Colon carcinoma
diseaseOn this page
Also known as carcinoma of coloncarcinoma of the coloncolon cancercolonic carcinoma
Summary
Colon carcinoma (MONDO:0002032) is a cancer (an umbrella term covering 6 Mondo subtypes) with 66 cohort genes (97 GWAS associations across 19 studies; 44 CIViC-evidence somatic drivers; 872 ClinVar predisposition records) and 1,070 clinical trials. The dominant Reactome pathway is Diseases of DNA repair (8 cohort genes). Molecularly, KRAS G13D confers sensitivity to Cetuximab in Colon Cancer (CIViC Level B); 23 further subtype–drug associations are mapped below. Top therapeutic interventions include leucovorin, panitumumab, and tipiracil.
At a glance
- Classification: Cancer
- Umbrella term: 6 Mondo subtypes
- Cohort genes: 66
- GWAS associations: 97
- ClinVar variants: 872
- Clinical trials: 1,070
- Precision-medicine evidence (CIViC): 24 subtype–drug associations
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | colon carcinoma |
| Mondo ID | MONDO:0002032 |
| EFO | EFO:1001950 |
| DOID | DOID:1520 |
| ICD-11 | 865099988 |
| NCIT | C4910 |
| SNOMED CT | 269533000 |
| UMLS | C0699790 |
| MedGen | 147065 |
| Anatomy (UBERON) | UBERON:0001155 |
| Is cancer (heuristic) | yes |
Also known as: carcinoma of colon · carcinoma of the colon · colon cancer · colon carcinoma · colonic carcinoma
Data availability: 872 ClinVar variants · 97 GWAS associations (19 studies) · 2,131 cell lines.
Disease family
An umbrella term covering 6 Mondo subtypes.
Classification path: disease › human disease › disease by body system or component › digestive system disorder › intestinal disorder › large intestine disorder › colonic disorder › colonic neoplasm › malignant colon neoplasm › colon carcinoma
Related subtypes (8): descending colon cancer, sigmoid colon cancer, cecum cancer, colon lymphoma, ascending colon cancer, transverse colon cancer, colon sarcoma, metastasis from malignant tumor of colon
Subtypes (6): colon adenocarcinoma, rectosigmoid carcinoma, colon small cell neuroendocrine carcinoma, colon carcinoma in situ, cecum carcinoma, squamous cell carcinoma of colon
Genetics & variants
GWAS landscape
97 GWAS associations across 19 studies. Top hits map to 22 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|---|---|---|---|
| rs6983267 | 8e-26 | PCAT1, CASC8, POU5F1B, CCAT2 | G | 0.15 |
| chr8:128410948 | 1e-23 | C | 0.15 | |
| chr18:46453156 | 4e-19 | ? | 0.18 | |
| rs7014346 | 4e-17 | CASC8, PCAT1, POU5F1B | A | 1.22 |
| chr10:8734761 | 1e-16 | ? | 0.15 | |
| rs73376930 | 9e-15 | GREM1 | A | 0.13 |
| rs6117251 | 7e-14 | FGFR3P3 - CASC20 | A | 0.12 |
| chr8:128421128 | 1e-13 | ? | 0.15 | |
| chr5:134457675 | 2e-13 | ? | 0.15 | |
| rs704017 | 2e-13 | ZMIZ1-AS1 | A | 0.1 |
| rs2293582 | 3e-13 | GREM1, GREM1-AS1 | G | 0.14 |
| rs11874392 | 4e-13 | SMAD7 | A | 0.1 |
| rs16892766 | 7e-13 | LINC00536 - EIF3H | A | 0.16 |
| rs933698921 | 3e-12 | CNTNAP2 | G | 1.32 |
| rs827386 | 1e-11 | RNA5SP299 - LINC02676 | A | 0.1 |
| chr1:222148971 | 4e-11 | ? | 0.12 | |
| chr20:7784672 | 4e-10 | ? | 0.11 | |
| chr12:112468206 | 6e-10 | ? | 0.15 | |
| rs7912831 | 6e-10 | RNA5SP299 - LINC02676 | ? | |
| chr10:114306441 | 9e-10 | ? | 0.13 | |
| rs8114643 | 2e-09 | SRSF10P2 - HSPBAP1P1 | G | 1.21 |
| chr8:117632965 | 3e-09 | ? | 0.1 | |
| rs78201730 | 6e-09 | WIPF2 | ? | 3.98 |
| chr8:117715457 | 8e-09 | ? | 0.21 | |
| rs12140498 | 9e-09 | LINC01705 | T | 1.17 |
| rs3124454 | 1e-08 | CHORDC1P5 - CASP3P1 | G | 1.07 |
| rs353548 | 1e-08 | TWF2 | G | 1.15 |
| rs71518872 | 1e-08 | LINC03047 - ODF1 | G | 1.57 |
| rs7601541 | 2e-08 | RN7SL468P - STEAP3 | ? | 6.78 |
| rs736037 | 3e-08 | FAM118A | A | 1.07 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST012203 | Huyghe JR | 2021 | 32,002 | 64,159 | Genetic architectures of proximal and distal colorectal cancer are partly distinct. |
| GCST90475567 | Verma A | 2024 | 9,125 | 438,096 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90011811 | Rashkin SR | 2020 | 3,793 | 410,350 | Pan-cancer study detects genetic risk variants and shared genetic basis in two large cohorts. |
| GCST90041807 | Jiang L | 2021 | 3,221 | 453,127 | A generalized linear mixed model association tool for biobank-scale data. |
| GCST90435578 | Zhou W | 2018 | 3,051 | 382,756 | Efficiently controlling for case-control imbalance and sample relatedness in large-scale genetic association studies. |
| GCST90651289 | Liu TY | 2025 | 2,846 | 214,673 | Diversity and longitudinal records: Genetic architecture of disease associations and polygenic risk in the Taiwanese Han population. |
| GCST90308765 | Park HA | 2022 | 2,547 | 0 | Predictive polygenic score for outcome after first-line oxaliplatin-based chemotherapy in colorectal cancer patients using supervised principal component analysis. |
| GCST90477179 | Verma A | 2024 | 2,069 | 118,718 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90479781 | Verma A | 2024 | 2,069 | 118,718 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST90041895 | Jiang L | 2021 | 1,482 | 454,794 | A generalized linear mixed model association tool for biobank-scale data. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 0 |
| Tier 2: splice/UTR | 0 |
| Tier 3: regulatory | 1 |
| Tier 4: intronic/intergenic | 49 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 27 |
| low_freq (0.01-0.05) | 5 |
| rare (<0.01) | 1 |
| unknown | 17 |
Functional consequences
| Consequence | Count |
|---|---|
| intron_variant | 25 |
| unknown | 14 |
| intergenic_variant | 8 |
| non_coding_transcript_exon_variant | 2 |
| regulatory_region_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| rs6983267 | 8 | 127401060 | G>T | 0.41 | non_coding_transcript_exon_variant | PCAT1, CASC8, POU5F1B, CCAT2 | 8e-26 | Tier 4: intronic/intergenic |
| chr8:128410948 | 0.494 | 1e-23 | Tier 4: intronic/intergenic | |||||
| chr18:46453156 | 4e-19 | Tier 4: intronic/intergenic | ||||||
| rs7014346 | 8 | 127412547 | A>C,G | 0.05 | intron_variant | CASC8, PCAT1, POU5F1B | 4e-17 | Tier 4: intronic/intergenic |
| chr10:8734761 | 1e-16 | Tier 4: intronic/intergenic | ||||||
| rs73376930 | 15 | 32720301 | A>C,G | 0.22 | intron_variant | GREM1 | 9e-15 | Tier 4: intronic/intergenic |
| rs6117251 | 20 | 6425793 | A>G | 0.307 | intergenic_variant | FGFR3P3 - CASC20 | 7e-14 | Tier 4: intronic/intergenic |
| chr8:128421128 | 1e-13 | Tier 4: intronic/intergenic | ||||||
| chr5:134457675 | 2e-13 | Tier 4: intronic/intergenic | ||||||
| rs704017 | 10 | 79059375 | A>G | 0.449 | intron_variant | ZMIZ1-AS1 | 2e-13 | Tier 4: intronic/intergenic |
| rs2293582 | 15 | 32718211 | G>A,C,T | 0.187 | non_coding_transcript_exon_variant | GREM1, GREM1-AS1 | 3e-13 | Tier 4: intronic/intergenic |
| rs11874392 | 18 | 48926786 | A>G,T | 0.472 | intron_variant | SMAD7 | 4e-13 | Tier 4: intronic/intergenic |
| rs16892766 | 8 | 116618444 | A>C | 0.085 | regulatory_region_variant | LINC00536 - EIF3H | 7e-13 | Tier 3: regulatory |
| rs933698921 | 7 | 148081819 | G>A,T | 0.003 | intron_variant | CNTNAP2 | 3e-12 | Tier 4: intronic/intergenic |
| rs827386 | 10 | 8663948 | A>C,T | 0.292 | intergenic_variant | RNA5SP299 - LINC02676 | 1e-11 | Tier 4: intronic/intergenic |
| chr1:222148971 | 4e-11 | Tier 4: intronic/intergenic | ||||||
| chr20:7784672 | 4e-10 | Tier 4: intronic/intergenic | ||||||
| chr12:112468206 | 6e-10 | Tier 4: intronic/intergenic | ||||||
| rs7912831 | 10 | 8689292 | C>T | 0.05 | intergenic_variant | RNA5SP299 - LINC02676 | 6e-10 | Tier 4: intronic/intergenic |
| chr10:114306441 | 9e-10 | Tier 4: intronic/intergenic | ||||||
| rs8114643 | 20 | 7852399 | A>G | 0.136 | intergenic_variant | SRSF10P2 - HSPBAP1P1 | 2e-09 | Tier 4: intronic/intergenic |
| chr8:117632965 | 3e-09 | Tier 4: intronic/intergenic | ||||||
| rs78201730 | 17 | 40276973 | A>C,G,T | 0.05 | intron_variant | WIPF2 | 6e-09 | Tier 4: intronic/intergenic |
| chr8:117715457 | 8e-09 | Tier 4: intronic/intergenic | ||||||
| rs12140498 | 1 | 221925348 | C>A,T | 0.05 | intron_variant | LINC01705 | 9e-09 | Tier 4: intronic/intergenic |
| rs3124454 | 1 | 70574483 | G>A,T | 0.419 | intron_variant | CHORDC1P5 - CASP3P1 | 1e-08 | Tier 4: intronic/intergenic |
| rs353548 | 3 | 52235475 | A>C,G,T | 0.047 | intron_variant | TWF2 | 1e-08 | Tier 4: intronic/intergenic |
| rs71518872 | 8 | 102549750 | C>G | 0.015 | intron_variant | LINC03047 - ODF1 | 1e-08 | Tier 4: intronic/intergenic |
| rs7601541 | 2 | 119184520 | C>G | 0.05 | intron_variant | RN7SL468P - STEAP3 | 2e-08 | Tier 4: intronic/intergenic |
| rs736037 | 22 | 45329118 | G>A,C | 0.286 | intron_variant | FAM118A | 3e-08 | Tier 4: intronic/intergenic |
ClinVar germline variants
600 retrieved; paginated sample, class counts are floors:
160 pathogenic, 136 conflicting classifications of pathogenicity, 87 uncertain significance, 73 benign/likely benign, 54 benign, 41 pathogenic/likely pathogenic, 19 likely benign, 17 likely pathogenic, 9 not provided, 3 association, 1 pathogenic; other
