Summary
Estrogen-receptor negative breast cancer (MONDO:0006513) is a cancer with 61 cohort genes (186 GWAS associations across 25 studies; 14 CIViC-evidence somatic drivers) and 22 clinical trials. The dominant Reactome pathway is Cell Cycle (7 cohort genes). Molecularly, RET Overexpression confers sensitivity to Vandetanib in Estrogen-receptor Negative Breast Cancer (CIViC Level D). Top therapeutic interventions include carboplatin, aldesleukin, and busulfan.
At a glance
- Classification: Cancer
- Cohort genes: 61
- GWAS associations: 186
- Clinical trials: 22
- Precision-medicine evidence (CIViC): 1 subtype–drug association
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|
| Canonical name | estrogen-receptor negative breast cancer |
| Mondo ID | MONDO:0006513 |
| EFO | EFO:1000650 |
| DOID | DOID:0060076 |
| Is cancer (heuristic) | yes |
Also known as: ER- breast cancer
Data availability: 186 GWAS associations (25 studies).
Disease family
An umbrella term covering 1 Mondo subtype.
Classification path: disease › human disease › disease by etiologic mechanism › cancer or benign tumor › neoplastic disease or syndrome › neoplasm › cancer › carcinoma › breast carcinoma › breast carcinoma by gene expression profile › estrogen-receptor negative breast cancer
Related subtypes (7): progesterone-receptor positive breast cancer, progesterone-receptor negative breast cancer, Her2-receptor negative breast cancer, breast tumor luminal A or B, HER2 positive breast carcinoma, normal breast-like subtype of breast carcinoma, estrogen-receptor positive breast cancer
Subtypes (1): triple-negative breast carcinoma
Genetics & variants
GWAS landscape
186 GWAS associations across 25 studies. Top hits map to 25 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|
| rs2242652 | 9e-43 | TERT | A | |
| rs9397437 | 3e-40 | CCDC170 - ESR1 | A | 1.32 |
| rs67397200 | 3e-37 | ANKLE1 - ABHD8 | G | 1.17 |
| rs78378222 | 4e-36 | TP53 | T | |
| rs10069690 | 2e-35 | TERT | T | 1.18 |
| rs11200014 | 8e-35 | FGFR2 | A | |
| rs149934734 | 3e-32 | C11orf65 | T | |
| rs3757322 | 3e-31 | CCDC170 | G | 1.15 |
| rs1421085 | 9e-30 | FTO | T | |
| rs12601991 | 7e-28 | HNF1B | T | |
| rs4784227 | 2e-26 | CASC16 | T | 1.14 |
| rs7297051 | 9e-25 | PTHLH - CCDC91 | C | 1.15 |
| rs4245739 | 3e-23 | MDM4 | C | 1.14 |
| rs61494113 | 3e-21 | ANKLE1 - ABHD8 | A | 1.26 |
| rs3215401 | 6e-21 | TERT - MIR4457 | A | 1.14 |
| rs56069439 | 8e-19 | ANKLE1 | ? | 1.16 |
| rs2747652 | 2e-18 | ESR1 | C | 1.1 |
| rs616488 | 4e-18 | PEX14 | A | 1.12 |
| rs143521471 | 4e-18 | TNRC6B | T | |
| rs7710703 | 5e-18 | TERT | T | |
| rs7713218 | 5e-18 | TERT | A | |
| rs11155804 | 8e-18 | CCDC170 - ESR1 | ? | 1.16 |
| rs72993806 | 8e-16 | POGLUT3 | C | |
| rs73110464 | 2e-15 | KRT8 | T | |
| rs12662670 | 9e-15 | CCDC170 | ? | 1.2 |
| rs56345976 | 2e-14 | TERT | A | |
| rs10789665 | 3e-14 | POGLUT3 | T | |
| rs7931342 | 4e-14 | SMIM38 - MYEOV | G | |
| rs11571833 | 2e-13 | BRCA2 | T | 1.58 |
| rs10771399 | 4e-13 | PTHLH - CCDC91 | ? | 1.27 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|
| GCST90319501 | Tang M | 2023 | 53,386 | 183,232 | Epidemiological and Genetic Analyses of Schizophrenia and Breast Cancer. |
| GCST90134422 | Wu X | 2022 | 35,474 | 373,479 | Investigating the shared genetic architecture of uterine leiomyoma and breast cancer: A genome-wide cross-trait analysis. |
| GCST002861 | Guo Q | 2015 | 23,059 | 0 | Identification of novel genetic markers of breast cancer survival. |
| GCST90651106 | Wu X | 2023 | 21,468 | 105,974 | Using human genetics to understand the phenotypic association between chronotype and breast cancer. |
| GCST90026469 | Adedokun B | 2021 | 21,468 | 105,974 | Cross-ancestry GWAS meta-analysis identifies six breast cancer loci in African and European ancestry women. |
