
|
| 35 |
+
return (p["ac"] / p["an"]) if p.get("an") else None
|
| 36 |
+
return None
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
def query_variant(vid: str, retries: int = 3, backoff: float = 2.0):
|
| 40 |
+
"""Return the gnomAD variant dict, None (absent), or 'ERR' (unreachable)."""
|
| 41 |
+
for _ in range(retries):
|
| 42 |
+
try:
|
| 43 |
+
r = requests.post(API, json={"query": VARIANT_QUERY, "variables": {"vid": vid}},
|
| 44 |
+
headers=HEADERS, timeout=40)
|
| 45 |
+
if r.status_code == 200:
|
| 46 |
+
return r.json().get("data", {}).get("variant")
|
| 47 |
+
time.sleep(backoff)
|
| 48 |
+
except requests.RequestException:
|
| 49 |
+
time.sleep(backoff)
|
| 50 |
+
return "ERR"
|
| 51 |
+
|
| 52 |
+
|
| 53 |
+
def candidate_variant_ids(clinvar_tsv: str):
|
| 54 |
+
seen, out = set(), []
|
| 55 |
+
with open(clinvar_tsv) as f:
|
| 56 |
+
for row in csv.DictReader(f, delimiter="\t"):
|
| 57 |
+
for alt in row["alt"].split(","):
|
| 58 |
+
if not alt or len(row["ref"]) > 50 or len(alt) > 50:
|
| 59 |
+
continue
|
| 60 |
+
vid = f'1-{row["pos"]}-{row["ref"]}-{alt}'
|
| 61 |
+
if vid not in seen:
|
| 62 |
+
seen.add(vid)
|
| 63 |
+
out.append((vid, row["rsid"]))
|
| 64 |
+
return out
|
| 65 |
+
|
| 66 |
+
|
| 67 |
+
def main():
|
| 68 |
+
ap = argparse.ArgumentParser()
|
| 69 |
+
ap.add_argument("--clinvar", default="data/clinvar_dpyd.tsv")
|
| 70 |
+
ap.add_argument("--out", default="data/gnomad_dpyd_sas.csv")
|
| 71 |
+
ap.add_argument("--cap", type=int, default=0, help="0 = no cap (full pull)")
|
| 72 |
+
ap.add_argument("--sleep", type=float, default=0.15)
|
| 73 |
+
args = ap.parse_args()
|
| 74 |
+
|
| 75 |
+
cands = candidate_variant_ids(args.clinvar)
|
| 76 |
+
if args.cap:
|
| 77 |
+
cands = cands[: args.cap]
|
| 78 |
+
print(f"querying {len(cands)} gnomAD variants...")
|
| 79 |
+
|
| 80 |
+
cols = ["variant_id", "rsid", "chrom", "pos", "ref", "alt",
|
| 81 |
+
"gnomad_global_af", "gnomad_sas_af", "in_gnomad", "source_dataset"]
|
| 82 |
+
found = null = err = 0
|
| 83 |
+
with open(args.out, "w", newline="") as fh:
|
| 84 |
+
w = csv.DictWriter(fh, fieldnames=cols)
|
| 85 |
+
w.writeheader()
|
| 86 |
+
for vid, rsid in cands:
|
| 87 |
+
_, pos, ref, alt = vid.split("-", 3)
|
| 88 |
+
v = query_variant(vid)
|
| 89 |
+
if v == "ERR":
|
| 90 |
+
err += 1
|
| 91 |
+
continue
|
| 92 |
+
row = {"variant_id": vid, "rsid": rsid, "chrom": "1", "pos": pos,
|
| 93 |
+
"ref": ref, "alt": alt, "source_dataset": "gnomad_r4"}
|
| 94 |
+
if v is None:
|
| 95 |
+
null += 1
|
| 96 |
+
row.update(gnomad_global_af="", gnomad_sas_af="", in_gnomad=0)
|
| 97 |
+
else:
|
| 98 |
+
g, e = v.get("genome"), v.get("exome")
|
| 99 |
+
gaf = (g or {}).get("af")
|
| 100 |
+
if gaf is None and e:
|
| 101 |
+
gaf = e.get("af")
|
| 102 |
+
sas = _pop_af(g, "sas")
|
| 103 |
+
if sas is None:
|
| 104 |
+
sas = _pop_af(e, "sas")
|
| 105 |
+
row.update(rsid=v.get("rsid") or rsid,
|
| 106 |
+
gnomad_global_af=gaf if gaf is not None else "",
|
| 107 |
+
gnomad_sas_af=sas if sas is not None else "",
|
| 108 |
+
in_gnomad=1)
|
| 109 |
+
found += 1
|
| 110 |
+
w.writerow(row)
|
| 111 |
+
time.sleep(args.sleep)
|
| 112 |
+
print(f"done: in_gnomad={found} not_in_gnomad={null} errors={err} -> {args.out}")
|
| 113 |
+
|
| 114 |
+
|
| 115 |
+
if __name__ == "__main__":
|
| 116 |
+
main()
|
src/gcs_io.py
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Tiny GCS I/O helpers. Uses `gcloud storage` (gsutil-free).
|
| 2 |
+
|
| 3 |
+
Prefers the google-cloud-storage client if installed; otherwise shells out to
|
| 4 |
+
`gcloud storage cp`, which is available wherever gcloud is.
|
| 5 |
+
"""
|
| 6 |
+
from __future__ import annotations
|
| 7 |
+
import subprocess, os
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
def upload_file(local: str, gcs_uri: str):
|
| 11 |
+
try:
|
| 12 |
+
from google.cloud import storage # type: ignore
|
| 13 |
+
assert gcs_uri.startswith("gs://")
|
| 14 |
+
bucket, _, blob = gcs_uri[5:].partition("/")
|
| 15 |
+
storage.Client().bucket(bucket).blob(blob).upload_from_filename(local)
|
| 16 |
+
except Exception:
|
| 17 |
+
subprocess.run(["gcloud", "storage", "cp", local, gcs_uri], check=True)
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
def upload_dir(local_dir: str, gcs_prefix: str):
|
| 21 |
+
for root, _, files in os.walk(local_dir):
|
| 22 |
+
for fn in files:
|
| 23 |
+
lp = os.path.join(root, fn)
|
| 24 |
+
rel = os.path.relpath(lp, local_dir)
|
| 25 |
+
upload_file(lp, f"{gcs_prefix}/{rel}")
|
| 26 |
+
print(f" uploaded {rel} -> {gcs_prefix}/{rel}")
|
src/infer.py
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Inference + ranking for a candidate DPYD variant list (e.g. Scaria et al. 2025).
|
| 2 |
+
|
| 3 |
+
Loads the 3 fitted models, scores each candidate variant, and emits a ranked
|
| 4 |
+
table:
|
| 5 |
+
variant | rsID | gnomad_sas_af | predicted_class | confidence | model_agreement
|
| 6 |
+
|
| 7 |
+
- confidence = mean of the per-model max-class probability.
|
| 8 |
+
- model_agreement = True iff all 3 models predict the same class.
|
| 9 |
+
- Variants with no gnomAD SAS data are flagged as coverage gaps (kept, not dropped).
|
| 10 |
+
|
| 11 |
+
IMPORTANT: the Scaria et al. (2025) variant list is NOT bundled here — it was
|
| 12 |
+
not resolvable from the task spec (the ClinVar query "DPYD[gene] AND Indian
|
| 13 |
+
[title]" returns nothing meaningful, and the rsIDs were "to be resolved").
|
| 14 |
+
Provide a real list via --variants <csv with columns: rsid[,variant_id]>.
|
| 15 |
+
Until then this module is wired and tested in shape only.
|
| 16 |
+
|
| 17 |
+
Run: python -m src.infer --variants data/scaria_variants.csv --models models --out results/scaria_variant_rankings.csv
|
| 18 |
+
"""
|
| 19 |
+
from __future__ import annotations
|
| 20 |
+
import argparse, csv, os
|
| 21 |
+
import numpy as np
|
| 22 |
+
import pandas as pd
|
| 23 |
+
|
| 24 |
+
from src.features import build as build_features # reuse feature transforms
|
| 25 |
+
from src.fetch_gnomad import query_variant, _pop_af
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
def _load_models(models_dir: str):
|
| 29 |
+
import joblib
|
| 30 |
+
out = {}
|
| 31 |
+
for name in ("rf", "xgb", "lgbm"):
|
| 32 |
+
p = os.path.join(models_dir, f"{name}_model.pkl")
|
| 33 |
+
if os.path.exists(p):
|
| 34 |
+
out[name] = joblib.load(p)
|
| 35 |
+
if not out:
|
| 36 |
+
raise SystemExit(f"no models found in {models_dir} — train first")
|
| 37 |
+
return out
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
def _featurize_candidates(variants_csv: str) -> pd.DataFrame:
|
| 41 |
+
"""variants_csv must have at least 'rsid'; optional 'variant_id','gnomad_sas_af'.
|
| 42 |
+
Missing gnomAD AF is fetched live per-variant."""
|
| 43 |
+
df = pd.read_csv(variants_csv, dtype=str).fillna("")
|
| 44 |
+
rows = []
|
| 45 |
+
for _, r in df.iterrows():
|
| 46 |
+
vid = r.get("variant_id", "")
|
| 47 |
+
sas = r.get("gnomad_sas_af", "")
|
| 48 |
+
gaf = r.get("gnomad_global_af", "")
|
| 49 |
+
in_g = 1
|
| 50 |
+
if vid and (sas == "" or gaf == ""):
|
| 51 |
+
v = query_variant(vid)
|
| 52 |
+
if v in (None, "ERR"):
|
| 53 |
+
in_g = 0
|
| 54 |
+
else:
|
| 55 |
+
g, e = v.get("genome"), v.get("exome")
|
| 56 |
+
gaf = (g or {}).get("af") or (e or {}).get("af") if (g or e) else ""
|
| 57 |
+
sas = _pop_af(g, "sas")
|
| 58 |
+
if sas is None:
|
| 59 |
+
sas = _pop_af(e, "sas")
|
| 60 |
+
rows.append({
|
| 61 |
+
"rsid": r.get("rsid", ""), "variant_id": vid,
|
| 62 |
+
"gnomad_global_af": gaf, "gnomad_sas_af": sas, "in_gnomad": in_g,
|
| 63 |
+
"consequence": r.get("consequence", "other"),
|
| 64 |
+
"clnsig_norm": r.get("clnsig_norm", ""),
|
| 65 |
+
"ref": r.get("ref", ""), "alt": r.get("alt", ""),
|
| 66 |
+
})
|
| 67 |
+
out = pd.DataFrame(rows)
|
| 68 |
+
out["coverage_gap"] = ((out["gnomad_sas_af"].isna()) |
|
| 69 |
+
(out["gnomad_sas_af"].astype(str) == "") |
|
| 70 |
+
(out["in_gnomad"] == 0))
|
| 71 |
+
return out
|
| 72 |
+
|
| 73 |
+
|
| 74 |
+
def _align(X_raw: pd.DataFrame, feats: list[str]) -> pd.DataFrame:
|
| 75 |
+
import numpy as np
|
| 76 |
+
num = ["gnomad_global_af", "gnomad_sas_af", "in_gnomad"]
|
| 77 |
+
X = X_raw.copy()
|
| 78 |
+
for c in num:
|
| 79 |
+
X[c] = pd.to_numeric(X[c], errors="coerce").fillna(0.0)
|
| 80 |
+
X["log10_gnomad_global_af"] = np.log10(X["gnomad_global_af"].clip(lower=0) + 1e-7)
|
| 81 |
+
X["log10_gnomad_sas_af"] = np.log10(X["gnomad_sas_af"].clip(lower=0) + 1e-7)
|
| 82 |
+
X["sas_enriched"] = ((X["gnomad_sas_af"] > X["gnomad_global_af"]) & (X["gnomad_sas_af"] > 0)).astype(int)
|
| 83 |
+
X["is_indel"] = ((X["ref"].str.len() != 1) | (X["alt"].str.len() != 1)).astype(int)
|
| 84 |
+
X = pd.concat([X, pd.get_dummies(X[["consequence", "clnsig_norm"]].astype(str),
|
| 85 |
+
prefix=["consequence", "clnsig_norm"])], axis=1)
|
| 86 |
+
for f in feats:
|
| 87 |
+
if f not in X.columns:
|
| 88 |
+
X[f] = 0
|
| 89 |
+
return X[feats]
|
| 90 |
+
|
| 91 |
+
|
| 92 |
+
def rank(variants_csv: str, models_dir="models", out="results/scaria_variant_rankings.csv"):
|
| 93 |
+
models = _load_models(models_dir)
|
| 94 |
+
cand = _featurize_candidates(variants_csv)
|
| 95 |
+
feats = next(iter(models.values()))["features"]
|
| 96 |
+
classes = next(iter(models.values()))["classes"]
|
| 97 |
+
X = _align(cand, feats)
|
| 98 |
+
|
| 99 |
+
per_model_pred, per_model_conf = {}, {}
|
| 100 |
+
for name, bundle in models.items():
|
| 101 |
+
m = bundle["model"]
|
| 102 |
+
proba = m.predict_proba(X)
|
| 103 |
+
idx = proba.argmax(axis=1)
|
| 104 |
+
per_model_pred[name] = [classes[i] for i in idx]
|
| 105 |
+
per_model_conf[name] = proba.max(axis=1)
|
| 106 |
+
|
| 107 |
+
n = len(cand)
|
| 108 |
+
results = []
|
| 109 |
+
for i in range(n):
|
| 110 |
+
preds = {k: per_model_pred[k][i] for k in models}
|
| 111 |
+
confs = [per_model_conf[k][i] for k in models]
|
| 112 |
+
agree = len(set(preds.values())) == 1
|
| 113 |
+
# consensus = majority vote; confidence = mean max-prob
|
| 114 |
+
vote = max(set(preds.values()), key=list(preds.values()).count)
|
| 115 |
+
results.append({
|
| 116 |
+
"variant": cand.iloc[i]["variant_id"] or cand.iloc[i]["rsid"],
|
| 117 |
+
"rsID": cand.iloc[i]["rsid"],
|
| 118 |
+
"gnomad_sas_af": cand.iloc[i]["gnomad_sas_af"],
|
| 119 |
+
"predicted_class": vote,
|
| 120 |
+
"confidence": round(float(np.mean(confs)), 4),
|
| 121 |
+
"model_agreement": bool(agree),
|
| 122 |
+
"per_model": ";".join(f"{k}={v}" for k, v in preds.items()),
|
| 123 |
+
"coverage_gap": bool(cand.iloc[i]["coverage_gap"]),
|
| 124 |
+
})
|
| 125 |
+
res = pd.DataFrame(results).sort_values("confidence", ascending=False)
|
| 126 |
+
os.makedirs(os.path.dirname(out), exist_ok=True)
|
| 127 |
+
res.to_csv(out, index=False)
|
| 128 |
+
gaps = res[res["coverage_gap"]]["rsID"].tolist()
|
| 129 |
+
print(f"ranked {len(res)} variants -> {out}")
|
| 130 |
+
print(f"all-3-agree: {int(res['model_agreement'].sum())} | coverage gaps (no gnomAD SAS): {len(gaps)}")
|
| 131 |
+
if gaps:
|
| 132 |
+
print("coverage-gap rsIDs:", gaps)
|
| 133 |
+
return res
|
| 134 |
+
|
| 135 |
+
|
| 136 |
+
def main():
|
| 137 |
+
ap = argparse.ArgumentParser()
|
| 138 |
+
ap.add_argument("--variants", required=True, help="CSV with at least an 'rsid' column")
|
| 139 |
+
ap.add_argument("--models", default="models")
|
| 140 |
+
ap.add_argument("--out", default="results/scaria_variant_rankings.csv")
|
| 141 |
+
args = ap.parse_args()
|
| 142 |
+
rank(args.variants, args.models, args.out)
|
| 143 |
+
|
| 144 |
+
|
| 145 |
+
if __name__ == "__main__":
|
| 146 |
+
main()
|
src/train.py
ADDED
|
@@ -0,0 +1,165 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Train the DPYD baseline classifier — RandomForest, XGBoost, LightGBM.