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 13983 | NM_001382430.1(AKT1):c.49G>A (p.Glu17Lys) | AKT1 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 1049076 | NM_000038.6(APC):c.-2_136-2903del | APC | Pathogenic | no assertion criteria provided |
| 1049077 | NM_000038.6(APC):c.2893_2896del (p.Asn965fs) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 1049497 | NM_000038.6(APC):c.1744-2_1958+1del | APC | Pathogenic | no assertion criteria provided |
| 1049574 | NM_000038.6(APC):c.1259_1269del (p.Cys420fs) | APC | Pathogenic | no assertion criteria provided |
| 1049772 | NM_000038.6(APC):c.1409-2del | APC | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 1049778 | NM_000038.6(APC):c.-2_135+1824del | APC | Pathogenic | no assertion criteria provided |
| 1049811 | NM_000038.6(APC):c.194del (p.Gln65fs) | APC | Pathogenic | no assertion criteria provided |
| 1049899 | NM_000038.6(APC):c.423-3_531+198del | APC | Pathogenic | no assertion criteria provided |
| 1050133 | NM_000038.6(APC):c.1046_1140del (p.Gln349fs) | APC | Pathogenic | no assertion criteria provided |
| 1050316 | NM_000038.6(APC):c.2928_2929del (p.Gly977fs) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 1050389 | NM_000038.6(APC):c.2487del (p.Val830fs) | APC | Pathogenic | no assertion criteria provided |
| 1050412 | NM_001127511.3(APC):c.166-28469_166-27547del | APC | Pathogenic | no assertion criteria provided |
| 1050449 | NM_000038.6(APC):c.3847del (p.Ala1283fs) | APC | Pathogenic | no assertion criteria provided |
| 1050476 | NM_000038.6(APC):c.3026del (p.His1009fs) | APC | Pathogenic | no assertion criteria provided |
| 1050611 | NM_000038.6(APC):c.1313-2_1743+144del | APC | Pathogenic | no assertion criteria provided |
| 1050614 | NM_000038.6(APC):c.4164_4165del (p.Ser1389fs) | APC | Pathogenic | no assertion criteria provided |
| 1050689 | NM_000038.6(APC):c.3079del (p.Tyr1027fs) | APC | Pathogenic | no assertion criteria provided |
| 1050722 | NM_000038.6(APC):c.604del (p.Glu202fs) | APC | Pathogenic | no assertion criteria provided |
| 127312 | NM_000038.6(APC):c.646C>T (p.Arg216Ter) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 140952 | NM_000038.6(APC):c.637C>T (p.Arg213Ter) | APC | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 141368 | NM_000038.6(APC):c.147_150del (p.Lys49fs) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 141515 | NM_000038.6(APC):c.220+2T>A | APC | Pathogenic | reviewed by expert panel |
| 142574 | NM_000038.6(APC):c.426_427del (p.Leu143fs) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 156482 | NM_000038.6(APC):c.1744-2A>G | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 184999 | NM_000038.6(APC):c.847C>T (p.Arg283Ter) | APC | Pathogenic | reviewed by expert panel |
| 216014 | NM_000038.6(APC):c.2626C>T (p.Arg876Ter) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 216017 | NM_000038.6(APC):c.423G>T (p.Arg141Ser) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 216848 | NM_000038.6(APC):c.453del (p.Glu152fs) | APC | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 217923 | NM_000038.6(APC):c.1312+1G>A | APC | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 234 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 0
Somatic driver evidence (intOGen + CIViC, cohort fanout)
| Gene | intOGen role | Cancer types | CIViC |
|---|---|---|---|
| BRAF | Act | BLCA,BRCA,CHOL,CLLSLL,COAD,COADREAD,CSCC,DLBCLNOS,GBM,GIST,HGGNOS,LGGNOS,LUAD,MEL,MLYM,NSCLC,OVT,PAST,PCM,PRAD,PRCC,PROSTATE,READ,SACA,SKCM,STAD,UCEC,WDTC | CIViC #5 |
| APC | LoF | AML,ANSC,CHOL,COAD,COADREAD,CSCC,EGC,ESCA,ESCC,HCC,LUAD,MEL,MT,NETNOS,NSCLC,PRAD,PROSTATE,READ,STAD,STOMACH,UM,VULVA | CIViC #66 |
| ZEB1 | Act | GBM,LUAD,LUSC,NPC,PCM,SCLC | CIViC #5649 |
| BIRC7 | CIViC #14842 | ||
| ERBB2 | Act | BLCA,BRCA,CESC,CHOL,COADREAD,EGC,ESCA,ESCC,LMS,LUAD,NSCLC,OVT,PRCC,READ,STAD,UCEC | CIViC #20 |
| KRAS | Act | ALL,AML,ANSC,BLADDER,BLCA,BRCA,CEAD,CESC,CHOL,CLLSLL,COAD,COADREAD,DLBCLNOS,EGC,ESCA,ESCC,HCC,LUAD,LUSC,MEL,MGCT,MT,NSCLC,OVT,PAAD,PANCREAS,PAST,PCM,PRAD,PRCC,READ,STAD,STOMACH,UCEC,UCS,WDTC | CIViC #30 |
| POU5F1 | CIViC #4419 | ||
| BMPR1A | LoF | STAD | |
| BRCA1 | LoF | BLCA,BRCA,MEL,OVT | CIViC #6 |
| BRCA2 | LoF | BLCA,BRCA,CESC,CHOL,HCC,HNSC,LUSC,MBL,OVT,PAAD,PRAD,PROSTATE,RCC,VULVA | CIViC #7 |
| STK11 | LoF | ANSC,CEAD,CESC,CHOL,LUAD,NSCLC,WDTC | CIViC #5534 |
| EPCAM | CIViC #3364 | ||
| TP53 | LoF | ACC,ALL,AML,ANGS,ANSC,BCC,BL,BLADDER,BLCA,BRCA,CCRCC,CEAD,CESC,CHOL,CHRCC,CLLSLL,COAD,COADREAD,CSCC,DLBCLNOS,EGC,ES,ESCA,ESCC,GB,GBC,GBM,GIST,HCC,HGGNOS,HNSC,LGGNOS,LIPO,LMS,LNM,LUAD,LUSC,MBL,MEL,MLYM,MT,NBL,NETNOS,NHL,NPC,NSCLC,OS,OVT,PAAD,PANCREAS,PAST,PCM,PLMESO,PRAD,PRCC,PROSTATE,RCC,READ,SACA,SARCNOS,SCLC,SIC,SKCM,SKIN,SOFT_TISSUE,STAD,STOMACH,THYM,UCEC,UCS,UTUC,VULVA,WDTC,WT | CIViC #45 |
| CHEK2 | Act | BRCA | CIViC #8950 |
| CDH1 | LoF | BLCA,BRCA,CSCC,DLBCLNOS,ESCA,STAD | CIViC #888 |
| BRIP1 | CIViC #15955 | ||
| CTNNB1 | Act | ACC,COAD,COADREAD,ESCA,HCC,LIHB,LUAD,MBL,MEL,NSCLC,OVT,PAST,PRAD,PROSTATE,RMS,SKIN,SOFT_TISSUE,STAD,UCEC,WT | CIViC #1290 |
| PALB2 | LoF | OVT | CIViC #15013 |
| DCC | LoF | COADREAD,ESCA,HCC,PAAD,PRAD | CIViC #1396 |
| FLCN | LoF | LUAD | CIViC #19959 |
| EP300 | LoF | ANGS,BLCA,BRCA,CESC,CHOL,COADREAD,DLBCLNOS,ESCA,HCC,HNSC,LUAD,LUSC,MBL,MLYM,NHL,NPC,SCLC,STOMACH,UTUC | CIViC #1704 |
| FANCC | CIViC #1811 | ||
| FGFR3 | Act | BLADDER,BLCA,HNSC,LUSC,PCM,PLMESO,UTUC | CIViC #23 |
| FLT4 | LoF | ANGS,BCC,BLCA,CCRCC,CHRCC,HCC,LUAD,LUSC,NBL,UCEC | CIViC #1938 |
| AKT1 | Act | ALL,BRCA,CESC,COADREAD,PRAD,PROSTATE,SARCNOS,UCEC,WDTC | CIViC #2 |
| KDR | Act | ANGS,BRCA,CLLSLL,DLBCLNOS,LUAD,PANCREAS,SKIN | CIViC #3153 |
| SMAD4 | LoF | BRCA,CESC,CHOL,COAD,COADREAD,ESCA,ESCC,GBC,HNSC,LUAD,NSCLC,PAAD,PANCREAS,PRAD,PROSTATE,READ,STAD,STOMACH | CIViC #77 |
| MLH1 | CIViC #3532 | ||
| MSH2 | CIViC #3628 | ||
| MSH6 | CIViC #2478 |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| BRAF | Orphanet:1340 | Cardiofaciocutaneous syndrome |
| BRAF | Orphanet:146 | Differentiated thyroid carcinoma |
| BRAF | Orphanet:251615 | Pilomyxoid astrocytoma |
| BRAF | Orphanet:389 | Langerhans cell histiocytosis |
| BRAF | Orphanet:500 | Noonan syndrome with multiple lentigines |
| BRAF | Orphanet:54595 | Craniopharyngioma |
| BRAF | Orphanet:58017 | Classic hairy cell leukemia |
| BRAF | Orphanet:626 | Large/giant congenital melanocytic nevus |
| BRAF | Orphanet:648 | Noonan syndrome |
| BRAF | Orphanet:840 | Syringocystadenoma papilliferum |
| BRAF | Orphanet:96253 | Cushing disease |
| APC | Orphanet:220460 | Attenuated familial adenomatous polyposis |
| APC | Orphanet:261584 | 5q22 microdeletion syndrome |
| APC | Orphanet:314022 | Gastric adenocarcinoma and proximal polyposis of the stomach |
| APC | Orphanet:3258 | Cenani-Lenz syndrome |
| APC | Orphanet:873 | Desmoid tumor |
| ZEB1 | Orphanet:98973 | Posterior polymorphous corneal dystrophy |
| ZEB1 | Orphanet:98974 | Fuchs endothelial corneal dystrophy |
| ERBB2 | Orphanet:213726 | Serous carcinoma of the corpus uteri |
| ERBB2 | Orphanet:2800 | Extramammary Paget disease |
| ERBB2 | Orphanet:388 | Hirschsprung disease |
| ERBB2 | Orphanet:99976 | Adenocarcinoma of the oesophagus and oesophagogastric junction |
| KRAS | Orphanet:1333 | Familial pancreatic carcinoma |
| KRAS | Orphanet:1340 | Cardiofaciocutaneous syndrome |
| KRAS | Orphanet:144 | Lynch syndrome |
| KRAS | Orphanet:146 | Differentiated thyroid carcinoma |
| KRAS | Orphanet:2396 | Encephalocraniocutaneous lipomatosis |
| KRAS | Orphanet:251615 | Pilomyxoid astrocytoma |
| KRAS | Orphanet:2612 | Linear nevus sebaceus syndrome |
| KRAS | Orphanet:268114 | RAS-associated autoimmune leukoproliferative disease |
| KRAS | Orphanet:3339 | Oculoectodermal syndrome |
| KRAS | Orphanet:648 | Noonan syndrome |
| KRAS | Orphanet:86834 | Juvenile myelomonocytic leukemia |
| BMPR1A | Orphanet:157794 | Hereditary mixed polyposis syndrome |
| BMPR1A | Orphanet:329971 | Generalized juvenile polyposis/juvenile polyposis coli |
| BMPR1A | Orphanet:440437 | Familial colorectal cancer Type X |
| BMPR1A | Orphanet:79076 | Juvenile polyposis of infancy |
| BRCA1 | Orphanet:1331 | Familial prostate cancer |
| BRCA1 | Orphanet:1333 | Familial pancreatic carcinoma |
| BRCA1 | Orphanet:145 | Hereditary breast and/or ovarian cancer syndrome |
| BRCA1 | Orphanet:168829 | Primary peritoneal carcinoma |
| BRCA1 | Orphanet:227535 | Hereditary breast cancer |
| BRCA1 | Orphanet:667662 | Breast implant-associated anaplastic large cell lymphoma |
| BRCA1 | Orphanet:694963 | Inflammatory breast cancer |
| BRCA1 | Orphanet:70567 | Cholangiocarcinoma |
| BRCA1 | Orphanet:84 | Fanconi anemia |
| BRCA2 | Orphanet:1331 | Familial prostate cancer |
| BRCA2 | Orphanet:1333 | Familial pancreatic carcinoma |
| BRCA2 | Orphanet:145 | Hereditary breast and/or ovarian cancer syndrome |
| BRCA2 | Orphanet:178 | Chordoma |
Cohort genes → proteins
66 cohort genes, 66 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| gwas_only | 6 |
| civic_only | 5 |