| GCST005076 | Milne RL | 2017 | 14,135 | 58,126 | Identification of ten variants associated with risk of estrogen-receptor-negative breast cancer. |
| GCST003587 | Fehringer G | 2016 | 5,020 | 61,820 | Cross-Cancer Genome-Wide Analysis of Lung, Ovary, Breast, Prostate, and Colorectal Cancer Reveals Novel Pleiotropic Associations. |
| GCST003588 | Fehringer G | 2016 | 5,020 | 61,820 | Cross-Cancer Genome-Wide Analysis of Lung, Ovary, Breast, Prostate, and Colorectal Cancer Reveals Novel Pleiotropic Associations. |
| GCST003842 | Couch FJ | 2016 | 4,939 | 14,352 | Identification of four novel susceptibility loci for oestrogen receptor negative breast cancer. |
| GCST90296721 | Jia G | 2024 | 4,924 | 17,058 | Genome-wide association analyses of breast cancer in women of African ancestry identify new susceptibility loci and improve risk prediction. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|
| Tier 1: coding | 2 |
| Tier 2: splice/UTR | 5 |
| Tier 3: regulatory | 2 |
| Tier 4: intronic/intergenic | 41 |
MAF distribution
| Bucket | Variants |
|---|
| common (>=0.05) | 46 |
| low_freq (0.01-0.05) | 1 |
| rare (<0.01) | 0 |
| unknown | 3 |
Functional consequences
| Consequence | Count |
|---|
| intron_variant | 33 |
| intergenic_variant | 5 |
| 3_prime_UTR_variant | 4 |
| regulatory_region_variant | 2 |
| non_coding_transcript_exon_variant | 2 |
| stop_gained | 1 |
| synonymous_variant | 1 |
| missense_variant | 1 |
| splice_polypyrimidine_tract_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|
| rs2242652 | 5 | 1279913 | G>A | 0.05 | intron_variant | TERT | 9e-43 | Tier 4: intronic/intergenic |
| rs9397437 | 6 | 151631197 | G>A | 0.07 | intergenic_variant | CCDC170 - ESR1 | 3e-40 | Tier 4: intronic/intergenic |
| rs67397200 | 19 | 17290595 | C>G | 0.32 | intergenic_variant | ANKLE1 - ABHD8 | 3e-37 | Tier 4: intronic/intergenic |
| rs78378222 | 17 | 7668434 | T>A,G | | 3_prime_UTR_variant | TP53 | 4e-36 | Tier 2: splice/UTR |
| rs10069690 | 5 | 1279675 | C>T | 0.26 | intron_variant | TERT | 2e-35 | Tier 4: intronic/intergenic |
| rs11200014 | 10 | 121575416 | G>A,T | 0.05 | intron_variant | FGFR2 | 8e-35 | Tier 4: intronic/intergenic |
| rs149934734 | 11 | 108444879 | C>T | 0.05 | intron_variant | C11orf65 | 3e-32 | Tier 4: intronic/intergenic |
| rs3757322 | 6 | 151621059 | T>A,G | 0.32 | 3_prime_UTR_variant | CCDC170 | 3e-31 | Tier 2: splice/UTR |
| rs1421085 | 16 | 53767042 | T>C | 0.05 | intron_variant | FTO | 9e-30 | Tier 4: intronic/intergenic |
| rs12601991 | 17 | 37741642 | T>A,G | 0.05 | intron_variant | HNF1B | 7e-28 | Tier 4: intronic/intergenic |
| rs4784227 | 16 | 52565276 | C>A,T | 0.24 | intron_variant | CASC16 | 2e-26 | Tier 4: intronic/intergenic |
| rs7297051 | 12 | 28021884 | C>G,T | 0.24 | regulatory_region_variant | PTHLH - CCDC91 | 9e-25 | Tier 3: regulatory |
| rs4245739 | 1 | 204549714 | C>A,G,T | 0.26 | 3_prime_UTR_variant | MDM4 | 3e-23 | Tier 2: splice/UTR |
| rs61494113 | 19 | 17291050 | G>A | 0.41 | intergenic_variant | ANKLE1 - ABHD8 | 3e-21 | Tier 4: intronic/intergenic |
| rs3215401 | 5 | 1296141 | A>AG | 0.31 | non_coding_transcript_exon_variant | TERT - MIR4457 | 6e-21 | Tier 4: intronic/intergenic |
| rs56069439 | 19 | 17283116 | C>A | 0.3 | intron_variant | ANKLE1 | 8e-19 | Tier 4: intronic/intergenic |
| rs2747652 | 6 | 152115881 | T>C,G | 0.48 | intron_variant | ESR1 | 2e-18 | Tier 4: intronic/intergenic |
| rs616488 | 1 | 10506158 | A>C,G,T | 0.33 | intron_variant | PEX14 | 4e-18 | Tier 4: intronic/intergenic |
| rs143521471 | 22 | 40243702 | C>A,G,T | 0.05 | intron_variant | TNRC6B | 4e-18 | Tier 4: intronic/intergenic |
| rs7710703 | 5 | 1287390 | T>A,C | 0.05 | intron_variant | TERT | 5e-18 | Tier 4: intronic/intergenic |
| rs7713218 | 5 | 1283197 | A>C,G,T | 0.05 | intron_variant | TERT | 5e-18 | Tier 4: intronic/intergenic |