|
| 2 |
+
|
| 3 |
+
BASELINE: AF + CPIC/ClinVar categorical features only (no SIFT/PolyPhen/CADD).
|
| 4 |
+
5-fold stratified CV. Reports accuracy, per-class F1, and macro one-vs-rest
|
| 5 |
+
AUC-ROC. Persists fitted models (refit on full data) + cv_metrics.json.
|
| 6 |
+
|
| 7 |
+
HONESTY GUARD: the CPIC ground-truth set for DPYD is tiny (~13 alleles). With
|
| 8 |
+
3 classes and AF+categorical features only, CV metrics on this set are
|
| 9 |
+
indicative, not validating. The guard below refuses to emit metrics silently
|
| 10 |
+
if any class has fewer than MIN_PER_CLASS examples — it prints a loud caveat
|
| 11 |
+
and (optionally) reduces n_splits. This mirrors the platform invariant:
|
| 12 |
+
"refuse honestly when evidence is thin."
|
| 13 |
+
|
| 14 |
+
Run: python -m src.train --train data/training_data.csv --outdir . --upload <bucket>
|
| 15 |
+
DO NOT run as part of scaffolding — invoked explicitly at training time.
|
| 16 |
+
"""
|
| 17 |
+
from __future__ import annotations
|
| 18 |
+
import argparse, json, sys
|
| 19 |
+
from collections import Counter
|
| 20 |
+
|
| 21 |
+
import numpy as np
|
| 22 |
+
import pandas as pd
|
| 23 |
+
|
| 24 |
+
CLASSES = ["normal_function", "decreased_function", "no_function"]
|
| 25 |
+
MIN_PER_CLASS = 5 # below this, CV is noise; we say so loudly.
|
| 26 |
+
|
| 27 |
+
NUMERIC = ["gnomad_global_af", "gnomad_sas_af", "log10_gnomad_global_af",
|
| 28 |
+
"log10_gnomad_sas_af", "in_gnomad", "sas_enriched", "is_indel"]
|
| 29 |
+
CATEGORICAL = ["consequence", "clnsig_norm"]
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
def _xy(df: pd.DataFrame):
|
| 33 |
+
df = df[df["label_class"].isin(CLASSES)].copy()
|
| 34 |
+
X_num = df[NUMERIC].apply(pd.to_numeric, errors="coerce").fillna(0.0)
|
| 35 |
+
X_cat = pd.get_dummies(df[CATEGORICAL].astype(str), prefix=CATEGORICAL)
|
| 36 |
+
X = pd.concat([X_num, X_cat], axis=1)
|
| 37 |
+
y = df["label_class"].astype("category")
|
| 38 |
+
return X, y, list(X.columns)
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
def _models():
|
| 42 |
+
from sklearn.ensemble import RandomForestClassifier
|
| 43 |
+
models = {"rf": RandomForestClassifier(n_estimators=400, random_state=42,
|
| 44 |
+
class_weight="balanced", n_jobs=-1)}
|
| 45 |
+
try:
|
| 46 |
+
from xgboost import XGBClassifier
|
| 47 |
+
models["xgb"] = XGBClassifier(n_estimators=400, max_depth=4, learning_rate=0.05,
|
| 48 |
+
subsample=0.9, colsample_bytree=0.9,
|
| 49 |
+
objective="multi:softprob", random_state=42,
|
| 50 |
+
eval_metric="mlogloss", tree_method="hist")
|
| 51 |
+
except ImportError:
|
| 52 |
+
print("WARN: xgboost not installed — skipping xgb")
|
| 53 |
+
try:
|
| 54 |
+
from lightgbm import LGBMClassifier
|
| 55 |
+
models["lgbm"] = LGBMClassifier(n_estimators=400, max_depth=-1, learning_rate=0.05,
|
| 56 |
+
subsample=0.9, colsample_bytree=0.9,
|
| 57 |
+
class_weight="balanced", random_state=42, verbose=-1)
|
| 58 |
+
except ImportError:
|
| 59 |
+
print("WARN: lightgbm not installed — skipping lgbm")
|
| 60 |
+
return models
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
def cross_validate(X, y, n_splits=5):
|
| 64 |
+
from sklearn.model_selection import StratifiedKFold
|
| 65 |
+
from sklearn.metrics import f1_score, accuracy_score, roc_auc_score
|
| 66 |
+
from sklearn.preprocessing import label_binarize
|
| 67 |
+
|
| 68 |
+
classes_present = list(y.cat.categories)
|
| 69 |
+
skf = StratifiedKFold(n_splits=n_splits, shuffle=True, random_state=42)
|
| 70 |
+
out = {}
|
| 71 |
+
for name, model in _models().items():
|
| 72 |
+
accs, f1s, aucs = [], {c: [] for c in classes_present}, []
|
| 73 |
+
for tr, te in skf.split(X, y):
|
| 74 |
+
m = _clone(model)
|
| 75 |
+
m.fit(X.iloc[tr], y.iloc[tr].cat.codes)
|
| 76 |
+
pred = m.predict(X.iloc[te])
|
| 77 |
+
ytrue = y.iloc[te].cat.codes.to_numpy()
|
| 78 |
+
accs.append(accuracy_score(ytrue, pred))
|
| 79 |
+
f1c = f1_score(ytrue, pred, average=None,
|
| 80 |
+
labels=list(range(len(classes_present))), zero_division=0)
|
| 81 |
+
for i, c in enumerate(classes_present):
|
| 82 |
+
f1s[c].append(float(f1c[i]))
|
| 83 |
+
try:
|
| 84 |
+
proba = m.predict_proba(X.iloc[te])
|
| 85 |
+
yb = label_binarize(ytrue, classes=list(range(len(classes_present))))
|
| 86 |
+
aucs.append(float(roc_auc_score(yb, proba, average="macro", multi_class="ovr")))
|
| 87 |
+
except Exception:
|
| 88 |
+
pass
|
| 89 |
+
out[name] = {
|
| 90 |
+
"accuracy_mean": float(np.mean(accs)), "accuracy_std": float(np.std(accs)),
|
| 91 |
+
"f1_per_class": {c: float(np.mean(v)) for c, v in f1s.items()},
|
| 92 |
+
"auc_roc_macro_ovr": float(np.mean(aucs)) if aucs else None,
|
| 93 |
+
"n_splits": n_splits,
|
| 94 |
+
}
|
| 95 |
+
return out, classes_present
|
| 96 |
+
|
| 97 |
+
|
| 98 |
+
def _clone(m):
|
| 99 |
+
from sklearn.base import clone
|
| 100 |
+
return clone(m)
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
def main():
|
| 104 |
+
ap = argparse.ArgumentParser()
|
| 105 |
+
ap.add_argument("--train", default="data/training_data.csv")
|
| 106 |
+
ap.add_argument("--outdir", default=".")
|
| 107 |
+
ap.add_argument("--n-splits", type=int, default=5)
|
| 108 |
+
ap.add_argument("--upload", default="", help="gs:// bucket prefix to upload to (optional)")
|
| 109 |
+
ap.add_argument("--force", action="store_true", help="train even if class counts are below the guard")
|
| 110 |
+
args = ap.parse_args()
|
| 111 |
+
|
| 112 |
+
df = pd.read_csv(args.train)
|
| 113 |
+
X, y, feats = _xy(df)
|
| 114 |
+
counts = Counter(y)
|
| 115 |
+
print(f"training rows: {len(X)} | features: {len(feats)} | class counts: {dict(counts)}")
|
| 116 |
+
|
| 117 |
+
# --- honesty guard ---
|
| 118 |
+
too_small = [c for c in CLASSES if counts.get(c, 0) < MIN_PER_CLASS]
|
| 119 |
+
n_splits = args.n_splits
|
| 120 |
+
if too_small:
|
| 121 |
+
msg = (f"\n*** EVIDENCE-THIN WARNING ***\n"
|
| 122 |
+
f"Classes below MIN_PER_CLASS={MIN_PER_CLASS}: {too_small}.\n"
|
| 123 |
+
f"5-fold CV on this set produces indicative, NOT validating, metrics.\n"
|
| 124 |
+
f"Report all numbers as 'baseline classifier, AF+categorical features, "
|
| 125 |
+
f"small-N (illustrative)'.\n")
|
| 126 |
+
print(msg)
|
| 127 |
+
n_splits = max(2, min(n_splits, min(counts.values())))
|
| 128 |
+
if not args.force:
|
| 129 |
+
print("Refusing to silently emit CV metrics. Re-run with --force to proceed "
|
| 130 |
+
"(metrics will carry the small-N caveat in cv_metrics.json).")