| multi_evidence | 55 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| BRAF | HGNC:1097 | ENSG00000157764 | P15056 | Serine/threonine-protein kinase B-raf | clinvar,civic_evidence |
| APC | HGNC:583 | ENSG00000134982 | P25054 | Adenomatous polyposis coli protein | clinvar,civic_evidence |
| ZEB1 | HGNC:11642 | ENSG00000148516 | P37275 | Zinc finger E-box-binding homeobox 1 | civic_evidence |
| BIRC7 | HGNC:13702 | ENSG00000101197 | Q96CA5 | Baculoviral IAP repeat-containing protein 7 | civic_evidence |
| ERBB2 | HGNC:3430 | ENSG00000141736 | P04626 | Receptor tyrosine-protein kinase erbB-2 | civic_evidence |
| KRAS | HGNC:6407 | ENSG00000133703 | P01116 | GTPase KRas | civic_evidence |
| POU5F1 | HGNC:9221 | ENSG00000204531 | Q01860 | POU domain, class 5, transcription factor 1 | civic_evidence |
| BMPR1A | HGNC:1076 | ENSG00000107779 | P36894 | Bone morphogenetic protein receptor type-1A | clinvar |
| BRCA1 | HGNC:1100 | ENSG00000012048 | P38398 | Breast cancer type 1 susceptibility protein | clinvar |
| BRCA2 | HGNC:1101 | ENSG00000139618 | P51587 | Breast cancer type 2 susceptibility protein | clinvar |
| STK11 | HGNC:11389 | ENSG00000118046 | Q15831 | Serine/threonine-protein kinase STK11 | clinvar |
| BUB1 | HGNC:1148 | ENSG00000169679 | O43683 | Mitotic checkpoint serine/threonine-protein kinase BUB1 | clinvar |
| BUB1B | HGNC:1149 | ENSG00000156970 | O60566 | Mitotic checkpoint serine/threonine-protein kinase BUB1 beta | clinvar |
| EPCAM | HGNC:11529 | ENSG00000119888 | P16422 | Epithelial cell adhesion molecule | clinvar |
| TP53 | HGNC:11998 | ENSG00000141510 | P04637 | Cellular tumor antigen p53 | clinvar |
| SIRAL2 | HGNC:1313 | ENSG00000100376 | Q9NWS6 | Protein FAM118A | gwas |
| TLR9 | HGNC:15633 | ENSG00000239732 | Q9NR96 | Toll-like receptor 9 | gwas |
| CHEK2 | HGNC:16627 | ENSG00000183765 | O96017 | Serine/threonine-protein kinase Chk2 | clinvar |
| RAD54B | HGNC:17228 | ENSG00000197275 | Q9Y620 | DNA repair and recombination protein RAD54B | clinvar |
| CDH1 | HGNC:1748 | ENSG00000039068 | P12830 | Cadherin-1 | clinvar |
| NISCH | HGNC:18006 | ENSG00000010322 | Q9Y2I1 | Nischarin | gwas |
| STAB1 | HGNC:18628 | ENSG00000010327 | Q9NY15 | Stabilin-1 | gwas |
| BRIP1 | HGNC:20473 | ENSG00000136492 | Q9BX63 | Fanconi anemia group J protein | clinvar |
| CTNNB1 | HGNC:2514 | ENSG00000168036 | P35222 | Catenin beta-1 | clinvar |
| PALB2 | HGNC:26144 | ENSG00000083093 | Q86YC2 | Partner and localizer of BRCA2 | clinvar |
| DCC | HGNC:2701 | ENSG00000187323 | P43146 | Netrin receptor DCC | clinvar |
| FLCN | HGNC:27310 | ENSG00000154803 | Q8NFG4 | Folliculin | clinvar |
| C11orf65 | HGNC:28519 | ENSG00000166323 | Q8NCR3 | Protein MFI | clinvar |
| DLC1 | HGNC:2897 | ENSG00000164741 | Q96QB1 | Rho GTPase-activating protein 7 | clinvar |
| EP300 | HGNC:3373 | ENSG00000100393 | Q09472 | Histone acetyltransferase p300 | clinvar |
| FANCC | HGNC:3584 | ENSG00000158169 | Q00597 | Fanconi anemia group C protein | clinvar |
| FANCE | HGNC:3586 | ENSG00000112039 | Q9HB96 | Fanconi anemia group E protein | clinvar |
| FBLN1 | HGNC:3600 | ENSG00000077942 | P23142 | Fibulin-1 | gwas |
| FGFR3 | HGNC:3690 | ENSG00000068078 | P22607 | Fibroblast growth factor receptor 3 | clinvar |
| FLT1 | HGNC:3763 | ENSG00000102755 | P17948 | Vascular endothelial growth factor receptor 1 | clinvar |
| FLT4 | HGNC:3767 | ENSG00000037280 | P35916 | Vascular endothelial growth factor receptor 3 | clinvar |
| AKT1 | HGNC:391 | ENSG00000142208 | P31749 | RAC-alpha serine/threonine-protein kinase | clinvar |
| KDR | HGNC:6307 | ENSG00000128052 | P35968 | Vascular endothelial growth factor receptor 2 | clinvar |
| SMAD4 | HGNC:6770 | ENSG00000141646 | Q13485 | SMAD family member 4 | clinvar |
| MCC | HGNC:6935 | ENSG00000171444 | P23508 | Colorectal mutant cancer protein | clinvar |
| MLH1 | HGNC:7127 | ENSG00000076242 | P40692 | DNA mismatch repair protein Mlh1 | clinvar |
| MLH3 | HGNC:7128 | ENSG00000119684 | Q9UHC1 | DNA mismatch repair protein Mlh3 | clinvar |
| MSH2 | HGNC:7325 | ENSG00000095002 | P43246 | DNA mismatch repair protein Msh2 | clinvar |
| MSH6 | HGNC:7329 | ENSG00000116062 | P52701 | DNA mismatch repair protein Msh6 | clinvar |
| MT-ND1 | HGNC:7455 | ENSG00000198888 | P03886 | NADH-ubiquinone oxidoreductase chain 1 | clinvar |
| MUTYH | HGNC:7527 | ENSG00000132781 | Q9UIF7 | Adenine DNA glycosylase | clinvar |
| NBN | HGNC:7652 | ENSG00000104320 | O60934 | Nibrin | clinvar |
| ATM | HGNC:795 | ENSG00000149311 | Q13315 | Serine-protein kinase ATM | clinvar |
| NRAS | HGNC:7989 | ENSG00000213281 | P01111 | GTPase NRas | clinvar |
| PDGFRA | HGNC:8803 | ENSG00000134853 | P16234 | Platelet-derived growth factor receptor alpha | clinvar |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| BRAF | Serine/threonine-protein kinase B-raf | Protein kinase involved in the transduction of mitogenic signals from the cell membrane to the nucleus. |
| APC | Adenomatous polyposis coli protein | Tumor suppressor. |
| ZEB1 | Zinc finger E-box-binding homeobox 1 | Acts as a transcriptional repressor. |
| BIRC7 | Baculoviral IAP repeat-containing protein 7 | Apoptotic regulator capable of exerting proapoptotic and anti-apoptotic activities and plays crucial roles in apoptosis, cell proliferation, and cell cycle control. |
| ERBB2 | Receptor tyrosine-protein kinase erbB-2 | Protein tyrosine kinase that is part of several cell surface receptor complexes, but that apparently needs a coreceptor for ligand binding. |
| KRAS | GTPase KRas | Ras proteins bind GDP/GTP and possess intrinsic GTPase activity. |
| POU5F1 | POU domain, class 5, transcription factor 1 | Transcription factor that binds to the octamer motif (5’-ATTTGCAT-3’). |
| BMPR1A | Bone morphogenetic protein receptor type-1A | On ligand binding, forms a receptor complex consisting of two type II and two type I transmembrane serine/threonine kinases. |
| BRCA1 | Breast cancer type 1 susceptibility protein | E3 ubiquitin-protein ligase that specifically mediates the formation of ‘Lys-6’-linked polyubiquitin chains and plays a central role in DNA repair by facilitating cellular responses to DNA damage. |
| BRCA2 | Breast cancer type 2 susceptibility protein | Involved in double-strand break repair and/or homologous recombination. |
| STK11 | Serine/threonine-protein kinase STK11 | Tumor suppressor serine/threonine-protein kinase that controls the activity of AMP-activated protein kinase (AMPK) family members, thereby playing a role in various processes such as cell metabolism, cell polarity, apoptosis and DNA damage… |
| BUB1 | Mitotic checkpoint serine/threonine-protein kinase BUB1 | Serine/threonine-protein kinase that performs 2 crucial functions during mitosis: it is essential for spindle-assembly checkpoint signaling and for correct chromosome alignment. |
| BUB1B | Mitotic checkpoint serine/threonine-protein kinase BUB1 beta | Essential component of the mitotic checkpoint. |
| EPCAM | Epithelial cell adhesion molecule | May act as a physical homophilic interaction molecule between intestinal epithelial cells (IECs) and intraepithelial lymphocytes (IELs) at the mucosal epithelium for providing immunological barrier as a first line of defense against mucosa… |
| TP53 | Cellular tumor antigen p53 | Multifunctional transcription factor that induces cell cycle arrest, DNA repair or apoptosis upon binding to its target DNA sequence. |
| TLR9 | Toll-like receptor 9 | Key component of innate and adaptive immunity. |
| CHEK2 | Serine/threonine-protein kinase Chk2 | Serine/threonine-protein kinase which is required for checkpoint-mediated cell cycle arrest, activation of DNA repair and apoptosis in response to the presence of DNA double-strand breaks. |
| RAD54B | DNA repair and recombination protein RAD54B | Multifunctional ATPase that could play with RAD54, a redundant role in homologous recombination (HR), a major pathway for repairing DNA double-strand breaks (DSBs), single-stranded DNA (ssDNA) gaps, and stalled or collapsed replication for… |
| CDH1 | Cadherin-1 | Cadherins are calcium-dependent cell adhesion proteins. |
| NISCH | Nischarin | Acts either as the functional imidazoline-1 receptor (I1R) candidate or as a membrane-associated mediator of the I1R signaling. |
| STAB1 | Stabilin-1 | Acts as a scavenger receptor for acetylated low density lipoprotein. |
| BRIP1 | Fanconi anemia group J protein | DNA-dependent ATPase and 5’-3’ DNA helicase required for the maintenance of chromosomal stability. |
| CTNNB1 | Catenin beta-1 | Key downstream component of the canonical Wnt signaling pathway. |
| PALB2 | Partner and localizer of BRCA2 | Plays a critical role in homologous recombination repair (HRR) through its ability to recruit BRCA2 and RAD51 to DNA breaks. |
| DCC | Netrin receptor DCC | Receptor for netrin required for axon guidance. |
| FLCN | Folliculin | Multi-functional protein, involved in both the cellular response to amino acid availability and in the regulation of glycolysis. |
| C11orf65 | Protein MFI | Acts as an inhibitor of mitochondrial fission. |