| rs11155804 | 6 | 151625017 | T>A,G | 0.34 | intergenic_variant | CCDC170 - ESR1 | 8e-18 | Tier 4: intronic/intergenic |
| rs72993806 | 11 | 108488962 | C>G | 0.05 | intron_variant | POGLUT3 | 8e-16 | Tier 4: intronic/intergenic |
| rs73110464 | 12 | 52918828 | C>A,T | 0.05 | intron_variant | KRT8 | 2e-15 | Tier 4: intronic/intergenic |
| rs12662670 | 6 | 151597721 | T>C,G | 0.08 | intron_variant | CCDC170 | 9e-15 | Tier 4: intronic/intergenic |
| rs56345976 | 5 | 1276758 | G>A | 0.05 | intron_variant | TERT | 2e-14 | Tier 4: intronic/intergenic |
| rs10789665 | 11 | 108485953 | T>C | 0.05 | intron_variant | POGLUT3 | 3e-14 | Tier 4: intronic/intergenic |
| rs7931342 | 11 | 69227030 | T>G | 0.05 | intron_variant | SMIM38 - MYEOV | 4e-14 | Tier 4: intronic/intergenic |
| rs11571833 | 13 | 32398489 | A>T | 0.01 | stop_gained | BRCA2 | 2e-13 | Tier 1: coding |
| rs10771399 | 12 | 28002147 | A>G | 0.12 | intergenic_variant | PTHLH - CCDC91 | 4e-13 | Tier 4: intronic/intergenic |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 77 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 2
Dual-evidence genes (GWAS + Mendelian — highest-confidence targets)
| Gene | HGNC | Evidence routes |
|---|
| BRCA2 | BRCA2 | GWAS, Orphanet |
| ESR1 | ESR1 | GWAS, Orphanet |
Somatic driver evidence (intOGen + CIViC, cohort fanout)
| Gene | intOGen role | Cancer types | CIViC |
|---|
| RET | Act | ANGS,MEL,NSCLC,PGNG,SOFT_TISSUE,WDTC | CIViC #42 |
| BRCA2 | LoF | BLCA,BRCA,CESC,CHOL,HCC,HNSC,LUSC,MBL,OVT,PAAD,PRAD,PROSTATE,RCC,VULVA | CIViC #7 |
| TERT | Act | PRCC | CIViC #79 |
| CCNE1 | | | CIViC #11 |
| CDKN2B | | | CIViC #916 |
| ROBO4 | | | CIViC #12367 |
| CHEK1 | | | CIViC #981 |
| SH2B3 | Act | MDS | CIViC #7954 |
| ESR1 | Act | BRCA,LUSC,MEL,UCEC | CIViC #21 |
| FGFR2 | Act | BRCA,CHOL,LUSC,SACA,UCEC | CIViC #22 |
| HLA-C | LoF | DLBCLNOS | CIViC #2608 |
| KLF5 | Act | BLCA,CESC,LUSC | CIViC #634 |
| MDM4 | | | CIViC #3466 |
| RAD51B | | | CIViC #4763 |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|
| RET | Orphanet:146 | Differentiated thyroid carcinoma |
| RET | Orphanet:1848 | Renal agenesis, bilateral |
| RET | Orphanet:247698 | Multiple endocrine neoplasia type 2A |
| RET | Orphanet:247709 | Multiple endocrine neoplasia type 2B |
| RET | Orphanet:276621 | Sporadic pheochromocytoma/secreting paraganglioma |
| RET | Orphanet:29072 | Hereditary pheochromocytoma-paraganglioma |
| RET | Orphanet:388 | Hirschsprung disease |
| RET | Orphanet:93100 | Renal agenesis, unilateral |
| RET | Orphanet:99361 | Isolated familial medullary thyroid carcinoma |
| RET | Orphanet:99803 | Haddad syndrome |
| 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 |
| BRCA2 | Orphanet:227535 | Hereditary breast cancer |
| BRCA2 | Orphanet:319462 | Inherited cancer-predisposing syndrome due to biallelic BRCA2 mutations |
| BRCA2 | Orphanet:440437 | Familial colorectal cancer Type X |
| BRCA2 | Orphanet:654 | Nephroblastoma |
| BRCA2 | Orphanet:667662 | Breast implant-associated anaplastic large cell lymphoma |
| BRCA2 | Orphanet:694963 | Inflammatory breast cancer |
| BRCA2 | Orphanet:70567 | Cholangiocarcinoma |
| BRCA2 | Orphanet:84 | Fanconi anemia |
| HNF1B | Orphanet:1309 | Medullary sponge kidney |
| HNF1B | Orphanet:1331 | Familial prostate cancer |
| HNF1B | Orphanet:2578 | Mayer-Rokitansky-Küster-Hauser syndrome type 2 |
| HNF1B | Orphanet:261265 | 17q12 microdeletion syndrome |
| HNF1B | Orphanet:93111 | HNF1B-related autosomal dominant tubulointerstitial kidney disease |
| HNF1B | Orphanet:93172 | Renal dysplasia, unilateral |
| HNF1B | Orphanet:93173 | Renal dysplasia, bilateral |
| HNF1B | Orphanet:97363 | Unilateral multicystic dysplastic kidney |
| HNF1B | Orphanet:97364 | Bilateral multicystic dysplastic kidney |