|
| 131 |
+
sys.exit(2)
|
| 132 |
+
|
| 133 |
+
metrics, classes_present = cross_validate(X, y, n_splits=n_splits)
|
| 134 |
+
payload = {
|
| 135 |
+
"model_label": "baseline classifier, AF+categorical features (no SIFT/PolyPhen/CADD)",
|
| 136 |
+
"feature_columns": feats,
|
| 137 |
+
"classes": classes_present,
|
| 138 |
+
"class_counts": dict(counts),
|
| 139 |
+
"evidence_caveat": ("small-N (illustrative)" if too_small else "ok"),
|
| 140 |
+
"cv": metrics,
|
| 141 |
+
}
|
| 142 |
+
import os
|
| 143 |
+
os.makedirs(f"{args.outdir}/results", exist_ok=True)
|
| 144 |
+
os.makedirs(f"{args.outdir}/models", exist_ok=True)
|
| 145 |
+
with open(f"{args.outdir}/results/cv_metrics.json", "w") as f:
|
| 146 |
+
json.dump(payload, f, indent=2)
|
| 147 |
+
print("wrote results/cv_metrics.json")
|
| 148 |
+
|
| 149 |
+
# refit on full data + persist
|
| 150 |
+
import joblib
|
| 151 |
+
for name, model in _models().items():
|
| 152 |
+
m = _clone(model)
|
| 153 |
+
m.fit(X, y.cat.codes)
|
| 154 |
+
joblib.dump({"model": m, "features": feats, "classes": classes_present},
|
| 155 |
+
f"{args.outdir}/models/{name}_model.pkl")
|
| 156 |
+
print(f"saved models/{name}_model.pkl")
|
| 157 |
+
|
| 158 |
+
if args.upload:
|
| 159 |
+
from src.gcs_io import upload_dir
|
| 160 |
+
upload_dir(f"{args.outdir}/models", f"{args.upload}/models")
|
| 161 |
+
upload_dir(f"{args.outdir}/results", f"{args.upload}/results")
|
| 162 |
+
|
| 163 |
+
|
| 164 |
+
if __name__ == "__main__":
|
| 165 |
+
main()
|
v1/models/lgbm_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:752bbf284bbf9e8d91257c0ce5a1175677524eb2a7cb3bfb06a35e1f8b39a06e
|
| 3 |
+
size 1151697
|
v1/models/rf_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:af6d6892bb221baf2776f260c86cb983fbcfba377ecc319bcf92d8940c9af57c
|
| 3 |
+
size 1443371
|
v1/models/xgb_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:84548eff770f038f9b36b492a7079fde59a6c3b8ce7682027f69b3809c4fc622
|
| 3 |
+
size 1001514
|
v1/results/cv_metrics.json
ADDED
|
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_label": "baseline classifier, AF+categorical features (no SIFT/PolyPhen/CADD)",
|
| 3 |
+
"feature_columns": [
|
| 4 |
+
"gnomad_global_af",
|
| 5 |
+
"gnomad_sas_af",
|
| 6 |
+
"log10_gnomad_global_af",
|
| 7 |
+
"log10_gnomad_sas_af",
|
| 8 |
+
"in_gnomad",
|
| 9 |
+
"sas_enriched",
|
| 10 |
+
"is_indel",
|
| 11 |
+
"consequence_frameshift_variant",
|
| 12 |
+
"consequence_intron_variant",
|
| 13 |
+
"consequence_missense_variant",
|
| 14 |
+
"consequence_other",
|
| 15 |
+
"consequence_splice_acceptor_variant",
|
| 16 |
+
"consequence_splice_donor_variant",
|
| 17 |
+
"consequence_synonymous_variant",
|
| 18 |
+
"clnsig_norm_benign",
|
| 19 |
+
"clnsig_norm_benign/likely_benign",
|
| 20 |
+
"clnsig_norm_conflicting_classifications_of_pathogenicity",
|
| 21 |
+
"clnsig_norm_drug_response",
|
| 22 |
+
"clnsig_norm_likely_benign",
|
| 23 |
+
"clnsig_norm_likely_pathogenic",
|
| 24 |
+
"clnsig_norm_pathogenic",
|
| 25 |
+
"clnsig_norm_pathogenic/likely_pathogenic",
|
| 26 |
+
"clnsig_norm_uncertain_significance"
|
| 27 |
+
],
|
| 28 |
+
"classes": [
|
| 29 |
+
"decreased_function",
|
| 30 |
+
"no_function",
|
| 31 |
+
"normal_function"
|
| 32 |
+
],
|
| 33 |
+
"class_counts": {
|
| 34 |
+
"normal_function": 119,
|
| 35 |
+
"no_function": 150,
|
| 36 |
+
"decreased_function": 4
|
| 37 |
+
},
|
| 38 |
+
"evidence_caveat": "small-N (illustrative)",
|
| 39 |
+
"cv": {
|
| 40 |
+
"rf": {
|
| 41 |
+
"accuracy_mean": 0.9744245524296675,
|
| 42 |
+
"accuracy_std": 0.011953273079181547,
|
| 43 |
+
"f1_per_class": {
|
| 44 |
+
"decreased_function": 0.0,
|
| 45 |
+
"no_function": 0.9899964899964899,
|
| 46 |
+
"normal_function": 0.9795037898818967
|
| 47 |
+
},
|
| 48 |
+
"auc_roc_macro_ovr": 0.9910424325656911,
|
| 49 |
+
"n_splits": 4
|
| 50 |
+
},
|
| 51 |
+
"xgb": {
|
| 52 |
+
"accuracy_mean": 0.9743712702472294,
|
| 53 |
+
"accuracy_std": 0.012162701272040334,
|
| 54 |
+
"f1_per_class": {
|
| 55 |
+
"decreased_function": 0.16666666666666666,
|
| 56 |
+
"no_function": 0.9837495723571672,
|
| 57 |
+
"normal_function": 0.9787763466042154
|
| 58 |
+
},
|
| 59 |
+
"auc_roc_macro_ovr": 0.9943319436741421,
|
| 60 |
+
"n_splits": 4
|
| 61 |
+
},
|
| 62 |
+
"lgbm": {
|
| 63 |
+
"accuracy_mean": 0.9560954816709293,
|
| 64 |
+
"accuracy_std": 0.01783990591854697,
|
| 65 |
+
"f1_per_class": {
|
| 66 |
+
"decreased_function": 0.0,
|
| 67 |
+
"no_function": 0.9768076989769376,
|
| 68 |
+
"normal_function": 0.9584016393442623
|
| 69 |
+
},
|
| 70 |
+
"auc_roc_macro_ovr": 0.9680579449738684,
|
| 71 |
+
"n_splits": 4
|
| 72 |
+
}
|
| 73 |
+
}
|
| 74 |
+
}
|
v1/results/scaria_variant_rankings.csv
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
variant,rsID,gnomad_sas_af,predicted_class,confidence,model_agreement,per_model,coverage_gap
|
| 2 |
+
1-97691775-C-T,c.704G>A,2.19703e-05,no_function,0.9962,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 3 |
+
1-97382396-AG-A,c.1970delC,0.0,no_function,0.9928,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 4 |
+
1-97098584-C-A,c.2671G>T,1.09823e-05,no_function,0.9429,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 5 |
+
1-97679119-A-G,c.826T>C,0.0,no_function,0.9382,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 6 |
+
1-97828166-C-T,c.181G>A,0.0,no_function,0.9357,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 7 |
+
1-97305382-T-C,c.2180-4A>G,0.0,no_function,0.9357,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 8 |
+
1-97079053-A-C,c.3001T>G,2.19616e-05,no_function,0.9277,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 9 |
+
1-97595155-G-T,c.862C>A,6.5895e-05,no_function,0.9184,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 10 |
+
1-97699450-C-A,c.581G>T,0.0,no_function,0.9115,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 11 |
+
1-97699555-G-A,c.484-8C>T,0.0,no_function,0.8928,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 12 |
+
1-97573885-G-A,c.1214C>T,0.000164705,no_function,0.8672,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 13 |
+
1-97740426-T-A,c.287A>T,0.000153731,no_function,0.8657,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 14 |
+
1-97082462-T-C,c.2775A>G,0.000175681,no_function,0.8645,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 15 |
+
1-97593288-C-T,c.1058G>A,0.000197611,no_function,0.8592,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 16 |
+
1-97883319-G-A,c.95C>T,0.000186719,no_function,0.8393,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 17 |
+
1-97373592-C-T,c.2027G>A,0.000263568,no_function,0.8352,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 18 |
+
1-97193092-G-A,c.2599C>T,2.19578e-05,no_function,0.8278,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 19 |
+
1-97721503-T-C,c.483+7A>G,0.0,no_function,0.8151,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 20 |
+
1-97306269-C-T,c.2087G>A,4.39213e-05,no_function,0.8073,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 21 |
+
1-97883328-C-T,c.86G>A,0.000505239,no_function,0.8066,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 22 |
+
1-97079149-G-A,c.2908-3C>T,0.00104318,no_function,0.7929,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 23 |
+
1-97573870-C-T,c.1229G>A,0.00083456,no_function,0.7911,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 24 |
+
1-97193124-G-A,c.2567C>T,0.000922205,no_function,0.7865,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 25 |
+
1-97515815-C-T,c.1651G>A,0.00068087,no_function,0.7837,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 26 |
+
1-97699435-C-T,c.596G>A,4.39165e-05,no_function,0.7797,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
v1/training_data.csv
ADDED
|
@@ -0,0 +1,274 @@
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|
|
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|
|
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|
|
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|
|
|
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|
|
|
|
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|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
chrom,pos,ref,alt,rsid,variant_id,gnomad_global_af,gnomad_sas_af,log10_gnomad_global_af,log10_gnomad_sas_af,in_gnomad,sas_enriched,consequence,clnsig_norm,is_indel,label_class,label_source,cpic_function
|
| 2 |
+
1,97079060,A,G,rs1465795668,1-97079060-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 3 |
+
1,97079078,A,G,rs2524010261,1-97079078-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 4 |
+
1,97079133,T,A,rs72547602,1-97079133-T-A,,,-7.0,-7.0,0,0,missense_variant,pathogenic,0,no_function,ClinVar,
|
| 5 |
+
1,97079204,C,G,rs17116357,1-97079204-C-G,0.1427697690324617,0.1016209476309226,-0.8453634388741365,-0.9930163321773123,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 6 |
+
1,97079215,T,C,rs290855,1-97079215-T-C,0.8023119714883152,0.8923683119037744,-0.09565667340722225,-0.049455811291255036,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 7 |
+
1,97079354,T,C,rs76665493,1-97079354-T-C,0.0040596999237985,0.0002075550020755,-2.3914953689182132,-3.682657602971522,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 8 |
+
1,97082275,G,A,rs290854,1-97082275-G-A,0.9999737267317368,1.0,-1.1367054737244114e-05,4.3429446044209946e-08,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 9 |
+
1,97082329,C,G,rs2101557799,1-97082329-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 10 |
+
1,97082391,T,A,rs67376798,1-97082391-T-A,0.0032778055124937,0.000621632822213,-2.4844035693726045,-3.20639620496621,1,0,missense_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 11 |
+
1,97082394,A,G,rs372307932,1-97082394-A-G,4.789835694950418e-06,0.0,-5.310705733509347,-7.0,1,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 12 |
+
1,97082400,GC,G,rs2524026293,1-97082400-GC-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 13 |
+
1,97082404,C,CA,rs2524026345,1-97082404-C-CA,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 14 |
+
1,97082435,T,A,,1-97082435-T-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 15 |
+
1,97082449,G,A,rs2101558812,1-97082449-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 16 |
+
1,97082471,C,T,rs377221676,1-97082471-C-T,6.575140708011152e-06,0.0,-5.175539575196536,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 17 |
+
1,97082803,C,T,rs2171826,1-97082803-C-T,0.1430262379167488,0.1014943960149439,-0.8445839810057932,-0.9935575086389534,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 18 |
+
1,97098470,T,C,rs375268978,1-97098470-T-C,0.0004924491135915,0.0,-3.307550458164722,-7.0,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 19 |
+
1,97098488,C,T,rs1355754530,1-97098488-C-T,1.3164996906225726e-05,0.0,-4.877292846971456,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 20 |
+
1,97098500,GA,G,rs1057516894,1-97098500-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 21 |
+
1,97098506,GC,G,rs1057517230,1-97098506-GC-G,6.846173331416405e-07,0.0,-6.105342102012473,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 22 |
+
1,97098508,CT,C,rs778614771,1-97098508-CT-C,1.3151837969356215e-05,0.0004163197335553,-4.87772388289004,-3.380468698058938,1,1,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 23 |
+
1,97098521,AAC,A,rs1650431372,1-97098521-AAC-A,6.845339145482624e-07,0.0,-6.105388277592908,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 24 |
+
1,97098533,T,A,rs1553212596,1-97098533-T-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 25 |
+
1,97098550,A,G,rs2524093994,1-97098550-A-G,6.844636337626746e-07,0.0,-6.105427184673952,-7.0,1,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 26 |
+
1,97098575,T,A,rs1057516873,1-97098575-T-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 27 |
+
1,97098581,C,A,rs2524094119,1-97098581-C-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 28 |
+
1,97098582,T,C,,1-97098582-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 29 |
+
1,97098602,G,A,rs771839581,1-97098602-G-A,1.3155990580310744e-05,0.0,-4.877587813197691,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 30 |
+
1,97098605,C,A,rs2524094344,1-97098605-C-A,,,-7.0,-7.0,0,0,other,pathogenic,0,no_function,ClinVar,
|
| 31 |
+
1,97098609,A,G,rs773002572,1-97098609-A-G,1.3150281416022304e-05,0.0002076411960132,-4.877774897868476,-3.6824773723761233,1,1,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 32 |