| DLC1 | Rho GTPase-activating protein 7 | Functions as a GTPase-activating protein for the small GTPases RHOA, RHOB, RHOC and CDC42, terminating their downstream signaling. |
| EP300 | Histone acetyltransferase p300 | Functions as a histone acetyltransferase and regulates transcription via chromatin remodeling. |
| FANCC | Fanconi anemia group C protein | DNA repair protein that may operate in a postreplication repair or a cell cycle checkpoint function. |
| FANCE | Fanconi anemia group E protein | As part of the Fanconi anemia (FA) complex functions in DNA cross-links repair. |
| FBLN1 | Fibulin-1 | Incorporated into fibronectin-containing matrix fibers. |
| FGFR3 | Fibroblast growth factor receptor 3 | Tyrosine-protein kinase that acts as a cell-surface receptor for fibroblast growth factors and plays an essential role in the regulation of cell proliferation, differentiation and apoptosis. |
| FLT1 | Vascular endothelial growth factor receptor 1 | Tyrosine-protein kinase that acts as a cell-surface receptor for VEGFA, VEGFB and PGF, and plays an essential role in the development of embryonic vasculature, the regulation of angiogenesis, cell survival, cell migration, macrophage funct… |
| FLT4 | Vascular endothelial growth factor receptor 3 | Tyrosine-protein kinase that acts as a cell-surface receptor for VEGFC and VEGFD, and plays an essential role in adult lymphangiogenesis and in the development of the vascular network and the cardiovascular system during embryonic developm… |
| AKT1 | RAC-alpha serine/threonine-protein kinase | AKT1 is one of 3 closely related serine/threonine-protein kinases (AKT1, AKT2 and AKT3) called the AKT kinase, and which regulate many processes including metabolism, proliferation, cell survival, growth and angiogenesis. |
| KDR | Vascular endothelial growth factor receptor 2 | Tyrosine-protein kinase that acts as a cell-surface receptor for VEGFA, VEGFC and VEGFD. |
| SMAD4 | SMAD family member 4 | In muscle physiology, plays a central role in the balance between atrophy and hypertrophy. |
| MCC | Colorectal mutant cancer protein | Candidate for the putative colorectal tumor suppressor gene located at 5q21. |
| MLH1 | DNA mismatch repair protein Mlh1 | Heterodimerizes with PMS2 to form MutL alpha, a component of the post-replicative DNA mismatch repair system (MMR). |
| MLH3 | DNA mismatch repair protein Mlh3 | Probably involved in the repair of mismatches in DNA. |
| MSH2 | DNA mismatch repair protein Msh2 | Component of the post-replicative DNA mismatch repair system (MMR). |
| MSH6 | DNA mismatch repair protein Msh6 | Component of the post-replicative DNA mismatch repair system (MMR). |
| MT-ND1 | NADH-ubiquinone oxidoreductase chain 1 | Core subunit of the mitochondrial membrane respiratory chain NADH dehydrogenase (Complex I) which catalyzes electron transfer from NADH through the respiratory chain, using ubiquinone as an electron acceptor. |
| MUTYH | Adenine DNA glycosylase | Involved in oxidative DNA damage repair. |
| NBN | Nibrin | Component of the MRN complex, which plays a central role in double-strand break (DSB) repair, DNA recombination, maintenance of telomere integrity and meiosis. |
| ATM | Serine-protein kinase ATM | Serine/threonine protein kinase which activates checkpoint signaling upon double strand breaks (DSBs), apoptosis and genotoxic stresses such as ionizing ultraviolet A light (UVA), thereby acting as a DNA damage sensor. |
| NRAS | GTPase NRas | Ras proteins bind GDP/GTP and possess intrinsic GTPase activity. |
| PDGFRA | Platelet-derived growth factor receptor alpha | Tyrosine-protein kinase that acts as a cell-surface receptor for PDGFA, PDGFB and PDGFC and plays an essential role in the regulation of embryonic development, cell proliferation, survival and chemotaxis. |
| PIK3CA | Phosphatidylinositol 4,5-bisphosphate 3-kinase catalytic subunit alpha isoform | Phosphoinositide-3-kinase (PI3K) phosphorylates phosphatidylinositol (PI) and its phosphorylated derivatives at position 3 of the inositol ring to produce 3-phosphoinositides. |
Protein-family classification
Druggable: 27 · Difficult: 12 · Unknown: 27 · Druggable fraction: 0.41
Family distribution
Cohort families vs a genome-wide background (hypergeometric, BH-FDR; fold = observed/expected). Counts kept; sorted by enrichment, so the catch-all Other/Unknown bucket no longer leads.
| Family | Genes | Fold | FDR |
|---|---|---|---|
| Kinase | 15 | 6.3× | 1e-07 |
| Phosphatase | 3 | 3.8× | 0.221 |
| Nuclear receptor | 1 | 5.8× | 0.525 |
| Complement | 1 | 4.1× | 0.547 |
| Transcription factor | 10 | 1.2× | 0.548 |
| Antibody/Immunoglobulin | 2 | 0.9× | 0.995 |
| Other/Unknown | 27 | 0.7× | 0.995 |
| Enzyme (other) | 4 | 0.7× | 0.995 |
| Scaffold/PPI | 2 | 0.5× | 0.995 |
| GPCR | 1 | 0.4× | 0.995 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| BRAF | Kinase | yes | 2.7.10.2 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, PKC_DAG/PE |
| APC | Other/Unknown | no | Armadillo, APC_rpt, SAMP | |
| ZEB1 | Transcription factor | no | HD, Di19_Zn-bd, Homeodomain-like_sf | |
| BIRC7 | Transcription factor | no | BIR_rpt, Znf_RING, Znf_RING/FYVE/PHD | |
| ERBB2 | Kinase | yes | 2.7.10.1 | Rcpt_L-dom, Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom |
| KRAS | Enzyme (other) | yes | 3.6.5.2 | Small_GTPase, Small_GTP-bd, Small_GTPase_Ras-type |
| POU5F1 | Transcription factor | no | POU_dom, HD, Homeodomain-like_sf | |
| BMPR1A | Kinase | yes | 2.7.10.2 | TGFB_receptor, Activin_recp, Prot_kinase_dom |
| BRCA1 | Transcription factor | no | 2.3.2.27 | BRCT_dom, Znf_RING, BRCA1 |
| BRCA2 | Other/Unknown | no | BRCA2_repeat, NA-bd_OB-fold, BRCA2_OB_1 | |
| STK11 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, Ser/Thr_kinase_AS, Kinase-like_dom_sf |
| BUB1 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, Ser/Thr_kinase_AS, Kinase-like_dom_sf |
| BUB1B | Kinase | yes | 2.7.11.1 | Kinase-like_dom_sf, Mad3/Bub1_I, Bub1/Mad3 |
| EPCAM | Enzyme (other) | yes | 2.4.1.37 | Thyroglobulin_1, Thyroglobulin_1_sf, EpCAM_N |
| TP53 | Transcription factor | no | p53_tumour_suppressor, p53-like_TF_DNA-bd_sf, p53_tetrameristn | |
| SIRAL2 | Other/Unknown | no | FAM118 | |
| TLR9 | Other/Unknown | no | TIR_dom, Leu-rich_rpt, Leu-rich_rpt_typical-subtyp | |
| CHEK2 | Kinase | yes | 2.7.11.1 | FHA_dom, Prot_kinase_dom, Ser/Thr_kinase_AS |
| RAD54B | Enzyme (other) | yes | 3.6.4.B9 | SNF2_N, Helicase_C-like, Helicase_ATP-bd |
| CDH1 | Other/Unknown | no | Cadherin_Y-type_LIR, Cadherin-like_dom, Cadherin_pro_dom | |
| NISCH | Other/Unknown | no | Leu-rich_rpt, PX_dom, LRR_dom_sf | |
| STAB1 | Other/Unknown | no | Link_dom, EGF, FAS1_domain | |
| BRIP1 | Enzyme (other) | yes | 3.6.4.12 | Helicase-like_DEXD_c2, ATP-dep_Helicase_C, RAD3-like_helicase_DEAD |
| CTNNB1 | Other/Unknown | no | Armadillo, ARM-like, Beta-catenin | |
| PALB2 | Scaffold/PPI | no | WD40/YVTN_repeat-like_dom_sf, PALB2_WD40, WD40_repeat_dom_sf | |
| DCC | Antibody/Immunoglobulin | yes | Ig_sub2, Ig_sub, FN3_dom | |
| FLCN | Other/Unknown | no | Folliculin, Folliculin_DENN, Folliculin/SMCR8_longin | |
| C11orf65 | Other/Unknown | no | ||
| DLC1 | Other/Unknown | no | RhoGAP_dom, SAM, START_lipid-bd_dom | |
| EP300 | Transcription factor | no | 2.3.1.48 | Znf_TAZ, Znf_ZZ, Bromodomain |
| FANCC | Other/Unknown | no | FANCC | |
| FANCE | Other/Unknown | no | Fanconi_anaemia_gr_E_prot_C, FANCE | |
| FBLN1 | Complement | yes | Anaphylatoxin/fibulin, EGF-type_Asp/Asn_hydroxyl_site, EGF | |
| FGFR3 | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Ig_sub2 |
| FLT1 | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Tyr_kinase_rcpt_3_CS |
| FLT4 | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Tyr_kinase_rcpt_3_CS |
| AKT1 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, AGC-kinase_C, PH_domain |
| KDR | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Tyr_kinase_rcpt_3_CS |
| SMAD4 | Other/Unknown | no | SMAD_dom, MAD_homology1_Dwarfin-type, SMAD_FHA_dom_sf | |
| MCC | Scaffold/PPI | no | USHBP1_PDZ-bd, USBP1-like | |
| MLH1 | Other/Unknown | no | MutL/Mlh/PMS, DNA_mismatch_S5_2-like, Ribsml_uS5_D2-typ_fold_subgr | |
| MLH3 | Other/Unknown | no | MutL/Mlh/PMS, DNA_mismatch_S5_2-like, Ribsml_uS5_D2-typ_fold_subgr | |
| MSH2 | Other/Unknown | no | DNA_mismatch_repair_MutS_C, DNA_mismatch_repair_MutS-lik_N, DNA_mismatch_repair_MutS_core | |
| MSH6 | Other/Unknown | no | PWWP_dom, DNA_mismatch_repair_MutS_C, DNA_mismatch_repair_MutS-lik_N | |
| MT-ND1 | Other/Unknown | no | NADH_UbQ_OxRdtase_su1/FPO, NADH_UbQ_OxRdtase_su1_CS | |
| MUTYH | Other/Unknown | no | NUDIX_hydrolase_dom, HhH_motif, HhH-GPD_domain | |
| NBN | Other/Unknown | no | FHA_dom, BRCT_dom, SMAD_FHA_dom_sf | |
| ATM | Kinase | yes | 2.7.11.1 | PI3/4_kinase_cat_dom, PIK-rel_kinase_FAT, FATC_dom |
| NRAS | Other/Unknown | no | Small_GTPase, Small_GTP-bd, Small_GTPase_Ras-type | |
| PDGFRA | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Tyr_kinase_rcpt_3_CS |
Expression context
Cohort genes with no expression data: 0.
64 cohort genes are a single-cell marker in ≥1 SCXA experiment.