| TERT | Orphanet:146 | Differentiated thyroid carcinoma |
| TERT | Orphanet:1501 | Adrenocortical carcinoma |
| TERT | Orphanet:1775 | Dyskeratosis congenita |
| TERT | Orphanet:2032 | Idiopathic pulmonary fibrosis |
| TERT | Orphanet:2495 | Meningioma |
| TERT | Orphanet:3322 | Hoyeraal-Hreidarsson syndrome |
| TERT | Orphanet:457246 | Clear cell sarcoma of kidney |
| TERT | Orphanet:618 | Familial melanoma |
| TERT | Orphanet:88 | Idiopathic aplastic anemia |
| CDH2 | Orphanet:293910 | Inherited isolated arrhythmogenic cardiomyopathy, dominant-right variant |
| CDKN2B | Orphanet:618 | Familial melanoma |
| CDKN2B | Orphanet:652 | Multiple endocrine neoplasia type 1 |
| ROBO4 | Orphanet:402075 | Familial bicuspid aortic valve |
| ZNF365 | Orphanet:2073 | Narcolepsy type 1 |
| ZNF365 | Orphanet:83465 | Narcolepsy type 2 |
| NEK10 | Orphanet:244 | Primary ciliary dyskinesia |
| FTO | Orphanet:210144 | Lethal polymalformative syndrome, Boissel type |
| HEPACAM | Orphanet:210548 | Macrocephaly-intellectual disability-autism syndrome |
| HEPACAM | Orphanet:2478 | Megalencephalic leukoencephalopathy with subcortical cysts |
Cohort genes → proteins
61 cohort genes, 58 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|
| gwas_only | 60 |
| civic_only | 1 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|
| RET | HGNC:9967 | ENSG00000165731 | P07949 | Proto-oncogene tyrosine-protein kinase receptor Ret | civic_evidence |
| BRCA2 | HGNC:1101 | ENSG00000139618 | P51587 | Breast cancer type 2 susceptibility protein | gwas |
| HNF1B | HGNC:11630 | ENSG00000275410 | P35680 | Hepatocyte nuclear factor 1-beta | gwas |
| TERT | HGNC:11730 | ENSG00000164362 | O14746 | Telomerase reverse transcriptase | gwas |
| TNFSF10 | HGNC:11925 | ENSG00000121858 | P50591 | Tumor necrosis factor ligand superfamily member 10 | gwas |
| TOX3 | HGNC:11972 | ENSG00000103460 | O15405 | TOX high mobility group box family member 3 | gwas |
| ACRV1 | HGNC:127 | ENSG00000134940 | P26436 | Acrosomal protein SP-10 | gwas |
| CCNE1 | HGNC:1589 | ENSG00000105173 | P24864 | G1/S-specific cyclin-E1 | gwas |
| RALY | HGNC:15921 | ENSG00000125970 | Q9UKM9 | RNA-binding protein Raly | gwas |
| PKNOX2 | HGNC:16714 | ENSG00000165495 | Q96KN3 | Homeobox protein PKNOX2 | gwas |
| CDH2 | HGNC:1759 | ENSG00000170558 | P19022 | Cadherin-2 | gwas |
| CDKN2B | HGNC:1788 | ENSG00000147883 | P42772 | Cyclin-dependent kinase 4 inhibitor B | gwas |
| ROBO4 | HGNC:17985 | ENSG00000154133 | Q8WZ75 | Roundabout homolog 4 | gwas |
| ZNF365 | HGNC:18194 | ENSG00000138311 | Q70YC4 | Talanin | gwas |
| NEK10 | HGNC:18592 | ENSG00000163491 | Q6ZWH5 | Serine/threonine-protein kinase Nek10 | gwas |
| CHEK1 | HGNC:1925 | ENSG00000149554 | O14757 | Serine/threonine-protein kinase Chk1 | gwas |
| LGR6 | HGNC:19719 | ENSG00000133067 | Q9HBX8 | Leucine-rich repeat-containing G-protein coupled receptor 6 | gwas |
| FRY | HGNC:20367 | ENSG00000073910 | Q5TBA9 | Protein furry homolog | gwas |
| SLC37A2 | HGNC:20644 | ENSG00000134955 | Q8TED4 | Glucose-6-phosphate exchanger SLC37A2 | gwas |
| CLK1 | HGNC:2068 | ENSG00000013441 | P49759 | Dual specificity protein kinase CLK1 | gwas |
| TUBA1C | HGNC:20768 | ENSG00000167553 | Q9BQE3 | Tubulin alpha-1C chain | gwas |
| L3MBTL3 | HGNC:23035 | ENSG00000198945 | Q96JM7 | Lethal(3)malignant brain tumor-like protein 3 | gwas |
| ADCY9 | HGNC:240 | ENSG00000162104 | O60503 | Adenylate cyclase type 9 | gwas |
| PATE1 | HGNC:24664 | ENSG00000171053 | Q8WXA2 | Prostate and testis expressed protein 1 | gwas |
| FTO | HGNC:24678 | ENSG00000140718 | Q9C0B1 | Alpha-ketoglutarate-dependent dioxygenase FTO | gwas |
| BABAM1 | HGNC:25008 | ENSG00000105393 | Q9NWV8 | BRISC and BRCA1-A complex member 1 | gwas |