+
1,97098640,G,A,rs1570451084,1-97098640-G-A,6.847551589453675e-07,0.0,-6.105265820586007,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 33 |
+
1,97192839,C,T,rs4950023,1-97192839-C-T,0.648672473225798,0.8157676348547718,-0.18797446425337414,-0.0884334758412319,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 34 |
+
1,97193068,C,T,rs1057517095,1-97193068-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 35 |
+
1,97193101,G,GT,rs1057517327,1-97193101-G-GT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 36 |
+
1,97193105,C,T,rs903875506,1-97193105-C-T,1.231419251734933e-05,0.0,-4.90608152392773,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 37 |
+
1,97193111,CT,C,rs746991079,1-97193111-CT-C,5.25520593838271e-05,0.0,-4.278584637554638,-7.0,1,0,frameshift_variant,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 38 |
+
1,97193137,G,A,rs1057517271,1-97193137-G-A,6.841227425659802e-07,0.0,-6.105615949755963,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 39 |
+
1,97193138,T,C,,1-97193138-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 40 |
+
1,97193141,A,G,rs777542103,1-97193141-A-G,1.314043179458877e-05,0.0,-4.87809785153156,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 41 |
+
1,97193142,TC,T,rs2524554561,1-97193142-TC-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 42 |
+
1,97193201,G,T,rs1337420489,1-97193201-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 43 |
+
1,97234569,C,T,rs11808108,1-97234569-C-T,0.0212810704943675,0.0004144218814753,-1.6720044889115306,-3.3824525392918607,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 44 |
+
1,97234689,T,C,rs17432999,1-97234689-T-C,0.0386853165221959,0.0440016604400166,-1.4124527227738768,-1.3565299477390278,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 45 |
+
1,97234773,A,AT,rs544905665,1-97234773-A-AT,0.0085675211841681,0.0012820512820512,-2.0671397440042187,-2.8920607290419746,1,0,intron_variant,likely_benign,1,normal_function,ClinVar,
|
| 46 |
+
1,97234851,C,A,,1-97234851-C-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 47 |
+
1,97234851,C,G,rs1252510761,1-97234851-C-G,6.575918984678109e-06,0.0,-5.17548894232244,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 48 |
+
1,97234854,G,A,rs2524774440,1-97234854-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 49 |
+
1,97234873,A,G,rs55725052,1-97234873-A-G,4.5955882352941176e-05,0.0,-4.336714892931369,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 50 |
+
1,97234954,GGA,G,rs1162905063,1-97234954-GGA-G,6.572547782422378e-06,0.0,-5.175708307526507,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 51 |
+
1,97234956,AGGT,GC,rs1057516510,1-97234956-AGGT-GC,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 52 |
+
1,97234995,C,G,,1-97234995-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 53 |
+
1,97235033,C,T,rs12137711,1-97235033-C-T,0.0946666666666666,0.2196435971819312,-1.0238024559110908,-0.6582812545811391,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 54 |
+
1,97305252,C,T,rs369672458,1-97305252-C-T,6.583798588433583e-06,0.0,-5.174976645740021,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 55 |
+
1,97305258,C,T,rs2101035489,1-97305258-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 56 |
+
1,97305271,C,CT,rs1057516828,1-97305271-C-CT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 57 |
+
1,97305275,T,C,,1-97305275-T-C,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 58 |
+
1,97305275,T,G,rs772853110,1-97305275-T-G,6.584665630679274e-06,0.0,-5.174920311421099,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 59 |
+
1,97305283,G,A,rs759372918,1-97305283-G-A,5.271481286241434e-05,0.0,-4.277244254697665,-7.0,1,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 60 |
+
1,97305335,C,G,rs1397691452,1-97305335-C-G,6.582758439096319e-06,0.0,-5.175044236985472,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 61 |
+
1,97305348,GT,G,rs1558014211,1-97305348-GT-G,8.901341637600363e-06,0.0,-5.045692754740495,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 62 |
+
1,97305351,T,TTGGTG,,1-97305351-T-TTGGTG,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 63 |
+
1,97305364,C,T,rs1801160,1-97305364-C-T,0.0400763358778625,0.0930087390761548,-1.3971109085830247,-1.0314757763967597,1,1,missense_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 64 |
+
1,97305381,A,G,rs74104343,1-97305381-A-G,0.0014666228214403,0.0,-2.833651950568841,-7.0,1,0,intron_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 65 |
+
1,97306173,T,C,rs746718279,1-97306173-T-C,6.5799863136284674e-06,0.0,-5.175224427333095,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 66 |
+
1,97306175,ACCTT,A,rs1553251903,1-97306175-ACCTT-A,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 67 |
+
1,97306176,C,T,,1-97306176-C-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 68 |
+
1,97306177,CT,C,rs1553251907,1-97306177-CT-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 69 |
+
1,97306209,TC,T,rs2525218019,1-97306209-TC-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 70 |
+
1,97306210,CA,C,rs1165702486,1-97306210-CA-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 71 |
+
1,97306220,TG,T,rs1064796552,1-97306220-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 72 |
+
1,97306241,A,T,rs753891721,1-97306241-A-T,6.579553379916571e-06,0.0,-5.1752525751175975,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 73 |
+
1,97306265,C,T,rs753296078,1-97306265-C-T,6.5818918990074505e-06,0.0,-5.175100554744628,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 74 |
+
1,97306291,C,A,rs1667161380,1-97306291-C-A,3.4242541289656286e-06,0.0,-5.452932782771859,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 75 |
+
1,97306298,C,A,rs2525218826,1-97306298-C-A,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 76 |
+
1,97306299,T,C,rs2525218835,1-97306299-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 77 |
+
1,97306391,C,A,rs7556439,1-97306391-C-A,0.2420123798235216,0.318954790543343,-0.6161622382396346,-0.49627073441427594,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 78 |
+
1,97373297,G,A,rs74105115,1-97373297-G-A,0.0171731903767064,0.0002072968490878,-1.7651464866945394,-3.683197845990258,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 79 |
+
1,97373298,C,T,rs55652347,1-97373298-C-T,0.105492715353591,0.2627752388865808,-0.9767771172244941,-0.5804153951549818,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 80 |
+
1,97373331,T,C,rs11582179,1-97373331-T-C,0.1949429787681312,0.1883547451305429,-0.7100921793329724,-0.7250232037782348,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 81 |
+
1,97373404,C,T,rs115139529,1-97373404-C-T,0.0068892595851995,0.0,-2.161821146966191,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 82 |
+
1,97373416,A,G,rs1879374,1-97373416-A-G,0.0732010088537424,0.0888566694283347,-1.13548234017912,-1.0513094804824106,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 83 |
+
1,97373460,A,G,rs1890138,1-97373460-A-G,0.2630921545682843,0.4262873754152824,-0.5798919373486136,-0.3702974270008529,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 84 |
+
1,97373560,C,G,rs769167857,1-97373560-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 85 |
+
1,97373560,CCTGCCCACAGGCCAGG,C,rs773499329,1-97373560-CCTGCCCACAGGCCAGG-C,3.2833821462812414e-05,0.0010360547036883,-4.482357873177534,-2.9845753971562154,1,1,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 86 |
+
1,97373579,C,CA,rs1057517396,1-97373579-C-CA,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 87 |
+
1,97373615,AT,A,rs1057517055,1-97373615-AT-A,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 88 |
+
1,97373635,CTCCAGAA,C,rs1440380546,1-97373635-CTCCAGAA-C,4.105657733211624e-06,0.0,-5.376166074166554,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 89 |
+
1,97373857,C,G,rs6699630,1-97373857-C-G,0.5052336374767943,0.6803995006242197,-0.29650765670975243,-0.16723594997826416,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 90 |
+
1,97382318,T,C,rs72728438,1-97382318-T-C,0.1919090275311419,0.3750519750519751,-0.716904368974072,-0.42590842737211176,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 91 |
+
1,97382396,AG,A,rs1057516710,1-97382396-AG-A,6.95618300326245e-07,0.0,-6.099295236056275,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 92 |
+
1,97382432,G,T,rs1570632355,1-97382432-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 93 |
+
1,97382461,T,G,rs55971861,1-97382461-T-G,0.0004734599400284,0.0,-3.3246250431104314,-7.0,1,0,missense_variant,uncertain_significance,0,no_function,CPIC,No function
|
| 94 |
+
1,97382485,T,G,rs12078940,1-97382485-T-G,0.0172980146372869,0.0002072109407376,-1.7620012290817646,-3.683377777613875,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 95 |
+
1,97382584,G,T,rs56279424,1-97382584-G-T,0.1921184857811801,0.3736013261500207,-0.7164306189396455,-0.42759147460494695,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 96 |
+
1,97450056,T,TA,rs760156122,1-97450056-T-TA,2.7368317341113238e-06,0.0,-5.547166423497123,-7.0,1,0,splice_donor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 97 |
+
1,97450058,C,G,rs3918290,1-97450058-C-G,6.84219169084241e-07,0.0,-6.105562546216172,-7.0,1,0,splice_donor_variant,pathogenic/likely_pathogenic,0,no_function,CPIC,No function
|
| 98 |
+
1,97450058,C,T,rs3918290,1-97450058-C-T,6.84219169084241e-07,0.0,-6.105562546216172,-7.0,1,0,splice_donor_variant,drug_response,0,no_function,CPIC,No function
|
| 99 |
+
1,97450067,GA,G,rs2523871765,1-97450067-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 100 |
+
1,97450101,C,T,rs1057516388,1-97450101-C-T,6.572634180326792e-06,0.0,-5.175702684203686,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 101 |
+
1,97450107,T,G,,1-97450107-T-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 102 |
+
1,97450133,C,A,rs1057516671,1-97450133-C-A,2.052421583812688e-06,0.0,-5.667072661634022,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 103 |
+
1,97450142,GAA,G,,1-97450142-GAA-G,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 104 |
+
1,97450183,GT,G,rs2523873242,1-97450183-GT-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 105 |
+
1,97450193,T,TGA,,1-97450193-T-TGA,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 106 |
+
1,97450199,TG,T,rs1346124437,1-97450199-TG-T,6.571770303484353e-06,0.0,-5.175758914055936,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 107 |
+
1,97515585,A,AT,rs56080540,1-97515585-A-AT,0.0834352681213747,0.1020323517212774,-1.0786498135839622,-0.9912616776303826,1,1,intron_variant,benign,1,normal_function,ClinVar,
|
| 108 |
+
1,97515643,T,TA,rs145228578,1-97515643-T-TA,0.0444254198221929,0.0037359900373599,-1.3523674818211604,-2.4275826660989597,1,0,intron_variant,benign,1,normal_function,ClinVar,
|
| 109 |
+
1,97515686,T,C,rs2811178,1-97515686-T-C,0.6179369597301286,0.626503525508088,-0.20905575792726389,-0.20307641144780275,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 110 |
+
1,97515687,G,A,rs2786783,1-97515687-G-A,0.1759475161048097,0.095585172844648,-0.754616612997816,-1.0196090158305862,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 111 |
+
1,97515738,GA,G,rs764584080,1-97515738-GA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 112 |
+
1,97515751,A,AG,rs1290522460,1-97515751-A-AG,1.3693021625389052e-06,0.0,-5.832888882202347,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 113 |
+
1,97515763,C,T,rs2101975422,1-97515763-C-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 114 |
+
1,97515765,T,A,rs148372305,1-97515765-T-A,0.0005325303739546,0.0,-3.2735740709711574,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 115 |
+
1,97515783,T,G,rs1648178154,1-97515783-T-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 116 |
+
1,97515785,G,A,rs1057516968,1-97515785-G-A,3.291335887409982e-05,0.0,-4.481310287051809,-7.0,1,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 117 |
+
1,97515787,A,C,rs55886062,1-97515787-A-C,0.0003878262012752,0.0,-3.41125088633202,-7.0,1,0,missense_variant,drug_response,0,no_function,CPIC,No function
|
| 118 |
+
1,97515794,AT,A,rs1057517018,1-97515794-AT-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 119 |
+
1,97515795,T,C,rs780421257,1-97515795-T-C,1.0952422675895907e-05,1.1596085161649427e-05,-4.956542514788901,-4.931959478185482,1,1,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 120 |