Breadth distribution (Bgee present_calls)
| Bucket | Genes |
|---|---|
| narrow (1-5 tissues) | 0 |
| moderate (6-20) | 0 |
| broad (>20) | 66 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| ventricular zone | 11 |
| primordial germ cell in gonad | 9 |
| calcaneal tendon | 8 |
| secondary oocyte | 8 |
| male germ line stem cell (sensu Vertebrata) in testis | 8 |
| right testis | 6 |
| colonic epithelium | 5 |
| adrenal tissue | 5 |
| ganglionic eminence | 5 |
| oocyte | 5 |
| buccal mucosa cell | 4 |
| sural nerve | 4 |
| left testis | 4 |
| cerebellar hemisphere | 4 |
| right hemisphere of cerebellum | 4 |
| right uterine tube | 3 |
| gingival epithelium | 3 |
| pericardium | 3 |
| monocyte | 3 |
| tendon | 2 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| BRAF | 265 | ubiquitous | marker | buccal mucosa cell, colonic epithelium, calcaneal tendon |
| APC | 297 | ubiquitous | marker | substantia nigra pars compacta, substantia nigra pars reticulata, medial globus pallidus |
| ZEB1 | 287 | ubiquitous | marker | calcaneal tendon, colonic epithelium, tendon |
| BIRC7 | 109 | tissue_specific | marker | adrenal tissue, tibial nerve, sural nerve |
| ERBB2 | 276 | ubiquitous | marker | lower esophagus mucosa, right uterine tube, sural nerve |
| KRAS | 298 | ubiquitous | marker | trigeminal ganglion, pylorus, nipple |
| POU5F1 | 132 | tissue_specific | marker | primordial germ cell in gonad, right uterine tube, metanephros cortex |
| BMPR1A | 284 | ubiquitous | marker | secondary oocyte, calcaneal tendon, saphenous vein |
| BRCA1 | 208 | ubiquitous | marker | ventricular zone, male germ line stem cell (sensu Vertebrata) in testis, primordial germ cell in gonad |
| BRCA2 | 184 | ubiquitous | marker | male germ line stem cell (sensu Vertebrata) in testis, secondary oocyte, ventricular zone |
| STK11 | 238 | ubiquitous | marker | left testis, right testis, hindlimb stylopod muscle |
| BUB1 | 185 | ubiquitous | marker | ventricular zone, primordial germ cell in gonad, ganglionic eminence |
| BUB1B | 210 | ubiquitous | marker | secondary oocyte, oocyte, ventricular zone |
| EPCAM | 253 | broad | marker | jejunal mucosa, colonic mucosa, mucosa of sigmoid colon |
| TP53 | 223 | ubiquitous | marker | ventricular zone, ganglionic eminence, tendon of biceps brachii |
| SIRAL2 | 239 | ubiquitous | marker | right testis, left testis, gall bladder |
| TLR9 | 119 | tissue_specific | marker | blood, granulocyte, lymph node |
| CHEK2 | 183 | ubiquitous | marker | primordial germ cell in gonad, lower esophagus mucosa, male germ line stem cell (sensu Vertebrata) in testis |
| RAD54B | 201 | ubiquitous | yes | right uterine tube, primordial germ cell in gonad, male germ line stem cell (sensu Vertebrata) in testis |
| CDH1 | 245 | broad | marker | jejunal mucosa, esophagus squamous epithelium, gingival epithelium |
| NISCH | 293 | ubiquitous | marker | middle temporal gyrus, right hemisphere of cerebellum, cerebellar hemisphere |
| STAB1 | 233 | broad | marker | spleen, right adrenal gland cortex, right adrenal gland |
| BRIP1 | 181 | ubiquitous | marker | ventricular zone, primordial germ cell in gonad, male germ line stem cell (sensu Vertebrata) in testis |
| CTNNB1 | 295 | ubiquitous | marker | adrenal tissue, ventricular zone, periodontal ligament |
| PALB2 | 232 | ubiquitous | yes | secondary oocyte, buccal mucosa cell, oocyte |
| DCC | 154 | broad | marker | cortical plate, right testis, left testis |
| FLCN | 261 | ubiquitous | marker | buccal mucosa cell, right hemisphere of cerebellum, cerebellar hemisphere |
| C11orf65 | 163 | ubiquitous | marker | sperm, left testis, right testis |
| DLC1 | 268 | ubiquitous | marker | adrenal tissue, lower lobe of lung, sural nerve |
| EP300 | 292 | ubiquitous | marker | colonic epithelium, adrenal tissue, bone marrow cell |
Protein interactions among cohort
Intra-cohort edges: 170.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| TP53 | 22,736 |
| AKT1 | 16,601 |
| CTNNB1 | 15,668 |
| KRAS | 14,509 |
| PTEN | 11,626 |
| EP300 | 10,122 |
| ERBB2 | 9,659 |
| BRCA1 | 9,064 |
| CDH1 | 8,738 |
| PPARG | 7,747 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| AKT1 | ATM | intact |
| AKT1 | DLC1 | string_interaction |
| AKT1 | FANCC | intact |
| AKT1 | FANCE | intact |
| AKT1 | MLH3 | biogrid_interaction, intact |
| AKT1 | MUTYH | intact |
| AKT1 | PIK3CA | biogrid_interaction, string_interaction |
| AKT1 | PTEN | string_interaction |
| APC | AXIN2 | string_interaction |
| APC | CTNNB1 | intact, string_interaction |
| ATM | BARD1 | string_interaction |
| ATM | BRCA1 | string_interaction |
| ATM | BRCA2 | string_interaction |
| ATM | CHEK2 | string_interaction |
| ATM | MLH1 | string_interaction |
| ATM | MSH2 | string_interaction |
| ATM | MSH6 | string_interaction |
| ATM | NBN | biogrid_interaction, string_interaction |
| ATM | STK11 | string_interaction |
| ATM | TP53 | biogrid_interaction, string_interaction |
| ATM | ZEB1 | biogrid_interaction |
| AXIN2 | BARD1 | intact |
| AXIN2 | CTNNB1 | intact, string_interaction |
| AXIN2 | SMAD4 | intact |
| BARD1 | BRCA1 | biogrid_interaction, intact, string_interaction |
| BARD1 | BRCA2 | string_interaction |
| BARD1 | BRIP1 | biogrid_interaction |
| BARD1 | CHEK2 | string_interaction |
| BARD1 | PALB2 | string_interaction |
| BARD1 | RAD51C | string_interaction |
| BMPR1A | SMAD4 | string_interaction |
| BRAF | BRCA2 | biogrid_interaction |
| BRAF | KRAS | biogrid_interaction, intact, string_interaction |
| BRAF | MLH1 | string_interaction |
| BRAF | NRAS | biogrid_interaction, intact, string_interaction |
| BRAF | PIK3CA | biogrid_interaction, string_interaction |
| BRAF | PMS2 | string_interaction |
| BRAF | POLE | intact |
| BRAF | PTEN | biogrid_interaction, string_interaction |
| BRAF | TP53 | string_interaction |
| BRCA1 | BRCA2 | string_interaction |
| BRCA1 | BRIP1 | biogrid_interaction, intact, string_interaction |
| BRCA1 | CHEK2 | string_interaction |
| BRCA1 | FANCE | intact, string_interaction |
| BRCA1 | MLH1 | string_interaction |
| BRCA1 | MSH2 | string_interaction |
| BRCA1 | MSH6 | string_interaction |
| BRCA1 | NBN | string_interaction |
| BRCA1 | PALB2 | biogrid_interaction, intact, string_interaction |
| BRCA1 | PMS2 | string_interaction |
Structural data
PDB: 60 · AlphaFold-only: 6 · No structure: 0
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| KRAS | P01116 | 511 |
| PPARG | P37231 | 380 |
| TP53 | P04637 | 313 |
| PIK3CA | P42336 | 135 |
| BRAF | P15056 | 131 |
| ERBB2 | P04626 | 63 |
| EP300 | Q09472 | 60 |
| KDR | P35968 | 54 |
| CTNNB1 | P35222 | 50 |
| AKT1 | P31749 | 43 |
| CHEK2 | O96017 | 38 |
| BAX | Q07812 | 37 |
| NRAS | P01111 | 35 |
| BRCA1 | P38398 | 33 |
| APC | P25054 | 31 |
| MSH2 | P43246 | 30 |
| CDH1 | P12830 | 22 |
| POLE | Q07864 | 18 |
| RAD51C | O43502 | 17 |
| POU5F1 | Q01860 | 16 |
| FGFR3 | P22607 | 15 |
| PDGFRA | P16234 | 15 |
| BRCA2 | P51587 | 14 |
| ATM | Q13315 | 14 |
| REV3L | O60673 | 14 |
| BIRC7 | Q96CA5 | 13 |
| FLT1 | P17948 | 12 |
| SMAD4 | Q13485 | 12 |
| PTEN | P60484 | 12 |
| BMPR1A | P36894 | 11 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| SIRAL2 | Q9NWS6 | 83.77 |
| PDGFRL | Q15198 | 83.54 |
| FBLN1 | P23142 | 79.49 |
| C11orf65 | Q8NCR3 | 74.69 |
| STAB1 | Q9NY15 | 68.00 |
| MLH3 | Q9UHC1 | 56.14 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 648. Enrichment computed across 66 evidence-associated genes (61 with Reactome annotation).