| CCDC15 | HGNC:25798 | ENSG00000149548 | Q0P6D6 | Coiled-coil domain-containing protein 15 | gwas |
| HEPACAM | HGNC:26361 | ENSG00000165478 | Q14CZ8 | Hepatic and glial cell adhesion molecule | gwas |
| HYLS1 | HGNC:26558 | ENSG00000198331 | Q96M11 | Centriolar and ciliogenesis-associated protein HYLS1 | gwas |
| ANKLE1 | HGNC:26812 | ENSG00000160117 | Q8NAG6 | Structure-specific endonuclease ANKLE1 | gwas |
| TMEM218 | HGNC:27344 | ENSG00000150433 | A2RU14 | Transmembrane protein 218 | gwas |
| POGLUT3 | HGNC:28496 | ENSG00000178202 | Q7Z4H8 | Protein O-glucosyltransferase 3 | gwas |
| HYCC2 | HGNC:28593 | ENSG00000155744 | Q8IXS8 | Hyccin 2 | gwas |
| WDR43 | HGNC:28945 | ENSG00000163811 | Q15061 | WD repeat-containing protein 43 | gwas |
| SH2B3 | HGNC:29605 | ENSG00000111252 | Q9UQQ2 | SH2B adapter protein 3 | gwas |
| PATE2 | HGNC:32249 | ENSG00000196844 | Q6UY27 | Prostate and testis expressed protein 2 | gwas |
| HEPN1 | HGNC:34400 | ENSG00000221932 | Q6WQI6 | Protein HEPN1 | gwas |
| ESR1 | HGNC:3467 | ENSG00000091831 | P03372 | Estrogen receptor | gwas |
| PATE3 | HGNC:35426 | ENSG00000236027 | B3GLJ2 | Prostate and testis expressed protein 3 | gwas |
| PATE4 | HGNC:35427 | ENSG00000237353 | P0C8F1 | Prostate and testis expressed protein 4 | gwas |
| RPL23AP53 | HGNC:35921 | ENSG00000223508 | | ribosomal protein L23a pseudogene 53 | gwas |
| FEZ1 | HGNC:3659 | ENSG00000149557 | Q99689 | Fasciculation and elongation protein zeta-1 | gwas |
| FGFR2 | HGNC:3689 | ENSG00000066468 | P21802 | Fibroblast growth factor receptor 2 | gwas |
| MIR4757 | HGNC:41746 | ENSG00000266738 | | microRNA 4757 | gwas |
| GBA1LP | HGNC:4178 | ENSG00000160766 | | glucosylceramidase beta 1 like, pseudogene | gwas |
| HLA-C | HGNC:4933 | ENSG00000204525 | P10321 | HLA class I histocompatibility antigen, C alpha chain | gwas |
| ANXA13 | HGNC:536 | ENSG00000104537 | P27216 | Annexin A13 | gwas |
| INHBB | HGNC:6067 | ENSG00000163083 | P09529 | Inhibin beta B chain | gwas |
| STT3A | HGNC:6172 | ENSG00000134910 | P46977 | Dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit STT3A | gwas |
| KCNH1 | HGNC:6250 | ENSG00000143473 | O95259 | Voltage-gated delayed rectifier potassium channel KCNH1 | gwas |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|
| RET | Proto-oncogene tyrosine-protein kinase receptor Ret | Receptor tyrosine-protein kinase involved in numerous cellular mechanisms including cell proliferation, neuronal navigation, cell migration, and cell differentiation in response to glia cell line-derived growth family factors (GDNF, NRTN,… |
| BRCA2 | Breast cancer type 2 susceptibility protein | Involved in double-strand break repair and/or homologous recombination. |
| HNF1B | Hepatocyte nuclear factor 1-beta | Transcription factor that binds to the inverted palindrome 5’-GTTAATNATTAAC-3'. |
| TERT | Telomerase reverse transcriptase | Telomerase is a ribonucleoprotein enzyme essential for the replication of chromosome termini in most eukaryotes. |
| TNFSF10 | Tumor necrosis factor ligand superfamily member 10 | Cytokine that binds to TNFRSF10A/TRAILR1, TNFRSF10B/TRAILR2, TNFRSF10C/TRAILR3, TNFRSF10D/TRAILR4 and possibly also to TNFRSF11B/OPG. |
| TOX3 | TOX high mobility group box family member 3 | Transcriptional coactivator of the p300/CBP-mediated transcription complex. |
| CCNE1 | G1/S-specific cyclin-E1 | Essential for the control of the cell cycle at the G1/S (start) transition. |
| RALY | RNA-binding protein Raly | RNA-binding protein that acts as a transcriptional cofactor for cholesterol biosynthetic genes in the liver. |
| CDH2 | Cadherin-2 | Calcium-dependent cell adhesion protein; preferentially mediates homotypic cell-cell adhesion by dimerization with a CDH2 chain from another cell. |
| CDKN2B | Cyclin-dependent kinase 4 inhibitor B | Interacts strongly with CDK4 and CDK6. |