+
1,97515816,G,A,rs149101842,1-97515816-G-A,6.578947368421053e-06,0.0,-5.175291978858124,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 121 |
+
1,97515839,T,C,rs1801159,1-97515839-T-C,0.1861216805129488,0.0963530874430169,-0.7302028014898881,-1.0161339139507528,1,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 122 |
+
1,97515849,T,C,rs762029458,1-97515849-T-C,6.160847404024266e-06,0.0,-5.203366881169018,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 123 |
+
1,97515855,CATTTCTACACT,C,rs2524206318,1-97515855-CATTTCTACACT-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 124 |
+
1,97515864,A,G,rs1257539978,1-97515864-A-G,4.107254095274604e-06,0.0,-5.376001258165263,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 125 |
+
1,97515865,C,T,rs1801158,1-97515865-C-T,0.013718629978429,0.0072583990045624,-1.8626860919011394,-2.1391531783952575,1,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 126 |
+
1,97515891,G,C,rs752329473,1-97515891-G-C,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 127 |
+
1,97515892,TAAAAGA,GT,rs2524206768,1-97515892-TAAAAGA-GT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 128 |
+
1,97515912,C,T,rs369465750,1-97515912-C-T,3.287700056548441e-05,0.0,-4.481788848300296,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 129 |
+
1,97515942,C,G,rs766535034,1-97515942-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 130 |
+
1,97515943,T,C,rs2524207205,1-97515943-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 131 |
+
1,97515952,C,T,rs55699321,1-97515952-C-T,0.0010258568535129,0.0008295313148071,-2.9888709030402585,-3.0811148636690926,1,0,intron_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 132 |
+
1,97516031,C,T,rs6657204,1-97516031-C-T,0.0237109596445663,0.0002088554720133,-1.6250490370169752,-3.6799462513015757,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 133 |
+
1,97516066,G,GA,rs141050810,1-97516066-G-GA,0.0437822606130833,0.0008309098462816,-1.3587008262857296,-3.0803938304151277,1,0,intron_variant,benign,1,normal_function,ClinVar,
|
| 134 |
+
1,97516150,C,T,rs1337752,1-97516150-C-T,0.6168672792712028,0.6232876712328768,-0.20980819519140767,-0.2053113937853333,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 135 |
+
1,97549384,C,A,rs2786525,1-97549384-C-A,0.0251058124556376,0.0006231823847112,-1.600223989894209,-3.205315147022373,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 136 |
+
1,97549544,G,T,rs199469537,1-97549544-G-T,0.0004925590742516,0.0,-3.3074535135621588,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 137 |
+
1,97549559,C,T,rs1057517126,1-97549559-C-T,6.842360231107559e-07,1.1593396401409756e-05,-6.105553212687552,-4.9320593276616025,1,1,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 138 |
+
1,97549565,C,T,rs138391898,1-97549565-C-T,6.1581157807875e-06,3.478018920422927e-05,-5.203556406275799,-4.457421167944463,1,1,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 139 |
+
1,97549565,CG,C,rs1057516615,1-97549565-CG-C,,,-7.0,-7.0,0,0,other,likely_pathogenic,1,no_function,ClinVar,
|
| 140 |
+
1,97549582,C,T,rs1214305633,1-97549582-C-T,1.1631630371418483e-05,0.0,-4.930641628795999,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 141 |
+
1,97549590,T,C,rs116364703,1-97549590-T-C,3.285928340474751e-05,0.0,-4.482022239230597,-7.0,1,0,synonymous_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 142 |
+
1,97549592,G,A,rs1382838576,1-97549592-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 143 |
+
1,97549609,G,A,rs72549304,1-97549609-G-A,4.602659021869206e-05,0.0002072968490878,-4.3360486482302125,-3.683197845990258,1,1,missense_variant,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 144 |
+
1,97549640,C,T,rs1221109314,1-97549640-C-T,6.573584707212537e-06,0.0,-5.175640822700356,-7.0,1,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 145 |
+
1,97549647,A,G,,1-97549647-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 146 |
+
1,97549676,G,A,rs2524373926,1-97549676-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 147 |
+
1,97549695,TTCTGGGAGACCCCA,T,rs757940841,1-97549695-TTCTGGGAGACCCCA-T,1.3140086461768918e-05,0.0004137360364087,-4.878109178812744,-3.3831716941149064,1,1,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 148 |
+
1,97549697,CT,C,rs1437370264,1-97549697-CT-C,1.3145095564844756e-05,0.0,-4.877944903872223,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 149 |
+
1,97549701,G,A,rs2524374167,1-97549701-G-A,1.368445828703425e-06,0.0,-5.833142070066697,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 150 |
+
1,97549704,A,AC,rs779948148,1-97549704-A-AC,4.789639052800981e-06,0.0,-5.310723198782815,-7.0,1,0,frameshift_variant,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 151 |
+
1,97549713,G,A,rs57918000,1-97549713-G-A,0.0071586192402669,0.0,-2.14516466996013,-7.0,1,0,synonymous_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 152 |
+
1,97549723,A,ATAGGGCTC,rs2524374326,1-97549723-A-ATAGGGCTC,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 153 |
+
1,97549745,C,T,rs1435774234,1-97549745-C-T,6.845948362380692e-07,0.0,-6.105354554479096,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 154 |
+
1,97549746,T,C,rs1057516713,1-97549746-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 155 |
+
1,97549746,T,G,rs1057516713,1-97549746-T-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 156 |
+
1,97549850,A,T,rs61789183,1-97549850-A-T,0.0862721147405335,0.048053024026512,-1.0641290528112402,-1.3182783727535599,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 157 |
+
1,97549925,G,T,rs2811162,1-97549925-G-T,0.0250726027937292,0.0006229235880398,-1.6007988473288681,-3.2054955103848166,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 158 |
+
1,97573759,C,A,rs1057516357,1-97573759-C-A,2.0530592636087037e-06,0.0,-5.666944015924765,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 159 |
+
1,97573782,AC,A,rs1057516761,1-97573782-AC-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 160 |
+
1,97573787,AG,A,rs1057517189,1-97573787-AG-A,7.52704947871761e-06,0.0,-5.117643436217248,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 161 |
+
1,97573788,G,A,rs780469489,1-97573788-G-A,1.3154779131258386e-05,0.0,-4.877627504662302,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 162 |
+
1,97573796,TG,T,rs2523608314,1-97573796-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 163 |
+
1,97573806,G,A,rs770549765,1-97573806-G-A,1.3159106759833142e-05,0.0,-4.877485732518139,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 164 |
+
1,97573819,A,G,rs200693895,1-97573819-A-G,5.9183270862102976e-05,0.0004144218814753,-4.227067842846302,-3.3824525392918607,1,1,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 165 |
+
1,97573821,C,A,rs764666241,1-97573821-C-A,2.6308173949646157e-05,0.0,-4.578261627986945,-7.0,1,0,missense_variant,likely_benign,0,normal_function,ClinVar,
|
| 166 |
+
1,97573856,C,A,rs755031341,1-97573856-C-A,6.842238506749869e-07,0.0,-6.105559953595335,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 167 |
+
1,97573863,C,T,rs56038477,1-97573863-C-T,0.0130954727643077,0.0161490683229813,-1.8828755019780845,-1.791849838784299,1,1,synonymous_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 168 |
+
1,97573919,G,T,,1-97573919-G-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 169 |
+
1,97573920,TG,T,rs1553197926,1-97573920-TG-T,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 170 |
+
1,97573932,T,C,rs753482702,1-97573932-T-C,1.7107047693080405e-05,0.0,-4.7642936375511304,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 171 |
+
1,97573942,TCA,T,rs769925158,1-97573942-TCA-T,6.572374993427625e-06,0.0,-5.1757195539470695,-7.0,1,0,other,likely_pathogenic,1,no_function,ClinVar,
|
| 172 |
+
1,97573943,C,A,rs78060119,1-97573943-C-A,6.572461386789352e-06,0.0,-5.1757139307743,-7.0,1,0,other,drug_response,0,no_function,CPIC,No function
|
| 173 |
+
1,97573959,A,G,rs150759598,1-97573959-A-G,0.0001708525542456,0.0,-3.7671244059145796,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 174 |
+
1,97593057,C,T,rs74105265,1-97593057-C-T,0.0038358467763123,0.0,-2.4161274272871487,-7.0,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 175 |
+
1,97593217,C,G,,1-97593217-C-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 176 |
+
1,97593221,C,T,,1-97593221-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 177 |
+
1,97593224,AG,A,rs1553201443,1-97593224-AG-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 178 |
+
1,97593235,TTA,T,rs749571474,1-97593235-TTA-T,2.0521913299020696e-06,0.0,-5.667119122491209,-7.0,1,0,frameshift_variant,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 179 |
+
1,97593274,G,A,rs779557503,1-97593274-G-A,6.575140708011152e-06,0.0002075550020755,-5.175539575196536,-3.682657602971522,1,1,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 180 |
+
1,97593303,GCA,G,rs1553201476,1-97593303-GCA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 181 |
+
1,97593310,C,CA,rs1654652414,1-97593310-C-CA,,,-7.0,-7.0,0,0,other,likely_pathogenic,1,no_function,ClinVar,
|
| 182 |
+
1,97593326,A,C,rs774390439,1-97593326-A-C,1.3142331449599158e-05,0.0,-4.8780355461231455,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 183 |
+
1,97593352,G,GT,rs2523745739,1-97593352-G-GT,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 184 |
+
1,97593380,G,A,rs768834079,1-97593380-G-A,5.917937927406628e-05,0.0002072109407376,-4.227096352587082,-3.683377777613875,1,1,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 185 |
+
1,97593380,G,T,rs768834079,1-97593380-G-T,5.917937927406628e-05,0.0002072109407376,-4.227096352587082,-3.683377777613875,1,1,other,likely_pathogenic,0,no_function,ClinVar,
|
| 186 |
+
1,97593389,T,C,rs577302209,1-97593389-T-C,6.575486586007364e-06,0.0,-5.17551707244788,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 187 |
+
1,97594913,C,CT,rs1397160848,1-97594913-C-CT,0.000771116190686,0.0006558810668998,-3.1128238615588324,-3.1831086951664154,1,0,intron_variant,likely_benign,1,normal_function,ClinVar,
|
| 188 |
+
1,97594925,A,C,rs2811202,1-97594925-A-C,0.1383956562921063,0.0708061002178649,-0.8588772266941276,-1.1499287112013825,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 189 |
+
1,97595057,A,G,rs1654782224,1-97595057-A-G,6.870151390656044e-07,0.0,-6.104016913448539,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 190 |
+
1,97595106,TA,T,rs1057516711,1-97595106-TA-T,6.842294686684484e-07,0.0,-6.105556842423929,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 191 |
+
1,97595122,G,A,rs2102259303,1-97595122-G-A,8.210809804801681e-06,0.0,-5.080356656526151,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 192 |
+
1,97595138,G,A,rs2523757968,1-97595138-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 193 |
+
1,97595167,C,G,rs1057516696,1-97595167-C-G,6.847664124813743e-07,0.0,-6.105259592766424,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 194 |
+
1,97595197,G,A,rs2786491,1-97595197-G-A,0.0160232396124978,0.0002073828287017,-1.7952469624013374,-3.683017839716601,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 195 |
+
1,97595421,T,C,rs3790386,1-97595421-T-C,0.0844570150628165,0.0664871582435791,-1.0733637575511543,-1.177261575820383,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 196 |
+
1,97679054,A,G,rs112550271,1-97679054-A-G,0.0144184030058593,0.0004142502071251,-1.841079827691737,-3.382632439725396,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 197 |
+
1,97679132,CA,C,rs1660305188,1-97679132-CA-C,6.965534535120225e-07,0.0,-6.098785075121639,-7.0,1,0,other,pathogenic,1,no_function,ClinVar,
|
| 198 |
+
1,97679138,G,A,,1-97679138-G-A,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 199 |
+
1,97679174,G,A,rs754745863,1-97679174-G-A,5.921598041924914e-05,0.000414937759336,-4.226828286856179,-3.3819123902149366,1,1,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 200 |
+
1,97679174,G,T,rs754745863,1-97679174-G-T,5.921598041924914e-05,0.000414937759336,-4.226828286856179,-3.3819123902149366,1,1,other,likely_pathogenic,0,no_function,ClinVar,
|
| 201 |
+
1,97679183,C,T,rs2524268975,1-97679183-C-T,3.671363074311326e-06,0.0,-5.423501655454471,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 202 |
+
1,97679184,T,C,rs1300669537,1-97679184-T-C,1.3142158730993151e-05,0.0,-4.878041210626181,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 203 |