Pathways by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 61 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| Diseases of DNA repair | 8 | 74.9× | 3e-11 | BRCA1, BRCA2, MLH1, MSH2, MSH6, NBN, ATM, BARD1 |
| Impaired BRCA2 binding to PALB2 | 8 | 59.9× | 9e-11 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| Defective homologous recombination repair (HRR) due to BRCA1 loss of function | 8 | 55.5× | 9e-11 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| Defective HDR through Homologous Recombination Repair (HRR) due to PALB2 loss of BRCA1 binding function | 8 | 55.5× | 9e-11 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| Defective HDR through Homologous Recombination Repair (HRR) due to PALB2 loss of BRCA2/RAD51/RAD51C binding function | 8 | 55.5× | 9e-11 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| HDR through Homologous Recombination (HRR) | 10 | 31.2× | 9e-11 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, POLD1, POLE (+2 more) |
| Resolution of D-loop Structures through Synthesis-Dependent Strand Annealing (SDSA) | 8 | 51.6× | 1e-10 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| Homologous DNA Pairing and Strand Exchange | 8 | 49.9× | 2e-10 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| Resolution of D-loop Structures through Holliday Junction Intermediates | 8 | 39.4× | 1e-09 | BRCA1, BRCA2, BRIP1, PALB2, NBN, ATM, BARD1, RAD51C |
| Presynaptic phase of homologous DNA pairing and strand exchange | 7 | 31.2× | 1e-07 | BRCA1, BRCA2, BRIP1, NBN, ATM, BARD1, RAD51C |
| Defective homologous recombination repair (HRR) due to PALB2 loss of function | 5 | 78.0× | 2e-07 | BRCA1, BRCA2, NBN, ATM, BARD1 |
| Mismatch repair (MMR) directed by MSH2:MSH6 (MutSalpha) | 5 | 66.9× | 3e-07 | MLH1, MSH2, MSH6, PMS2, POLD1 |
| Diseases of DNA Double-Strand Break Repair | 5 | 66.9× | 3e-07 | BRCA1, BRCA2, NBN, ATM, BARD1 |
| Defective homologous recombination repair (HRR) due to BRCA2 loss of function | 5 | 66.9× | 3e-07 | BRCA1, BRCA2, NBN, ATM, BARD1 |
| Resolution of D-Loop Structures | 5 | 52.0× | 1e-06 | BRCA1, BRCA2, NBN, ATM, BARD1 |
| Impaired BRCA2 binding to RAD51 | 6 | 30.4× | 1e-06 | BRCA1, BRCA2, BRIP1, NBN, ATM, BARD1 |
| TP53 Regulates Transcription of DNA Repair Genes | 7 | 20.8× | 1e-06 | BRCA1, TP53, FANCC, MLH1, MSH2, ATM, PMS2 |
| Regulation of TP53 Activity through Phosphorylation | 8 | 15.4× | 1e-06 | BRCA1, STK11, TP53, CHEK2, BRIP1, NBN, ATM, BARD1 |
| Meiosis | 6 | 28.1× | 2e-06 | BRCA1, BRCA2, MLH1, MLH3, NBN, ATM |
| DNA Repair | 8 | 12.9× | 5e-06 | BRCA1, BRCA2, MLH1, MSH2, MSH6, NBN, ATM, BARD1 |
| Constitutive Signaling by Overexpressed ERBB2 | 4 | 62.4× | 1e-05 | ERBB2, KRAS, NRAS, PTPN12 |
| Meiotic recombination | 7 | 14.9× | 1e-05 | BRCA1, BRCA2, MLH1, MLH3, NBN, ATM, RAD51C |
| Signaling by PDGFRA transmembrane, juxtamembrane and kinase domain mutants | 4 | 57.6× | 1e-05 | KRAS, NRAS, PDGFRA, PIK3CA |
| Signaling by PDGFRA extracellular domain mutants | 4 | 57.6× | 1e-05 | KRAS, NRAS, PDGFRA, PIK3CA |
| Transcriptional Regulation by TP53 | 9 | 9.2× | 1e-05 | BRCA1, STK11, AKT1, MLH1, MSH2, NBN, ATM, BARD1 (+1 more) |
| Mismatch Repair | 3 | 140.4× | 1e-05 | MLH1, MSH2, MSH6 |
| Diseases of Mismatch Repair (MMR) | 3 | 140.4× | 1e-05 | MLH1, MSH2, MSH6 |
| G2/M DNA damage checkpoint | 7 | 13.8× | 2e-05 | BRCA1, TP53, CHEK2, BRIP1, NBN, ATM, BARD1 |
| Mismatch repair (MMR) directed by MSH2:MSH3 (MutSbeta) | 4 | 53.5× | 2e-05 | MLH1, MSH2, PMS2, POLD1 |
| Reproduction | 6 | 18.7× | 2e-05 | BRCA1, BRCA2, MLH1, MLH3, NBN, ATM |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 64 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| homologous recombination | 5 | 109.7× | 3e-07 | BRCA1, RAD54B, BRIP1, NBN, BARD1 |
| mismatch repair | 6 | 60.8× | 3e-07 | MLH1, MLH3, MSH2, MSH6, MUTYH, PMS2 |
| double-strand break repair | 8 | 25.4× | 4e-07 | BRCA1, BRCA2, TP53, CHEK2, BRIP1, MSH2, NBN, ATM |
| double-strand break repair via homologous recombination | 8 | 19.5× | 2e-06 | BRCA1, BRCA2, RAD54B, PALB2, NBN, ATM, RAD51C, REV3L |
| protein autophosphorylation | 8 | 18.2× | 3e-06 | STK11, CHEK2, FLT1, FLT4, AKT1, KDR, ATM, PDGFRA |
| somitogenesis | 6 | 35.1× | 4e-06 | BMPR1A, TP53, PALB2, EP300, ATM, AXIN2 |
| intrinsic apoptotic signaling pathway in response to DNA damage | 6 | 30.4× | 7e-06 | BRCA1, CHEK2, MLH1, MSH6, ATM, BAX |
| positive regulation of gene expression | 12 | 7.3× | 1e-05 | BRAF, BMPR1A, BRCA1, TP53, TLR9, CTNNB1, FBLN1, AKT1 (+4 more) |
| intrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator | 5 | 38.7× | 2e-05 | BRCA2, TP53, CHEK2, EP300, MSH2 |
| somatic recombination of immunoglobulin gene segments | 3 | 197.5× | 3e-05 | MSH2, MSH6, PMS2 |
| somatic hypermutation of immunoglobulin genes | 4 | 65.8× | 4e-05 | MLH1, MSH2, MSH6, PMS2 |
| determination of adult lifespan | 5 | 33.8× | 4e-05 | TP53, RAD54B, MSH2, MSH6, ATM |
| peptidyl-tyrosine phosphorylation | 5 | 32.9× | 4e-05 | ERBB2, FLT1, FLT4, KDR, PDGFRA |
| cellular response to indole-3-methanol | 3 | 158.0× | 5e-05 | BRCA1, CDH1, CTNNB1 |
| ovarian follicle development | 5 | 30.6× | 5e-05 | FANCE, KDR, SMAD4, ATM, BAX |
| regulation of signal transduction by p53 class mediator | 5 | 29.9× | 5e-05 | STK11, CHEK2, EP300, AKT1, ATM |
| DNA repair | 9 | 9.0× | 5e-05 | BRCA1, BRIP1, FANCC, MSH2, MSH6, MUTYH, POLD1, BARD1 (+1 more) |
| isotype switching | 4 | 52.7× | 6e-05 | MLH1, MSH2, MSH6, NBN |
| DNA damage response, signal transduction by p53 class mediator | 5 | 28.0× | 6e-05 | BRCA2, TP53, CHEK2, NBN, ATM |
| intrinsic apoptotic signaling pathway | 5 | 28.0× | 6e-05 | TP53, FLCN, MSH6, NBN, BAX |
| positive regulation of isotype switching to IgA isotypes | 3 | 131.7× | 6e-05 | MLH1, MSH2, PMS2 |
| positive regulation of MAPK cascade | 8 | 10.1× | 7e-05 | TLR9, CTNNB1, ERBB2, FGFR3, FLT1, FLT4, KDR, PTPRJ |
| regulation of cell cycle | 8 | 9.3× | 1e-04 | BRCA1, STK11, TP53, BIRC7, NBN, ATM, BARD1, BAX |
| DNA strand resection involved in replication fork processing | 3 | 98.7× | 2e-04 | BRCA1, NBN, BARD1 |
| MAPK cascade | 6 | 14.4× | 2e-04 | BRAF, BMPR1A, CTNNB1, FGFR3, KRAS, NRAS |
| mitotic spindle assembly checkpoint signaling | 4 | 35.1× | 2e-04 | APC, BUB1, BUB1B, ATM |
| reciprocal meiotic recombination | 4 | 35.1× | 2e-04 | RAD54B, MLH3, ATM, RAD51C |
| cellular response to vascular endothelial growth factor stimulus | 4 | 35.1× | 2e-04 | FLT1, FLT4, AKT1, KDR |
| epidermal growth factor receptor signaling pathway | 5 | 19.4× | 3e-04 | BRAF, CTNNB1, ERBB2, AKT1, PIK3CA |
| positive regulation of transforming growth factor beta receptor signaling pathway | 4 | 32.9× | 3e-04 | STK11, FLCN, EP300, SMAD4 |
Therapeutics
Drugs indicated for this disease
1 approved, 5 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
| Drug | Development status |
|---|---|
| Capecitabine | Approved (phase 4) |
| Celecoxib | Phase 3 (in late-stage trials) |
| Cetuximab | Phase 3 (in late-stage trials) |
| Fluorouracil | Phase 3 (in late-stage trials) |
| Irinotecan | Phase 3 (in late-stage trials) |
| Oxaliplatin | Phase 3 (in late-stage trials) |
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Ipilimumab, Nivolumab, Palbociclib, Relatlimab, Tecemotide, Tipiracil, Trastuzumab, Trifluridine, Tucatinib.
Drug target analysis
Approved (phase 4): 24 · Phase ≥3: 25 · Phased (≥1): 29 · Undrugged: 37
Druggability breadth: 44 of 66 evidence-associated genes (67%) have a ChEMBL target (buckets above are over the deeply-mined display cohort).
Genes with an approved drug
The molecule shown is one approved compound that hits the gene — not necessarily a drug of choice or one indicated for this disease.
| Symbol | Example approved molecule |
|---|---|
| BRAF | VEMURAFENIB |
| ERBB2 | CLOTRIMAZOLE |
| KRAS | VEMURAFENIB |
| POU5F1 | FAMOTIDINE |
| BMPR1A | MOMELOTINIB |
| BRCA1 | RIBOFLAVIN |
| STK11 | FEDRATINIB |
| BUB1 | GILTERITINIB |
| BUB1B | CERITINIB |
| TP53 | NITROFURANTOIN |
| TLR9 | HYDROXYCHLOROQUINE |
| CHEK2 | NERATINIB |
| NISCH | TIZANIDINE |
| CTNNB1 | DITHIAZANINE IODIDE |
| FGFR3 | PONATINIB |
| FLT1 | PONATINIB |
| FLT4 | FEDRATINIB |
| AKT1 | CAPIVASERTIB |
| KDR | VANDETANIB |
| ATM | AMIODARONE HYDROCHLORIDE |
| PDGFRA | PONATINIB |
| PIK3CA | IDELALISIB |
| PPARG | METHYLENE BLUE ANHYDROUS |
| PTGER3 | LAROPIPRANT |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| TP53 | 196 | 4 |
| KDR | 172 | 4 |
| ERBB2 | 83 | 4 |
| PPARG | 83 | 4 |
| FLT1 | 77 | 4 |
| PDGFRA | 77 | 4 |
| FLT4 | 72 | 4 |
| PIK3CA | 67 | 4 |
| FGFR3 | 64 | 4 |
| BRAF | 48 | 4 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| VEMURAFENIB | 4 | BRAF, KDR, KRAS |
| PONATINIB | 4 | BRAF, ERBB2, FGFR3, FLT1, KDR, PDGFRA |
| FEDRATINIB | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| SORAFENIB | 4 | BRAF, ERBB2, FGFR3, FLT1, FLT4, KDR |