| ROBO4 | Roundabout homolog 4 | Receptor for Slit proteins, at least for SLIT2, and seems to be involved in angiogenesis and vascular patterning. |
| ZNF365 | Talanin | May play a role in uric acid excretion. |
| NEK10 | Serine/threonine-protein kinase Nek10 | Plays a role in the cellular response to UV irradiation. |
| CHEK1 | Serine/threonine-protein kinase Chk1 | Serine/threonine-protein kinase which is required for checkpoint-mediated cell cycle arrest and activation of DNA repair in response to the presence of DNA damage or unreplicated DNA. |
| LGR6 | Leucine-rich repeat-containing G-protein coupled receptor 6 | Receptor for R-spondins that potentiates the canonical Wnt signaling pathway and acts as a marker of multipotent stem cells in the epidermis. |
| FRY | Protein furry homolog | Plays a crucial role in the structural integrity of mitotic centrosomes and in the maintenance of spindle bipolarity by promoting PLK1 activity at the spindle poles in early mitosis. |
| SLC37A2 | Glucose-6-phosphate exchanger SLC37A2 | Inorganic phosphate and glucose-6-phosphate antiporter. |
| CLK1 | Dual specificity protein kinase CLK1 | Dual specificity kinase acting on both serine/threonine and tyrosine-containing substrates. |
| TUBA1C | Tubulin alpha-1C chain | Tubulin is the major constituent of microtubules, a cylinder consisting of laterally associated linear protofilaments composed of alpha- and beta-tubulin heterodimers. |
| L3MBTL3 | Lethal(3)malignant brain tumor-like protein 3 | Is a negative regulator of Notch target genes expression, required for RBPJ-mediated transcriptional repression. |
| ADCY9 | Adenylate cyclase type 9 | Adenylyl cyclase that catalyzes the formation of the signaling molecule cAMP in response to activation of G protein-coupled receptors. |
| FTO | Alpha-ketoglutarate-dependent dioxygenase FTO | RNA demethylase that mediates oxidative demethylation of different RNA species, such as mRNAs, tRNAs and snRNAs, and acts as a regulator of fat mass, adipogenesis and energy homeostasis. |
| BABAM1 | BRISC and BRCA1-A complex member 1 | Component of the BRCA1-A complex, a complex that specifically recognizes ‘Lys-63’-linked ubiquitinated histones H2A and H2AX at DNA lesions sites, leading to target the BRCA1-BARD1 heterodimer to sites of DNA damage at double-strand breaks… |
| CCDC15 | Coiled-coil domain-containing protein 15 | Plays an important role in primary cilium assembly, maintenance, and length regulation. |
| HEPACAM | Hepatic and glial cell adhesion molecule | Involved in regulating cell motility and cell-matrix interactions. |
| HYLS1 | Centriolar and ciliogenesis-associated protein HYLS1 | Plays a role in ciliogenesis. |
| ANKLE1 | Structure-specific endonuclease ANKLE1 | Structure-selective DNA endonuclease that specifically cleaves branched DNA. |
| TMEM218 | Transmembrane protein 218 | May be involved in ciliary biogenesis or function. |
| POGLUT3 | Protein O-glucosyltransferase 3 | Protein glucosyltransferase that catalyzes the transfer of glucose from UDP-glucose to a serine residue within the consensus sequence peptide C-X-N-T-X-G-S-F-X-C. |
| HYCC2 | Hyccin 2 | Component of a complex required to localize phosphatidylinositol 4-kinase (PI4K) to the plasma membrane. |
| WDR43 | WD repeat-containing protein 43 | Ribosome biogenesis factor that coordinates hyperactive transcription and ribogenesis. |
| SH2B3 | SH2B adapter protein 3 | Links T-cell receptor activation signal to phospholipase C-gamma-1, GRB2 and phosphatidylinositol 3-kinase. |
| ESR1 | Estrogen receptor | Nuclear hormone receptor. |
| PATE4 | Prostate and testis expressed protein 4 | May modulate the function of nicotinic acetylcholine receptors. |