+
1,97679300,T,C,rs3790387,1-97679300-T-C,0.0967674085369861,0.0833678971381169,-1.0142704405409984,-1.079000632019966,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 204 |
+
1,97691715,A,G,rs1057517065,1-97691715-A-G,6.845301658753498e-07,0.0,-6.105390352750935,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 205 |
+
1,97691775,C,T,rs755416212,1-97691775-C-T,1.026383530786716e-05,2.3191094619666047e-05,-4.98447949702284,-4.632810100297024,1,1,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 206 |
+
1,97691776,G,A,rs1801266,1-97691776-G-A,3.950591271827017e-05,0.0,-4.402239973942371,-7.0,1,0,missense_variant,drug_response,0,decreased_function,CPIC,Decreased function
|
| 207 |
+
1,97691782,G,A,rs2524347160,1-97691782-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 208 |
+
1,97691806,G,A,rs74774246,1-97691806-G-A,0.0122608638485306,0.0004145936981757,-1.9114753880847557,-3.38227256427021,1,0,intron_variant,benign/likely_benign,0,normal_function,ClinVar,
|
| 209 |
+
1,97692035,C,T,rs2786511,1-97692035-C-T,0.9973069546254696,1.0,-0.0011711088910513834,4.3429446044209946e-08,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 210 |
+
1,97699212,C,T,rs6668296,1-97699212-C-T,0.13290381173002,0.0934773577066888,-0.8764622363803583,-1.0292931075653304,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 211 |
+
1,97699350,C,A,rs867460475,1-97699350-C-A,6.845348517229057e-07,0.0,-6.1053877588014,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 212 |
+
1,97699350,C,T,rs867460475,1-97699350-C-T,6.845348517229057e-07,0.0,-6.1053877588014,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 213 |
+
1,97699370,C,A,rs146170505,1-97699370-C-A,6.575486586007364e-06,0.0,-5.17551707244788,-7.0,1,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 214 |
+
1,97699373,G,A,rs1220608789,1-97699373-G-A,6.842819077232162e-07,1.1594202898550725e-05,-6.105527803435148,-4.93202937527071,1,1,other,likely_pathogenic,0,no_function,ClinVar,
|
| 215 |
+
1,97699409,G,A,rs1411354209,1-97699409-G-A,4.1053374861102745e-06,3.478180216110931e-05,-5.376199145532166,-4.457401085425057,1,1,other,likely_pathogenic,0,no_function,ClinVar,
|
| 216 |
+
1,97699413,CA,C,rs2524392157,1-97699413-CA-C,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 217 |
+
1,97699425,A,G,,1-97699425-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 218 |
+
1,97699430,T,G,rs72549308,1-97699430-T-G,6.576956973547479e-06,0.0,-5.175421422360364,-7.0,1,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 219 |
+
1,97699440,A,G,rs758927521,1-97699440-A-G,4.1052869253453576e-06,0.0,-5.376204367085318,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 220 |
+
1,97699440,A,T,rs758927521,1-97699440-A-T,4.1052869253453576e-06,0.0,-5.376204367085318,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 221 |
+
1,97699455,AAG,A,rs2524392830,1-97699455-AAG-A,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 222 |
+
1,97699461,A,G,rs149843476,1-97699461-A-G,7.231228388487884e-05,0.0,-4.140187754646791,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 223 |
+
1,97699486,A,AT,rs754785410,1-97699486-A-AT,6.579380222383052e-06,0.0,-5.175263833705079,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 224 |
+
1,97699506,C,T,rs6670886,1-97699506-C-T,0.0006509218104831,0.0,-3.186404461487433,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 225 |
+
1,97699507,GA,G,rs1057516997,1-97699507-GA-G,6.843062571595542e-07,0.0,-6.105514320194517,-7.0,1,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 226 |
+
1,97699523,G,A,rs2100972370,1-97699523-G-A,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 227 |
+
1,97699535,T,C,rs2297595,1-97699535-T-C,0.0801614536083829,0.0732061385317295,-1.09603387434847,-1.1354519074052951,1,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 228 |
+
1,97699548,C,T,rs2100972539,1-97699548-C-T,6.844411469590964e-07,0.0,-6.105439633988698,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 229 |
+
1,97699549,T,C,rs928629166,1-97699549-T-C,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 230 |
+
1,97699692,A,T,rs78682297,1-97699692-A-T,0.0043631966986897,0.0002076411960132,-2.3601852545303355,-3.6824773723761233,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 231 |
+
1,97720673,T,C,rs55684412,1-97720673-T-C,0.1242962435557665,0.0970954356846473,-0.9055416468765418,-1.0128007378787587,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 232 |
+
1,97720861,C,A,,1-97720861-C-A,,,-7.0,-7.0,0,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 233 |
+
1,97720906,A,T,rs1349131310,1-97720906-A-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 234 |
+
1,97720909,G,C,rs72977734,1-97720909-G-C,0.0054447418032246,0.0002079002079002,-2.264014733903556,-3.6819362309513513,1,0,missense_variant,benign,0,normal_function,ClinVar,
|
| 235 |
+
1,97721231,G,T,rs79063448,1-97721231-G-T,0.0112471338586827,0.0004142502071251,-1.9489542746747777,-3.382632439725396,1,0,intron_variant,likely_benign,0,normal_function,ClinVar,
|
| 236 |
+
1,97721492,C,T,rs56276561,1-97721492-C-T,0.0132567767113173,0.0199252801992528,-1.8775587826290765,-1.7005933830127946,1,1,intron_variant,benign,0,normal_function,ClinVar,
|
| 237 |
+
1,97721509,C,A,rs1057516763,1-97721509-C-A,6.5970023221448175e-06,0.0,-5.174119550474825,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 238 |
+
1,97721519,A,G,rs190771411,1-97721519-A-G,7.245804020762522e-05,0.0,-4.13931445608176,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 239 |
+
1,97721529,A,T,rs2101026231,1-97721529-A-T,,,-7.0,-7.0,0,0,other,pathogenic,0,no_function,ClinVar,
|
| 240 |
+
1,97721530,A,G,,1-97721530-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 241 |
+
1,97721548,G,GTCCC,rs2524538529,1-97721548-G-GTCCC,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 242 |
+
1,97721640,GAA,G,rs2524539576,1-97721640-GAA-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 243 |
+
1,97721651,C,T,rs370615432,1-97721651-C-T,6.594305158065494e-06,0.0,-5.1742944943321,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 244 |
+
1,97721657,A,C,rs2524539741,1-97721657-A-C,6.852187355247542e-07,0.0,-6.105009346568283,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 245 |
+
1,97721672,C,G,rs1057516356,1-97721672-C-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 246 |
+
1,97740390,A,G,,1-97740390-A-G,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 247 |
+
1,97740410,GATGA,G,rs72549309,1-97740410-GATGA-G,0.0001182607781559,0.0,-3.9267921882587644,-7.0,1,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 248 |
+
1,97740434,A,G,rs2101070143,1-97740434-A-G,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 249 |
+
1,97740452,A,G,rs1056815262,1-97740452-A-G,6.571770303484353e-06,0.0,-5.175758914055936,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 250 |
+
1,97740455,C,T,rs201841475,1-97740455-C-T,9.199148421688964e-05,0.0,-4.035780527551293,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 251 |
+
1,97740456,G,A,rs568132506,1-97740456-G-A,3.942595805078063e-05,0.0002073828287017,-4.403117594612076,-3.683017839716601,1,1,missense_variant,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 252 |
+
1,97828113,C,A,rs1553247675,1-97828113-C-A,6.843174959454189e-07,0.0,-6.105508096977923,-7.0,1,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 253 |
+
1,97828115,T,A,rs776692894,1-97828115-T-A,3.42156406536556e-06,0.0,-5.453264406382353,-7.0,1,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 254 |
+
1,97828127,GGAGAGCT,ATTG,rs2525244930,1-97828127-GGAGAGCT-ATTG,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 255 |
+
1,97828139,G,A,rs141597515,1-97828139-G-A,2.630575175262071e-05,0.0002070393374741,-4.578301463950243,-3.6837374171585515,1,1,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 256 |
+
1,97828142,C,A,rs2525245079,1-97828142-C-A,6.842453868176021e-07,1.1593934053703102e-05,-6.105548027281862,-4.932039359634497,1,1,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
| 257 |
+
1,97828198,T,G,rs1669337684,1-97828198-T-G,,,-7.0,-7.0,0,0,splice_acceptor_variant,pathogenic,0,no_function,ClinVar,
|
| 258 |
+
1,97828265,C,T,rs115632870,1-97828265-C-T,0.0065662341759671,0.0,-2.1826770187913556,-7.0,1,0,intron_variant,benign,0,normal_function,ClinVar,
|
| 259 |
+
1,97883262,A,T,rs1057516405,1-97883262-A-T,,,-7.0,-7.0,0,0,splice_donor_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 260 |
+
1,97883273,C,T,,1-97883273-C-T,,,-7.0,-7.0,0,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
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+
1,97883279,AGGATTTCT,A,rs1207177925,1-97883279-AGGATTTCT-A,6.574881323392112e-06,0.0,-5.175556451469622,-7.0,1,0,other,pathogenic/likely_pathogenic,1,no_function,ClinVar,
|
| 262 |
+
1,97883294,AT,G,rs2523808126,1-97883294-AT-G,,,-7.0,-7.0,0,0,frameshift_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 263 |
+
1,97883319,G,T,rs748974194,1-97883319-G-T,,,-7.0,-7.0,0,0,other,likely_pathogenic,0,no_function,ClinVar,
|
| 264 |
+
1,97883329,A,,rs1801265,1-97883329-A-,0.2735542517364765,0.2469929489838241,-0.5629563720212013,-0.6073152687259481,1,0,other,conflicting_classifications_of_pathogenicity,1,normal_function,CPIC,Normal function
|
| 265 |
+
1,97883329,A,G,rs1801265,1-97883329-A-G,0.2735542517364765,0.2469929489838241,-0.5629563720212013,-0.6073152687259481,1,0,missense_variant,drug_response,0,normal_function,CPIC,Normal function
|
| 266 |
+
1,97883353,G,A,rs72549310,1-97883353-G-A,6.573671132380589e-06,0.0,-5.175635198477065,-7.0,1,0,other,pathogenic/likely_pathogenic,0,no_function,ClinVar,
|
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+
1,97883369,G,T,rs267598790,1-97883369-G-T,6.572979794660111e-06,0.0002072968490878,-5.175680190162102,-3.683197845990258,1,1,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 268 |
+
1,97883371,TACTCTAAAG,T,rs1672325016,1-97883371-TACTCTAAAG-T,6.574967782657865e-06,0.0,-5.175550826120342,-7.0,1,0,splice_acceptor_variant,likely_pathogenic,1,no_function,ClinVar,
|
| 269 |
+
1,97920902,C,T,rs774730464,1-97920902-C-T,2.6284317461986303e-05,0.0,-4.578654136140149,-7.0,1,0,synonymous_variant,likely_benign,0,normal_function,ClinVar,
|
| 270 |
+
1,97920910,G,GC,,1-97920910-G-GC,,,-7.0,-7.0,0,0,frameshift_variant,pathogenic,1,no_function,ClinVar,
|
| 271 |
+
1,97920920,C,T,rs768020954,1-97920920-C-T,6.570561257342603e-06,0.0,-5.17583762324807,-7.0,1,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 272 |
+
1,97920922,T,G,rs772950053,1-97920922-T-G,1.3144922773578704e-05,0.0,-4.8779505695756145,-7.0,1,0,missense_variant,likely_pathogenic,0,no_function,ClinVar,
|
| 273 |
+
1,97921165,C,T,rs72981743,1-97921165-C-T,0.1027991131522685,0.1269214790195263,-0.9880102095132693,-0.8964645335208742,1,1,other,benign,0,normal_function,ClinVar,
|
| 274 |
+
1,97921399,A,C,rs61787828,1-97921399-A-C,0.0846124530186348,0.113023641642472,-1.0725652007635778,-0.9468303195139548,1,1,other,benign,0,normal_function,ClinVar,
|
v2/models/lgbm_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:666157ccd4a8939a9ab4cb3a3ce4141360120f5d8abb7aa4a4625c513c961ab7
|
| 3 |
+
size 1278593
|
v2/models/rf_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:9aa309bf712163420905d26b74e939aafd11f81667a9943a99b104270bb92f19
|
| 3 |
+
size 2060907
|
v2/models/xgb_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a15e0edcc88490c5d83bb528a16ffe7800dbe108196f5246dbbf93062f5771b4
|
| 3 |
+
size 1191015
|
v2/results/cv_metrics.json
ADDED
|
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_label": "baseline classifier, AF+categorical features (no SIFT/PolyPhen/CADD)",
|
| 3 |
+
"feature_columns": [
|
| 4 |
+
"gnomad_global_af",
|
| 5 |
+
"gnomad_sas_af",
|
| 6 |
+
"log10_gnomad_global_af",
|
| 7 |
+
"log10_gnomad_sas_af",
|
| 8 |
+
"in_gnomad",
|
| 9 |
+
"sas_enriched",
|
| 10 |
+
"is_indel",
|
| 11 |
+
"consequence_frameshift_variant",
|
| 12 |
+
"consequence_intron_variant",
|
| 13 |
+
"consequence_missense_variant",
|
| 14 |
+
"consequence_other",
|
| 15 |
+
"consequence_splice_acceptor_variant",
|
| 16 |
+
"consequence_splice_donor_variant",
|
| 17 |
+
"consequence_synonymous_variant",
|
| 18 |
+
"clnsig_norm_benign",
|
| 19 |
+
"clnsig_norm_benign/likely_benign",
|
| 20 |
+
"clnsig_norm_conflicting_classifications_of_pathogenicity",
|
| 21 |
+