| DASATINIB ANHYDROUS | 4 | BRAF |
| RUXOLITINIB | 4 | BRAF |
| INFIGRATINIB PHOSPHATE | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| INFIGRATINIB | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| REGORAFENIB | 4 | BRAF, FLT1, FLT4, KDR, PDGFRA |
| DABRAFENIB | 4 | BRAF, KRAS |
| COBIMETINIB | 4 | BRAF |
| NILOTINIB | 4 | BRAF, PDGFRA |
| ABEMACICLIB | 4 | BRAF, KDR |
| ENCORAFENIB | 4 | BRAF |
| TOVORAFENIB | 4 | BRAF |
| PAZOPANIB | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| DASATINIB | 4 | BMPR1A, BRAF, ERBB2, FGFR3, FLT1, KDR |
| ERLOTINIB | 4 | BRAF, BUB1, ERBB2, FLT1, FLT4, KDR |
| GEFITINIB | 4 | BRAF, CHEK2, ERBB2, FLT4, KDR |
| IMATINIB | 4 | BRAF, ERBB2, KDR, PDGFRA |
| CLOTRIMAZOLE | 4 | ERBB2, TP53 |
| ERLOTINIB HYDROCHLORIDE | 4 | ERBB2 |
| AFATINIB | 4 | ERBB2 |
| LAPATINIB DITOSYLATE | 4 | ERBB2 |
| NERATINIB | 4 | CHEK2, ERBB2, KDR |
| IBRUTINIB | 4 | ERBB2, KDR |
| AFATINIB DIMALEATE | 4 | ERBB2 |
| CABOZANTINIB | 4 | ERBB2, FLT1, FLT4, KDR |
| DACOMITINIB | 4 | ERBB2 |
| DACOMITINIB ANHYDROUS | 4 | ERBB2 |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 27.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| KDR | 2,687 | Binding:2594, Functional:64, ADMET:27, Toxicity:2 |
| PIK3CA | 2,034 | Binding:2009, ADMET:19, Toxicity:4, Functional:2 |
| PPARG | 2,033 | Binding:1593, Functional:380, ADMET:56, Toxicity:3, Unclassified:1 |
| AKT1 | 1,942 | Binding:1900, Functional:34, ADMET:7, Toxicity:1 |
| BRAF | 1,442 | Binding:1400, Functional:37, ADMET:5 |
| ERBB2 | 1,221 | Binding:1136, Functional:79, ADMET:6 |
| PDGFRA | 1,172 | Binding:1160, Functional:8, ADMET:4 |
| FGFR3 | 975 | Binding:948, Functional:18, ADMET:9 |
| FLT1 | 896 | Binding:852, Functional:38, ADMET:6 |
| TP53 | 869 | Binding:775, ADMET:83, Functional:10, Toxicity:1 |
| KRAS | 861 | Binding:829, Functional:32 |
| EP300 | 767 | Binding:763, Functional:3, ADMET:1 |
| FLT4 | 717 | Binding:683, Functional:32, ADMET:2 |
| CHEK2 | 690 | Binding:687, Functional:2, ADMET:1 |
| CTNNB1 | 361 | Binding:358, Functional:3 |
| STK11 | 244 | Binding:244 |
| ATM | 240 | Binding:233, Functional:5, ADMET:2 |
| PTGER3 | 194 | Binding:140, Functional:51, ADMET:3 |
| BMPR1A | 169 | Binding:166, ADMET:3 |
| TLR9 | 132 | Binding:125, Functional:7 |
| BUB1 | 86 | Binding:84, Functional:2 |
| BAX | 49 | Binding:47, Functional:2 |
| NISCH | 38 | Binding:38 |
| POU5F1 | 36 | Binding:36 |
| APC | 24 | Binding:24 |
| CDH1 | 18 | Binding:18 |
| NRAS | 18 | Binding:18 |
| PTPN12 | 18 | Binding:13, ADMET:4, Functional:1 |
| BIRC7 | 14 | Binding:13, Functional:1 |
| AXIN2 | 14 | Binding:14 |
| BRCA1 | 13 | Binding:9, Functional:4 |
| BUB1B | 12 | Binding:12 |
| MSH6 | 10 | Binding:10 |
| MSH2 | 9 | Binding:9 |
| POLD1 | 8 | Binding:8 |
| PTEN | 8 | Binding:8 |
| SMAD4 | 6 | Binding:6 |
| MT-ND1 | 5 | Binding:5 |
| PTPRJ | 5 | Binding:4, ADMET:1 |
| NBN | 2 | Binding:2 |
| EPCAM | 1 | Binding:1 |
| MUTYH | 1 | Functional:1 |
| PMS2 | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| BRAF | 2.7.10.2, 2.7.11.1 | non-specific protein-tyrosine kinase, non-specific serine/threonine protein kinase |
| ERBB2 | 2.7.10.1 | receptor protein-tyrosine kinase |
| KRAS | 3.6.5.2 | small monomeric GTPase |
| BMPR1A | 2.7.10.2 | non-specific protein-tyrosine kinase |
| BRCA1 | 2.3.2.27 | RING-type E3 ubiquitin transferase |
| STK11 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| BUB1 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| BUB1B | 2.7.11.1 | non-specific serine/threonine protein kinase |
| EPCAM | 2.4.1.37, 2.4.1.40 | fucosylgalactoside 3-alpha-galactosyltransferase, glycoprotein-fucosylgalactoside alpha-N-acetylgalactosaminyltransferase |
| CHEK2 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| RAD54B | 3.6.4.B9 | |
| BRIP1 | 3.6.4.12 | DNA helicase |
| EP300 | 2.3.1.48 | histone acetyltransferase |
| FGFR3 | 2.7.10.1 | receptor protein-tyrosine kinase |
| FLT1 | 2.7.10.1 | receptor protein-tyrosine kinase |
| FLT4 | 2.7.10.1 | receptor protein-tyrosine kinase |
| AKT1 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| KDR | 2.7.10.1 | receptor protein-tyrosine kinase |
| ATM | 2.7.11.1 | non-specific serine/threonine protein kinase |
| PDGFRA | 2.7.10.1 | receptor protein-tyrosine kinase |
| PIK3CA | 2.7.1.137, 2.7.1.153, 2.7.11.1 | phosphatidylinositol 3-kinase, phosphatidylinositol-4,5-bisphosphate 3-kinase, non-specific serine/threonine protein kinase |
| POLD1 | 2.7.7.7 | DNA-directed DNA polymerase |
| POLE | 2.7.7.7 | DNA-directed DNA polymerase |
| BARD1 | 2.3.2.27 | RING-type E3 ubiquitin transferase |
| PTEN | 3.1.3.16, 3.1.3.67 | protein-serine/threonine phosphatase, phosphatidylinositol-3,4,5-trisphosphate 3-phosphatase |
| PTPN12 | 3.1.3.16, 3.1.3.48 | protein-serine/threonine phosphatase, protein-tyrosine-phosphatase |
| PTPRJ | 3.1.3.48 | protein-tyrosine-phosphatase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| BRAF | 1,442 |
| ERBB2 | 1,221 |
| KRAS | 861 |
| BMPR1A | 169 |
| STK11 | 244 |
| TP53 | 869 |
| TLR9 | 132 |
| CHEK2 | 690 |
| CTNNB1 | 361 |
| EP300 | 767 |
| FGFR3 | 975 |
| FLT1 | 896 |
| FLT4 | 717 |
| AKT1 | 1,942 |
| KDR | 2,687 |
| ATM | 240 |
| PDGFRA | 1,172 |
| PIK3CA | 2,034 |
| PPARG | 2,033 |
| PTGER3 | 194 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 66; with CPIC/DPWG dosing guidelines: 0.
No cohort gene has a CPIC/DPWG genotype-guided dosing guideline (PharmGKB).
Drug repurposing candidates
27 approved/phased drugs hit cohort targets but don’t yet appear in disease-level clinical trials. Target-inhibition rationale is strongest for cancer driver genes; a bioactivity hit is a screening signal, not a treatment claim.
| Compound | Max phase | Cohort target (bioactivity) |
|---|---|---|
| VEMURAFENIB | 4 | BRAF, KDR, KRAS |
| PONATINIB | 4 | BRAF, ERBB2, FGFR3, FLT1, KDR, PDGFRA |
| FEDRATINIB | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| SORAFENIB | 4 | BRAF, ERBB2, FGFR3, FLT1, FLT4, KDR |
| DASATINIB ANHYDROUS | 4 | BRAF |
| RUXOLITINIB | 4 | BRAF |
| INFIGRATINIB PHOSPHATE | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| INFIGRATINIB | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| REGORAFENIB | 4 | BRAF, FLT1, FLT4, KDR, PDGFRA |
| DABRAFENIB | 4 | BRAF, KRAS |
| COBIMETINIB | 4 | BRAF |
| NILOTINIB | 4 | BRAF, PDGFRA |
| TOVORAFENIB | 4 | BRAF |
| PAZOPANIB | 4 | BRAF, FGFR3, FLT1, FLT4, KDR, PDGFRA |
| DASATINIB | 4 | BMPR1A, BRAF, ERBB2, FGFR3, FLT1, KDR |
| ERLOTINIB | 4 | BRAF, BUB1, ERBB2, FLT1, FLT4, KDR |
| GEFITINIB | 4 | BRAF, CHEK2, ERBB2, FLT4, KDR |
| IMATINIB | 4 | BRAF, ERBB2, KDR, PDGFRA |
| CLOTRIMAZOLE | 4 | ERBB2, TP53 |
| AFATINIB | 4 | ERBB2 |
| LAPATINIB DITOSYLATE | 4 | ERBB2 |
| NERATINIB | 4 | CHEK2, ERBB2, KDR |
| IBRUTINIB | 4 | ERBB2, KDR |
| AFATINIB DIMALEATE | 4 | ERBB2 |
| CABOZANTINIB | 4 | ERBB2, FLT1, FLT4, KDR |
| DACOMITINIB | 4 | ERBB2 |
| DACOMITINIB ANHYDROUS | 4 | ERBB2 |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 24 | BRAF, ERBB2, KRAS, POU5F1, BMPR1A, BRCA1, STK11, BUB1, BUB1B, TP53 (+14 more) |
| B | Phased (≥1) drug, not yet approved | 5 | BIRC7, EP300, MSH6, NRAS, BAX |
| C | Druggable family + PDB, no drug | 7 | EPCAM, RAD54B, BRIP1, DCC, PTEN, PTPN12, PTPRJ |
| D | Druggable family + AlphaFold only, no drug | 2 | FBLN1, PDGFRL |
| E | Difficult family or no structure, no drug | 28 | APC, ZEB1, BRCA2, SIRAL2, CDH1, STAB1, PALB2, FLCN, C11orf65, DLC1 (+18 more) |
Undrugged target profiles
37 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| APC | 24 | CTNNB1 |
| BRCA2 | 0 | BRCA1 |
| EPCAM | 1 | ERBB2 |
| RAD54B | 0 | BRCA1 |
| CDH1 | 18 | CTNNB1 |
| BRIP1 | 0 | BRCA1 |
| PALB2 | 0 | BRCA1 |
| SMAD4 | 6 | CTNNB1 |
| MLH1 | 0 | MSH6 |
| MLH3 | 0 | AKT1 |
| MUTYH | 1 | MSH6 |
| NBN | 2 | ATM, BRCA1 |
| AXIN2 | 14 | CTNNB1 |
| PMS2 | 1 | MSH6 |
| POLE | 0 | MSH6 |
| PTEN | 8 | STK11, TP53, AKT1 |
| ZEB1 | 0 | — |
| SIRAL2 | 0 | — |
| STAB1 | 0 | — |
| DCC | 0 | — |
| FLCN | 0 | — |
| C11orf65 | 0 | — |
| DLC1 | 0 | — |
| FANCC | 0 | — |
| FANCE | 0 | — |
| FBLN1 | 0 | — |
| MCC | 0 | — |
| MSH2 | 9 | — |
| MT-ND1 | 5 | — |
| PDGFRL | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 1,070.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 585 |
| PHASE2 | 176 |
| PHASE1 | 120 |
| PHASE3 | 75 |
| PHASE1/PHASE2 | 73 |
| EARLY_PHASE1 | 16 |
| PHASE4 | 14 |
| PHASE2/PHASE3 | 11 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT05250648 | PHASE4 | RECRUITING | Clinical Trial on HIPEC With Mitomycin C in Colon Cancer Peritoneal Metastases (GECOP-MMC) |
| NCT01169220 | PHASE4 | COMPLETED | Bowel Preparation for Inpatient Colonoscopy |
| NCT01170754 | PHASE4 | COMPLETED | Miralax (PEG 3350) vs. Golytely as Bowel Preparation for Screening Colonoscopy |