| FEZ1 | Fasciculation and elongation protein zeta-1 | May be involved in axonal outgrowth as component of the network of molecules that regulate cellular morphology and axon guidance machinery. |
| FGFR2 | Fibroblast growth factor receptor 2 | 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, migration and apoptosis, and in the regulation of embryonic de… |
| HLA-C | HLA class I histocompatibility antigen, C alpha chain | Antigen-presenting major histocompatibility complex class I (MHCI) molecule with an important role in reproduction and antiviral immunity. |
| ANXA13 | Annexin A13 | Binds to membranes enriched in phosphatidylserine or phosphatidylglycerol in a calcium-dependent manner. |
| INHBB | Inhibin beta B chain | Inhibins and activins inhibit and activate, respectively, the secretion of follitropin by the pituitary gland. |
| STT3A | Dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit STT3A | Catalytic subunit of the oligosaccharyl transferase (OST) complex that catalyzes the initial transfer of a defined glycan (Glc(3)Man(9)GlcNAc(2) in eukaryotes) from the lipid carrier dolichol-pyrophosphate to an asparagine residue within a… |
| KCNH1 | Voltage-gated delayed rectifier potassium channel KCNH1 | Pore-forming (alpha) subunit of a voltage-gated delayed rectifier potassium channel that mediates outward-rectifying potassium currents which, on depolarization, reaches a steady-state level and do not inactivate. |
| KLF12 | Krueppel-like factor 12 | Confers strong transcriptional repression to the AP-2-alpha gene. |
| KLF5 | Krueppel-like factor 5 | Transcription factor that binds to GC box promoter elements. |
| KRT8 | Keratin, type II cytoskeletal 8 | Required for the formation of KRT8/KRT18 filaments that are involved in ARHGEF40-mediated actin stress fiber formation and tensional force-induced stress fiber formation and reinforcement. |
| LSP1 | Lymphocyte-specific protein 1 | May play a role in mediating neutrophil activation and chemotaxis. |
| MDM4 | Protein Mdm4 | Contributes to p53/TP53 regulation. |
| MTX1 | Metaxin-1 | Involved in transport of proteins into the mitochondrion. |
| NDUFB3 | NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3 | Accessory subunit of the mitochondrial membrane respiratory chain NADH dehydrogenase (Complex I), that is believed not to be involved in catalysis. |
| PEX14 | Peroxisomal membrane protein PEX14 | Component of the PEX13-PEX14 docking complex, a translocon channel that specifically mediates the import of peroxisomal cargo proteins bound to PEX5 receptor. |
| PPIL3 | Peptidyl-prolyl cis-trans isomerase-like 3 | PPIases accelerate the folding of proteins. |
Protein-family classification
Druggable: 16 · Difficult: 11 · Unknown: 34 · Druggable fraction: 0.26
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 |
|---|
| Nuclear receptor | 1 | 6.3× | 0.520 |
| Kinase | 5 | 2.3× | 0.520 |
| Antibody/Immunoglobulin | 4 | 1.9× | 0.520 |
| Ion channel | 1 | 1.8× | 0.774 |
| Transporter | 1 | 1.3× | 0.774 |
| Scaffold/PPI | 4 | 1.1× | 0.774 |
| Other/Unknown | 34 | 1.0× | 0.774 |
| Transcription factor | 7 | 0.9× | 0.774 |
| Enzyme (other) | 3 | 0.6× | 0.926 |
| GPCR | 1 | 0.4× | 0.926 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|
| RET | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Cadherin-like_dom |
| BRCA2 | Other/Unknown | no | | BRCA2_repeat, NA-bd_OB-fold, BRCA2_OB_1 |
| HNF1B | Transcription factor | no | | HD, HNF1b_C, HNF-1_N |
| TERT | Other/Unknown | no | | RT_dom, Telomerase_RT, Telomerase_RBD |
| TNFSF10 | Other/Unknown | no | | TNF_dom, Tumour_necrosis_fac-like_dom, TNF_ligand_10/11 |
| TOX3 | Other/Unknown | no | | HMG_box_dom, HMG_box_dom_sf, TOX_HMG-box_domain |
| ACRV1 | Other/Unknown | no | | LY6_UPA_recep-like, Acrosomal_SP-10-like |
| CCNE1 | Other/Unknown | no | | Cyclin_C-dom, Cyclin_N, Cyclin-like_dom |