"clnsig_norm_drug_response",
|
| 22 |
+
"clnsig_norm_likely_benign",
|
| 23 |
+
"clnsig_norm_likely_pathogenic",
|
| 24 |
+
"clnsig_norm_pathogenic",
|
| 25 |
+
"clnsig_norm_pathogenic/likely_pathogenic",
|
| 26 |
+
"clnsig_norm_uncertain_significance"
|
| 27 |
+
],
|
| 28 |
+
"classes": [
|
| 29 |
+
"decreased_function",
|
| 30 |
+
"no_function",
|
| 31 |
+
"normal_function"
|
| 32 |
+
],
|
| 33 |
+
"class_counts": {
|
| 34 |
+
"normal_function": 119,
|
| 35 |
+
"no_function": 150,
|
| 36 |
+
"decreased_function": 4
|
| 37 |
+
},
|
| 38 |
+
"evidence_caveat": "small-N (illustrative)",
|
| 39 |
+
"cv": {
|
| 40 |
+
"rf": {
|
| 41 |
+
"accuracy_mean": 0.9744245524296675,
|
| 42 |
+
"accuracy_std": 0.011953273079181547,
|
| 43 |
+
"f1_per_class": {
|
| 44 |
+
"decreased_function": 0.0,
|
| 45 |
+
"no_function": 0.9899964899964899,
|
| 46 |
+
"normal_function": 0.9795037898818967
|
| 47 |
+
},
|
| 48 |
+
"auc_roc_macro_ovr": 0.9910424325656911,
|
| 49 |
+
"n_splits": 4
|
| 50 |
+
},
|
| 51 |
+
"xgb": {
|
| 52 |
+
"accuracy_mean": 0.9743712702472294,
|
| 53 |
+
"accuracy_std": 0.012162701272040334,
|
| 54 |
+
"f1_per_class": {
|
| 55 |
+
"decreased_function": 0.16666666666666666,
|
| 56 |
+
"no_function": 0.9837495723571672,
|
| 57 |
+
"normal_function": 0.9787763466042154
|
| 58 |
+
},
|
| 59 |
+
"auc_roc_macro_ovr": 0.9943319436741421,
|
| 60 |
+
"n_splits": 4
|
| 61 |
+
},
|
| 62 |
+
"lgbm": {
|
| 63 |
+
"accuracy_mean": 0.9560954816709293,
|
| 64 |
+
"accuracy_std": 0.01783990591854697,
|
| 65 |
+
"f1_per_class": {
|
| 66 |
+
"decreased_function": 0.0,
|
| 67 |
+
"no_function": 0.9768076989769376,
|
| 68 |
+
"normal_function": 0.9584016393442623
|
| 69 |
+
},
|
| 70 |
+
"auc_roc_macro_ovr": 0.9680579449738684,
|
| 71 |
+
"n_splits": 4
|
| 72 |
+
}
|
| 73 |
+
}
|
| 74 |
+
}
|
v2/results/cv_metrics_v2.json
ADDED
|
@@ -0,0 +1,84 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_label": "classifier v2, AF + categorical + protein features (aa_position/domain/activity); no SIFT/PolyPhen/CADD",
|
| 3 |
+
"imbalance_handling": {
|
| 4 |
+
"rf_lgbm": "class_weight=balanced",
|
| 5 |
+
"xgb": "balanced sample_weight (multiclass analog of scale_pos_weight)",
|
| 6 |
+
"smote": "applied to TRAIN fold only (and refit-on-full); k_neighbors auto-clamped"
|
| 7 |
+
},
|
| 8 |
+
"feature_columns": [
|
| 9 |
+
"gnomad_global_af",
|
| 10 |
+
"gnomad_sas_af",
|
| 11 |
+
"log10_gnomad_global_af",
|
| 12 |
+
"log10_gnomad_sas_af",
|
| 13 |
+
"in_gnomad",
|
| 14 |
+
"sas_enriched",
|
| 15 |
+
"is_indel",
|
| 16 |
+
"aa_position",
|
| 17 |
+
"domain_encoded",
|
| 18 |
+
"activity_pct",
|
| 19 |
+
"consequence_frameshift_variant",
|
| 20 |
+
"consequence_intron_variant",
|
| 21 |
+
"consequence_missense_variant",
|
| 22 |
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"consequence_other",
|
| 23 |
+
"consequence_splice_acceptor_variant",
|
| 24 |
+
"consequence_splice_donor_variant",
|
| 25 |
+
"consequence_synonymous_variant",
|
| 26 |
+
"clnsig_norm_benign",
|
| 27 |
+
"clnsig_norm_benign/likely_benign",
|
| 28 |
+
"clnsig_norm_conflicting_classifications_of_pathogenicity",
|
| 29 |
+
"clnsig_norm_drug_response",
|
| 30 |
+
"clnsig_norm_likely_benign",
|
| 31 |
+
"clnsig_norm_likely_pathogenic",
|
| 32 |
+
"clnsig_norm_nan",
|
| 33 |
+
"clnsig_norm_pathogenic",
|
| 34 |
+
"clnsig_norm_pathogenic/likely_pathogenic",
|
| 35 |
+
"clnsig_norm_uncertain_significance"
|
| 36 |
+
],
|
| 37 |
+
"classes": [
|
| 38 |
+
"decreased_function",
|
| 39 |
+
"no_function",
|
| 40 |
+
"normal_function"
|
| 41 |
+
],
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
+
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|
| 47 |
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"min_per_class_guard": 3,
|
| 48 |
+
"evidence_caveat": "labeled, small-N",
|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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| 53 |
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|
| 54 |
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|
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|
| 57 |
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|
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
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|
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|
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|
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|
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|
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|
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
+
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|
v2/results/scaria_variant_rankings.csv
ADDED
|
@@ -0,0 +1,26 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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variant,rsID,gnomad_sas_af,predicted_class,confidence,model_agreement,per_model,coverage_gap
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|
| 26 |
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1-97699435-C-T,c.596G>A,4.39165e-05,no_function,0.7797,True,rf=no_function;xgb=no_function;lgbm=no_function,False
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v3/models/lgbm_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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v3/models/rf_model.pkl
ADDED
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v3/models/xgb_model.pkl
ADDED
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@@ -0,0 +1,3 @@
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v3/results/cv_metrics.json
ADDED
|
@@ -0,0 +1,74 @@
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|
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|
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|
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
+
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
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|
| 9 |
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| 11 |
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| 12 |
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| 14 |
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| 15 |
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|
| 17 |
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| 18 |
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|
| 19 |
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| 21 |
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|
| 22 |
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|
| 24 |
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| 25 |
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|
| 26 |
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|
| 27 |
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],
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| 28 |
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"classes": [
|
| 29 |
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|
| 30 |
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|
| 32 |
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],
|
| 33 |
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| 34 |
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|
| 35 |
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|
| 36 |
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| 37 |
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},
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| 38 |
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| 39 |
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| 40 |
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|
| 42 |
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| 52 |
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| 59 |
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|
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| 64 |
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|
| 72 |
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}
|
| 73 |
+
}
|
| 74 |
+
}
|
v3/results/cv_metrics_v2.json
ADDED
|
@@ -0,0 +1,84 @@
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|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
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|
|
|
|
|
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|
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|
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|
|
|
|
|
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|
|
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|
|
|
|
|
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|
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|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"model_label": "classifier v2, AF + categorical + protein features (aa_position/domain/activity); no SIFT/PolyPhen/CADD",
|
| 3 |
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"imbalance_handling": {
|
| 4 |
+
"rf_lgbm": "class_weight=balanced",
|
| 5 |
+
"xgb": "balanced sample_weight (multiclass analog of scale_pos_weight)",
|
| 6 |
+
"smote": "applied to TRAIN fold only (and refit-on-full); k_neighbors auto-clamped"
|
| 7 |
+
},
|
| 8 |
+
"feature_columns": [
|
| 9 |
+
"gnomad_global_af",
|
| 10 |
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"gnomad_sas_af",
|
| 11 |
+
"log10_gnomad_global_af",
|
| 12 |
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"log10_gnomad_sas_af",
|
| 13 |
+
"in_gnomad",
|
| 14 |
+
"sas_enriched",
|
| 15 |
+
"is_indel",
|
| 16 |
+
"aa_position",
|
| 17 |
+
"domain_encoded",
|
| 18 |
+
"activity_pct",
|
| 19 |
+
"consequence_frameshift_variant",
|
| 20 |
+
"consequence_intron_variant",
|
| 21 |
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"consequence_missense_variant",
|
| 22 |
+
"consequence_other",
|
| 23 |
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"consequence_splice_acceptor_variant",
|
| 24 |
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"consequence_splice_donor_variant",
|
| 25 |
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"consequence_synonymous_variant",
|
| 26 |
+
"clnsig_norm_benign",
|
| 27 |
+
"clnsig_norm_benign/likely_benign",
|
| 28 |
+
"clnsig_norm_conflicting_classifications_of_pathogenicity",
|
| 29 |
+
"clnsig_norm_drug_response",
|
| 30 |
+
"clnsig_norm_likely_benign",
|
| 31 |
+
"clnsig_norm_likely_pathogenic",
|
| 32 |
+
"clnsig_norm_nan",
|
| 33 |
+
"clnsig_norm_pathogenic",
|
| 34 |
+
"clnsig_norm_pathogenic/likely_pathogenic",
|
| 35 |
+
"clnsig_norm_uncertain_significance"
|
| 36 |
+
],
|
| 37 |
+
"classes": [
|
| 38 |
+
"decreased_function",
|
| 39 |
+
"no_function",
|
| 40 |
+
"normal_function"
|
| 41 |
+
],
|
| 42 |
+
"class_counts": {
|
| 43 |
+
"normal_function": 177,
|
| 44 |
+
"no_function": 192,
|
| 45 |
+
"decreased_function": 23
|
| 46 |
+
},
|
| 47 |
+
"min_per_class_guard": 3,
|
| 48 |
+
"evidence_caveat": "labeled, small-N",
|
| 49 |
+
"cv": {
|
| 50 |
+
"rf": {
|
| 51 |
+
"accuracy_mean": 0.903018500486855,
|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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"normal_function": 0.9108213143189825
|
| 57 |
+
},
|
| 58 |
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"auc_roc_macro_ovr": 0.9597389035497867,
|
| 59 |
+
"n_splits": 5
|
| 60 |
+
},
|
| 61 |
+
"xgb": {
|
| 62 |
+
"accuracy_mean": 0.9029860434923727,
|
| 63 |
+
"accuracy_std": 0.02395546081038403,
|
| 64 |
+
"f1_per_class": {
|
| 65 |
+
"decreased_function": 0.6597402597402596,
|
| 66 |
+
"no_function": 0.9210464034871656,
|
| 67 |
+
"normal_function": 0.9132774546698597
|
| 68 |
+
},
|
| 69 |
+
"auc_roc_macro_ovr": 0.9645667573135096,
|
| 70 |
+
"n_splits": 5
|
| 71 |
+
},
|
| 72 |
+
"lgbm": {
|
| 73 |
+
"accuracy_mean": 0.9029860434923727,
|
| 74 |
+
"accuracy_std": 0.02395546081038403,
|
| 75 |
+
"f1_per_class": {
|
| 76 |
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"decreased_function": 0.5976190476190476,
|
| 77 |
+
"no_function": 0.9269210386857445,
|
| 78 |
+
"normal_function": 0.9094313008237058
|
| 79 |
+
},
|
| 80 |
+
"auc_roc_macro_ovr": 0.9550985355060989,
|
| 81 |
+
"n_splits": 5
|
| 82 |
+
}
|
| 83 |
+
}
|
| 84 |
+
}
|
v3/results/cv_metrics_v3.json
ADDED
|
@@ -0,0 +1,89 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_label": "classifier v2, AF + categorical + protein features (aa_position/domain/activity); no SIFT/PolyPhen/CADD",
|
| 3 |
+
"imbalance_handling": {
|
| 4 |