| NCT02052557 | PHASE4 | COMPLETED | The Effect of Exparel on Post Operative Pain and Narcotic Use After Colon Surgery |
| NCT02078726 | PHASE4 | COMPLETED | Glucagon Use in Colonoscopies |
| NCT02231203 | PHASE4 | COMPLETED | Effect of Omega-3 Fatty Acids on the Perioperative Immune Response and Erythrocyte Function |
| NCT02314871 | PHASE4 | COMPLETED | Effects of Different Types of Perioperative Analgesia on Minimal Residual Disease Development After Colon Cancer Surgery |
| NCT02746432 | PHASE4 | UNKNOWN | Insulin Therapy Reduce Post-Operative Inflammatory Response After Curative Colorectal Cancer Resection: Randomization Controlled Trial |
| NCT02887365 | PHASE4 | UNKNOWN | A Phase II Study of Tegafur-Uracil as Maintenance Chemotherapy in Patients With Stage II of Colon Cancer |
| NCT02937506 | PHASE4 | COMPLETED | Patient Satisfaction With Propofol for Out Patient Colonoscopy |
| NCT02958566 | PHASE4 | UNKNOWN | Multimodal Narcotic Limited Perioperative Pain Control With Colorectal Surgery |
| NCT04269369 | PHASE4 | UNKNOWN | Implementation of Pre-emptive Geno- and Phenotyping in 5-Fluorouracil- or Capecitabine-treated Patients |
| NCT04311099 | PHASE4 | COMPLETED | Optimal Peripheral Nerve Block After Minimally Invasive Colon Surgery |
| NCT04709770 | PHASE4 | UNKNOWN | Low-volume vs High-volume Polyethylene Glycol Based Bowel Preparation for Colonoscopy in People Receiving Hemodialysis |
| NCT00217737 | PHASE3 | ACTIVE_NOT_RECRUITING | Oxaliplatin, Leucovorin, and Fluorouracil With or Without Bevacizumab in Treating Patients Who Have Undergone Surgery for Stage II Colon Cancer |
| NCT01460589 | PHASE3 | ACTIVE_NOT_RECRUITING | Early Commencement of Adjuvant Chemotherapy for Colon Cancer |
| NCT01918527 | PHASE3 | ACTIVE_NOT_RECRUITING | Neoadjuvant Chemotherapy Versus Standard Treatment in Patients With Locally Advanced Colon Cancer |
| NCT02301286 | PHASE3 | ACTIVE_NOT_RECRUITING | A Trial of Aspirin on Recurrence and Survival in Colon Cancer Patients |
| NCT02448173 | PHASE3 | NOT_YET_RECRUITING | A Multicenter Study of Active Specific Immunotherapy With OncoVax® in Patients With Stage II Colon Cancer |
| NCT02572141 | PHASE3 | ACTIVE_NOT_RECRUITING | FOLFOX or CAPOX Perioperative Chemotherapy Versus Postoperative Chemotherapy for Locally Advanced Colon Cancer (OPTICAL) |
| NCT02912559 | PHASE3 | ACTIVE_NOT_RECRUITING | Combination Chemotherapy With or Without Atezolizumab in Treating Patients With Stage III Colon Cancer and Deficient DNA Mismatch Repair |
| NCT03125980 | PHASE3 | RECRUITING | Perioperative Versus Postoperative CapOX Chemotherapy for Locally Advanced Colon Cancer |
| NCT03426904 | PHASE3 | ACTIVE_NOT_RECRUITING | Neoadjuvant FOLFOX Chemotherapy for Patients With Locally Advanced Colon Cancer |
| NCT03428477 | PHASE3 | ACTIVE_NOT_RECRUITING | EPA for Metastasis Trial 2 |
| NCT03464305 | PHASE3 | ACTIVE_NOT_RECRUITING | ASPIRIN Trial Belgium |
| NCT03803553 | PHASE3 | RECRUITING | Identification and Treatment Of Micrometastatic Disease in Stage III Colon Cancer |
| NCT04068103 | PHASE2/PHASE3 | ACTIVE_NOT_RECRUITING | Circulating Tumor DNA Testing in Predicting Treatment for Patients With Stage IIA Colon Cancer After Surgery |
| NCT04089631 | PHASE3 | RECRUITING | Circulating Tumour DNA Based Decision for Adjuvant Treatment in Colon Cancer Stage II Evaluation |
| NCT05174169 | PHASE2/PHASE3 | RECRUITING | Colon Adjuvant Chemotherapy Based on Evaluation of Residual Disease |
| NCT05179889 | PHASE2/PHASE3 | RECRUITING | Adjuvant mFOLFIRINOX for High-risk Stage III Colon Cancer |
| NCT05194878 | PHASE3 | RECRUITING | Neoadjuvant FOLFOXIRI Versus Immediate Surgery for Stage II and III Colon Cancers |
| NCT05534087 | PHASE3 | RECRUITING | Platform Study of Circulating Tumor DNA Directed Adjuvant Chemotherapy in Colon Cancer (KCSG CO22-12) |
| NCT05709249 | PHASE3 | RECRUITING | Xian-Lian-Jie-Du Optimization Decoction As an Adjuvant Treatment for Prevention of Recurrence of Colon Cancer |
| NCT05710406 | PHASE2/PHASE3 | ACTIVE_NOT_RECRUITING | Testing the Use of BRAF-Targeted Therapy After Surgery and Usual Chemotherapy for BRAF-Mutated Colon Cancer |
| NCT06107920 | PHASE3 | RECRUITING | Neoadjuvant Chemotherapy for Obstructive Colon cancER First Treated by cOlostomy |
| NCT06293625 | PHASE3 | RECRUITING | Personalising and Refining Neo-adjuvant Chemotherapy in Locally Advanced but Resecable Colon Cancer in the Elderly of 70 Years Old or More |
| NCT06446557 | PHASE3 | NOT_YET_RECRUITING | De-scalation or swItch of Treatment According to Circulating tuMOr DNA Variation After 2 Cycles of Doublet Chemotherapy Plus Targeted Agent in Metastatic Unresectable Colorectal Cancer |
| NCT06490536 | PHASE3 | RECRUITING | The Sagittarius Trial |
| NCT06609551 | PHASE3 | RECRUITING | ctDNA-guided Selection of Adjuvant Chemotherapy Regimens for Elderly Colon Cancer Patients After Surgery: A Single-center, Randomized, Controlled Study |
| NCT06686576 | PHASE3 | RECRUITING | A Study of Neoadjuvant QL1706 in Participants With Untreated dMMR/MSI-H Resectable Colon Cancer |
Drugs tested across these trials (top 30)
| Molecule | Max phase | Trials referencing |
|---|---|---|
| LEUCOVORIN | 4 | 24 |
| PANITUMUMAB | 4 | 9 |
| TIPIRACIL | 4 | 9 |
| OXALIPLATIN | 4 | 8 |
| TRIFLURIDINE | 4 | 7 |
| ASPIRIN | 4 | 6 |
| BEVACIZUMAB | 4 | 5 |
| ENCORAFENIB | 4 | 5 |
| FLUOROURACIL | 4 | 5 |
| IRINOTECAN HYDROCHLORIDE | 4 | 5 |
| FLOXURIDINE | 4 | 4 |
| FRUQUINTINIB | 4 | 4 |
| BINIMETINIB | 4 | 3 |
| CEMIPLIMAB | 4 | 3 |
| CETUXIMAB | 4 | 3 |
| MORPHINE | 4 | 3 |
| PERTUZUMAB | 4 | 3 |
| BUPIVACAINE | 4 | 2 |
| DOSTARLIMAB | 4 | 2 |
| ERLOTINIB HYDROCHLORIDE | 4 | 2 |
| PALBOCICLIB | 4 | 2 |
| PEGFILGRASTIM | 4 | 2 |
| POLYETHYLENE GLYCOL 3350 | 4 | 2 |
| RALTITREXED | 4 | 2 |
| RELATLIMAB | 4 | 2 |
| SELPERCATINIB | 4 | 2 |
| TEGAFUR | 4 | 2 |
| TRAMETINIB | 4 | 2 |
| TUCATINIB | 4 | 2 |
| ABEMACICLIB | 4 | 1 |
Precision-medicine subtype map (CIViC)
Drug × molecular subtype: 24 predictive associations from 24 curated evidence items; also 3 prognostic, 1 oncogenic.
| Molecular subtype | Therapy | Effect | Level | CIViC |
|---|---|---|---|---|
| KRAS G13D | Cetuximab | Sensitivity/Response | CIViC B | EID6974 |
| JAK1 W690* | Pembrolizumab | Resistance | CIViC C | EID2981 |
| KRAS G12A | Cetuximab | Resistance | CIViC C | EID3717 |
| KRAS G12C | Cetuximab | Resistance | CIViC C | EID3981 |
| KRAS G12D | Cetuximab | Resistance | CIViC C | EID3960 |
| KRAS G12R | Cetuximab | Resistance | CIViC C | EID3998 |
| KRAS G12V | Cetuximab | Resistance | CIViC C | EID3931 |
| KRAS G13D | Cetuximab | Resistance | CIViC C | EID3896 |
| APC Mutation | JW55 | Sensitivity/Response | CIViC D | EID445 |
| BRAF V600E | Regorafenib Anhydrous | Sensitivity/Response | CIViC D | EID3776 |
| ERBB2 L755S | Lapatinib + Neratinib + Trastuzumab | Sensitivity/Response | CIViC D | EID1176 |
| ERBB2 L866M | Trastuzumab + Neratinib + Lapatinib | Sensitivity/Response | CIViC D | EID1178 |
| ERBB2 S310F/Y | Neratinib + Trastuzumab + Lapatinib | Sensitivity/Response | CIViC D | EID1179 |
| ERBB2 V777L | Lapatinib + Trastuzumab + Neratinib | Sensitivity/Response | CIViC D | EID1177 |
| ERBB2 V842I | Trastuzumab + Lapatinib + Neratinib | Sensitivity/Response | CIViC D | EID1174 |
| FGFR2 Overexpression | Rogaratinib | Sensitivity/Response | CIViC D | EID7830 |
| KRAS G12V | Regorafenib Anhydrous | Sensitivity/Response | CIViC D | EID3932 |
| KRAS G13D | Regorafenib Anhydrous | Sensitivity/Response | CIViC D | EID3897 |
| MSH3 K383fs | Oxaliplatin + 7-Ethyl-10-Hydroxycamptothecin | Sensitivity/Response | CIViC D | EID9089 |
| BIRC7 Amplification | Cisplatin | Resistance | CIViC D | EID661 |
| CIC Loss | Trametinib | Resistance | CIViC D | EID5111 |
| CIC Loss | Vemurafenib | Resistance | CIViC D | EID5112 |
| POU5F1 EXPRESSION | Oxaliplatin | Resistance | CIViC D | EID958 |
| ZEB1 Expression | Oxaliplatin | Resistance | CIViC D | EID8086 |
Related Atlas pages
- Cohort genes: BRAF, APC, ZEB1, BIRC7, ERBB2, KRAS, POU5F1, BMPR1A, BRCA1, BRCA2, STK11, EPCAM, TP53, CHEK2, CDH1, BRIP1, CTNNB1, PALB2, DCC, FLCN, EP300, FANCC, FGFR3, FLT4, AKT1, KDR, SMAD4, MLH1, MSH2, MSH6, ATM, NRAS, PDGFRA, PIK3CA, AXIN2, PMS2, POLD1, POLE, BARD1, PTEN, BAX, PTPN12, RAD51C, BCL10, BUB1, BUB1B, SIRAL2, TLR9, RAD54B, NISCH, STAB1, C11orf65, DLC1, FANCE, FBLN1, FLT1, MCC, MLH3, MT-ND1, MUTYH, NBN, PDGFRL, PPARG, PTGER3, PTPRJ, REV3L
- Drugs: Panitumumab, Tipiracil, Oxaliplatin, Trifluridine, Aspirin, Bevacizumab, Encorafenib, Fluorouracil, Irinotecan, Floxuridine, Fruquintinib, Binimetinib, Cemiplimab, Cetuximab, Morphine, Pertuzumab, Bupivacaine, Dostarlimab, Erlotinib, Palbociclib, Pegfilgrastim, POLYETHYLENE GLYCOL 3350, Raltitrexed, Relatlimab, Selpercatinib, Tegafur, Trametinib, Tucatinib, Abemaciclib, Pembrolizumab, Regorafenib, Cisplatin, Vemurafenib