+
"rf_lgbm": "class_weight=balanced",
|
| 5 |
+
"xgb": "balanced sample_weight (multiclass analog of scale_pos_weight)",
|
| 6 |
+
"smote": "applied to TRAIN fold only (and refit-on-full); k_neighbors auto-clamped"
|
| 7 |
+
},
|
| 8 |
+
"feature_columns": [
|
| 9 |
+
"gnomad_global_af",
|
| 10 |
+
"gnomad_sas_af",
|
| 11 |
+
"log10_gnomad_global_af",
|
| 12 |
+
"log10_gnomad_sas_af",
|
| 13 |
+
"in_gnomad",
|
| 14 |
+
"sas_enriched",
|
| 15 |
+
"is_indel",
|
| 16 |
+
"aa_position",
|
| 17 |
+
"domain_encoded",
|
| 18 |
+
"activity_pct",
|
| 19 |
+
"alphamissense_score",
|
| 20 |
+
"cadd_score",
|
| 21 |
+
"sift_score",
|
| 22 |
+
"polyphen_score",
|
| 23 |
+
"vep_consequence_encoded",
|
| 24 |
+
"consequence_frameshift_variant",
|
| 25 |
+
"consequence_intron_variant",
|
| 26 |
+
"consequence_missense_variant",
|
| 27 |
+
"consequence_other",
|
| 28 |
+
"consequence_splice_acceptor_variant",
|
| 29 |
+
"consequence_splice_donor_variant",
|
| 30 |
+
"consequence_synonymous_variant",
|
| 31 |
+
"clnsig_norm_benign",
|
| 32 |
+
"clnsig_norm_benign/likely_benign",
|
| 33 |
+
"clnsig_norm_conflicting_classifications_of_pathogenicity",
|
| 34 |
+
"clnsig_norm_drug_response",
|
| 35 |
+
"clnsig_norm_likely_benign",
|
| 36 |
+
"clnsig_norm_likely_pathogenic",
|
| 37 |
+
"clnsig_norm_nan",
|
| 38 |
+
"clnsig_norm_pathogenic",
|
| 39 |
+
"clnsig_norm_pathogenic/likely_pathogenic",
|
| 40 |
+
"clnsig_norm_uncertain_significance"
|
| 41 |
+
],
|
| 42 |
+
"classes": [
|
| 43 |
+
"decreased_function",
|
| 44 |
+
"no_function",
|
| 45 |
+
"normal_function"
|
| 46 |
+
],
|
| 47 |
+
"class_counts": {
|
| 48 |
+
"normal_function": 177,
|
| 49 |
+
"no_function": 192,
|
| 50 |
+
"decreased_function": 23
|
| 51 |
+
},
|
| 52 |
+
"min_per_class_guard": 3,
|
| 53 |
+
"evidence_caveat": "labeled, small-N",
|
| 54 |
+
"cv": {
|
| 55 |
+
"rf": {
|
| 56 |
+
"accuracy_mean": 0.903018500486855,
|
| 57 |
+
"accuracy_std": 0.019334563778583485,
|
| 58 |
+
"f1_per_class": {
|
| 59 |
+
"decreased_function": 0.6342857142857141,
|
| 60 |
+
"no_function": 0.9266802063040671,
|
| 61 |
+
"normal_function": 0.9108213143189825
|
| 62 |
+
},
|
| 63 |
+
"auc_roc_macro_ovr": 0.9603015911704486,
|
| 64 |
+
"n_splits": 5
|
| 65 |
+
},
|
| 66 |
+
"xgb": {
|
| 67 |
+
"accuracy_mean": 0.9029860434923727,
|
| 68 |
+
"accuracy_std": 0.02395546081038403,
|
| 69 |
+
"f1_per_class": {
|
| 70 |
+
"decreased_function": 0.6342857142857142,
|
| 71 |
+
"no_function": 0.9235413733060792,
|
| 72 |
+
"normal_function": 0.9137041972018654
|
| 73 |
+
},
|
| 74 |
+
"auc_roc_macro_ovr": 0.9607153352177397,
|
| 75 |
+
"n_splits": 5
|
| 76 |
+
},
|
| 77 |
+
"lgbm": {
|
| 78 |
+
"accuracy_mean": 0.9055501460564752,
|
| 79 |
+
"accuracy_std": 0.02651778162272322,
|
| 80 |
+
"f1_per_class": {
|
| 81 |
+
"decreased_function": 0.5976190476190476,
|
| 82 |
+
"no_function": 0.9297318494965554,
|
| 83 |
+
"normal_function": 0.9119488869029357
|
| 84 |
+
},
|
| 85 |
+
"auc_roc_macro_ovr": 0.955354186563822,
|
| 86 |
+
"n_splits": 5
|
| 87 |
+
}
|
| 88 |
+
}
|
| 89 |
+
}
|
v3/results/scaria_variant_rankings.csv
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
variant,rsID,gnomad_sas_af,predicted_class,confidence,model_agreement,per_model,coverage_gap
|
| 2 |
+
1-97691775-C-T,c.704G>A,2.19703e-05,no_function,0.9962,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 3 |
+
1-97382396-AG-A,c.1970delC,0.0,no_function,0.9928,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 4 |
+
1-97098584-C-A,c.2671G>T,1.09823e-05,no_function,0.9429,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 5 |
+
1-97679119-A-G,c.826T>C,0.0,no_function,0.9382,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 6 |
+
1-97828166-C-T,c.181G>A,0.0,no_function,0.9357,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 7 |
+
1-97305382-T-C,c.2180-4A>G,0.0,no_function,0.9357,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 8 |
+
1-97079053-A-C,c.3001T>G,2.19616e-05,no_function,0.9277,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 9 |
+
1-97595155-G-T,c.862C>A,6.5895e-05,no_function,0.9184,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 10 |
+
1-97699450-C-A,c.581G>T,0.0,no_function,0.9115,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 11 |
+
1-97699555-G-A,c.484-8C>T,0.0,no_function,0.8928,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 12 |
+
1-97573885-G-A,c.1214C>T,0.000164705,no_function,0.8672,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 13 |
+
1-97740426-T-A,c.287A>T,0.000153731,no_function,0.8657,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 14 |
+
1-97082462-T-C,c.2775A>G,0.000175681,no_function,0.8645,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 15 |
+
1-97593288-C-T,c.1058G>A,0.000197611,no_function,0.8592,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 16 |
+
1-97883319-G-A,c.95C>T,0.000186719,no_function,0.8393,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 17 |
+
1-97373592-C-T,c.2027G>A,0.000263568,no_function,0.8352,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 18 |
+
1-97193092-G-A,c.2599C>T,2.19578e-05,no_function,0.8278,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 19 |
+
1-97721503-T-C,c.483+7A>G,0.0,no_function,0.8151,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 20 |
+
1-97306269-C-T,c.2087G>A,4.39213e-05,no_function,0.8073,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 21 |
+
1-97883328-C-T,c.86G>A,0.000505239,no_function,0.8066,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 22 |
+
1-97079149-G-A,c.2908-3C>T,0.00104318,no_function,0.7929,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 23 |
+
1-97573870-C-T,c.1229G>A,0.00083456,no_function,0.7911,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 24 |
+
1-97193124-G-A,c.2567C>T,0.000922205,no_function,0.7865,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 25 |
+
1-97515815-C-T,c.1651G>A,0.00068087,no_function,0.7837,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 26 |
+
1-97699435-C-T,c.596G>A,4.39165e-05,no_function,0.7797,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
v3/results/scaria_variant_rankings_v2.csv
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
variant,rsID,gnomad_sas_af,predicted_class,confidence,model_agreement,per_model,coverage_gap
|
| 2 |
+
1-97691775-C-T,c.704G>A,2.19703e-05,no_function,0.9976,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 3 |
+
1-97382396-AG-A,c.1970delC,0.0,no_function,0.9794,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 4 |
+
1-97305382-T-C,c.2180-4A>G,0.0,no_function,0.9434,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 5 |
+
1-97828166-C-T,c.181G>A,0.0,no_function,0.9431,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 6 |
+
1-97679119-A-G,c.826T>C,0.0,no_function,0.9417,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 7 |
+
1-97699450-C-A,c.581G>T,0.0,no_function,0.9404,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 8 |
+
1-97098584-C-A,c.2671G>T,1.09823e-05,no_function,0.9312,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 9 |
+
1-97079053-A-C,c.3001T>G,2.19616e-05,no_function,0.924,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 10 |
+
1-97595155-G-T,c.862C>A,6.5895e-05,no_function,0.915,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 11 |
+
1-97740426-T-A,c.287A>T,0.000153731,no_function,0.9012,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 12 |
+
1-97082462-T-C,c.2775A>G,0.000175681,no_function,0.9,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 13 |
+
1-97573885-G-A,c.1214C>T,0.000164705,no_function,0.8996,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 14 |
+
1-97593288-C-T,c.1058G>A,0.000197611,no_function,0.8986,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 15 |
+
1-97193092-G-A,c.2599C>T,2.19578e-05,no_function,0.8957,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 16 |
+
1-97883319-G-A,c.95C>T,0.000186719,no_function,0.8869,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 17 |
+
1-97373592-C-T,c.2027G>A,0.000263568,no_function,0.8798,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 18 |
+
1-97699435-C-T,c.596G>A,4.39165e-05,no_function,0.8657,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 19 |
+
1-97699555-G-A,c.484-8C>T,0.0,no_function,0.8602,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 20 |
+
1-97306269-C-T,c.2087G>A,4.39213e-05,no_function,0.8584,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 21 |
+
1-97573870-C-T,c.1229G>A,0.00083456,no_function,0.8327,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 22 |
+
1-97721503-T-C,c.483+7A>G,0.0,no_function,0.8296,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 23 |
+
1-97883328-C-T,c.86G>A,0.000505239,no_function,0.8167,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 24 |
+
1-97079149-G-A,c.2908-3C>T,0.00104318,no_function,0.8154,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 25 |
+
1-97193124-G-A,c.2567C>T,0.000922205,no_function,0.8151,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 26 |
+
1-97515815-C-T,c.1651G>A,0.00068087,no_function,0.8147,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
v3/results/scaria_variant_rankings_v3.csv
ADDED
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@@ -0,0 +1,26 @@
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| 1 |
+
variant,rsID,gnomad_sas_af,predicted_class,confidence,model_agreement,per_model,coverage_gap
|
| 2 |
+
1-97382396-AG-A,c.1970delC,0.0,no_function,0.9736,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 3 |
+
1-97679119-A-G,c.826T>C,0.0,no_function,0.9735,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 4 |
+
1-97699450-C-A,c.581G>T,0.0,no_function,0.9669,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 5 |
+
1-97828166-C-T,c.181G>A,0.0,no_function,0.9596,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 6 |
+
1-97079053-A-C,c.3001T>G,2.318840579710145e-05,no_function,0.9534,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 7 |
+
1-97691775-C-T,c.704G>A,2.3191094619666047e-05,no_function,0.9532,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 8 |
+
1-97595155-G-T,c.862C>A,6.957167041580668e-05,no_function,0.9501,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 9 |
+
1-97515815-C-T,c.1651G>A,0.0,no_function,0.9473,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 10 |
+
1-97573885-G-A,c.1214C>T,0.00017391707633800205,no_function,0.9473,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 11 |
+
1-97098584-C-A,c.2671G>T,1.1595816229504394e-05,no_function,0.946,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 12 |
+
1-97193092-G-A,c.2599C>T,0.0,no_function,0.9457,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 13 |
+
1-97740426-T-A,c.287A>T,0.00016233389763688227,no_function,0.9394,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 14 |
+
1-97699435-C-T,c.596G>A,0.0,no_function,0.937,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 15 |
+
1-97593288-C-T,c.1058G>A,0.0002086762966913214,no_function,0.9337,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 16 |
+
1-97699555-G-A,c.484-8C>T,0.0,no_function,0.9335,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 17 |
+
1-97305382-T-C,c.2180-4A>G,0.0,no_function,0.9329,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 18 |
+
1-97082462-T-C,c.2775A>G,0.00018551585001043528,no_function,0.9298,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 19 |
+
1-97306269-C-T,c.2087G>A,0.0,no_function,0.9295,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 20 |
+
1-97373592-C-T,c.2027G>A,0.0006226650062266501,no_function,0.908,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 21 |
+
1-97721503-T-C,c.483+7A>G,0.0,no_function,0.908,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 22 |
+
1-97883319-G-A,c.95C>T,0.00041476565740356696,no_function,0.9078,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 23 |
+
1-97573870-C-T,c.1229G>A,0.00041476565740356696,no_function,0.9062,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 24 |
+
1-97193124-G-A,c.2567C>T,0.0008285004142502071,no_function,0.893,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 25 |
+
1-97883328-C-T,c.86G>A,0.00041476565740356696,no_function,0.8865,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|
| 26 |
+
1-97079149-G-A,c.2908-3C>T,0.0012437810945273632,no_function,0.7818,True,rf=no_function;xgb=no_function;lgbm=no_function,False
|