| RALY | Other/Unknown | no | | RRM_dom, Nucleotide-bd_a/b_plait_sf, hnRNP_C |
| PKNOX2 | Transcription factor | no | | HD, KN_HD, Homeodomain-like_sf |
| CDH2 | Other/Unknown | no | | Cadherin_Y-type_LIR, Cadherin-like_dom, Cadherin_pro_dom |
| CDKN2B | Scaffold/PPI | no | | Ankyrin_rpt, Ankyrin_rpt-contain_sf, Ank_Repeat/CDKN_Inhibitor |
| ROBO4 | Antibody/Immunoglobulin | yes | | Ig_sub2, Ig_sub, FN3_dom |
| ZNF365 | Transcription factor | no | | GenomicStab_NeuMorph_Reg, FBX41/ZN365_Znf-C2H2 |
| NEK10 | Kinase | yes | | Prot_kinase_dom, Tyr_kinase_AS, Kinase-like_dom_sf |
| CHEK1 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, Ser/Thr_kinase_AS, Kinase-like_dom_sf |
| LGR6 | GPCR | yes | | GPCR_Rhodpsn, LRRNT, Leu-rich_rpt |
| FRY | Other/Unknown | no | | Cell_Morphogen_C, Cell_morpho_N, MOR2-PAG1_mid |
| SLC37A2 | Transporter | yes | | Sugar_P_transporter, MFS, MFS_dom |
| CLK1 | Kinase | yes | 2.7.12.1 | Prot_kinase_dom, Ser/Thr_kinase_AS, Kinase-like_dom_sf |
| TUBA1C | Other/Unknown | no | | Tubulin, Alpha_tubulin, Tubulin_FtsZ_GTPase |
| L3MBTL3 | Transcription factor | no | | SAM, Znf_C2H2C, Mbt |
| ADCY9 | Other/Unknown | no | | A/G_cyclase, A/G_cyclase_CS, Nucleotide_cyclase |
| PATE1 | Other/Unknown | no | | LY6_UPA_recep-like |
| FTO | Enzyme (other) | yes | 1.14.11.53 | FTO_C, FTO_cat_dom, FTO |
| BABAM1 | Other/Unknown | no | | BABAM1, vWFA_dom_sf |
| CCDC15 | Other/Unknown | no | | CCDC15 |
| HEPACAM | Antibody/Immunoglobulin | yes | | Ig_sub2, Ig_sub, Ig-like_dom |
| HYLS1 | Other/Unknown | no | | HYLS1, HYLS1_C_dom, Centriolar_ciliogenesis_assoc |
| ANKLE1 | Scaffold/PPI | no | | GIY-YIG_endonuc, Ankyrin_rpt, LEM_dom |
| TMEM218 | Other/Unknown | no | | Tmem218, TMEM218_N |
| POGLUT3 | Antibody/Immunoglobulin | yes | | Filamin/ABP280_rpt, CAP10, Ig-like_fold |
| HYCC2 | Other/Unknown | no | | Hyccin |
| WDR43 | Scaffold/PPI | no | | WD40_rpt, SSU_processome_Utp12, WD40/YVTN_repeat-like_dom_sf |
| SH2B3 | Scaffold/PPI | no | | SH2, PH_domain, PH-like_dom_sf |
| PATE2 | Other/Unknown | no | | LY6_UPA_recep-like, PATE2, PATE2-like_ECD_3FTx |
| HEPN1 | Other/Unknown | no | | |
| ESR1 | Nuclear receptor | yes | | Nucl_hrmn_rcpt_lig-bd, Estr_rcpt, Znf_hrmn_rcpt |
| PATE3 | Other/Unknown | no | | LY6_UPA_recep-like |
| PATE4 | Other/Unknown | no | | LY6_UPA_recep-like, Snake_toxin-like_sf |
| RPL23AP53 | Other/Unknown | no | | |
| FEZ1 | Other/Unknown | no | | FEZ |
| FGFR2 | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Ig_sub2 |
| MIR4757 | Other/Unknown | no | | |
| GBA1LP | Other/Unknown | no | | |
| HLA-C | Antibody/Immunoglobulin | yes | | MHC_I_a_a1/a2, Ig_C1-set, Ig-like_dom |
| ANXA13 | Other/Unknown | no | | Annexin, ANX13, Annexin_repeat_CS |
| INHBB | Other/Unknown | no | | INHBB_C, TGF-b_propeptide, TGF-b_C |
| STT3A | Enzyme (other) | yes | 2.4.99.18 | Oligo_trans_STT3, STT3_N, AglB-like_core |
| KCNH1 | Ion channel | yes | | PAS, cNMP-bd_dom, PAS-assoc_C |
Expression context
Cohort genes with no expression data: 0.
52 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) | 1 |
| broad (>20) | 60 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|
| male germ line stem cell (sensu Vertebrata) in testis | 8 |
| secondary oocyte | 7 |
| oocyte | 6 |
| ventricular zone | 5 |
| stromal cell of endometrium | 5 |
| left testis | 4 |
| granulocyte | 4 |
| sural nerve | 4 |
| monocyte | 3 |
| testis | 3 |
| right frontal lobe | 3 |
| right uterine tube | 3 |
| primordial germ cell in gonad | 3 |
| calcaneal tendon | 3 |
| corpus epididymis | 3 |
| buccal mucosa cell | 3 |
| substantia nigra pars reticulata | 2 |
| colonic mucosa | 2 |
| right testis | 2 |
| adrenal tissue | 2 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|
| RET | 193 | broad | marker | substantia nigra pars reticulata, dorsal root ganglion, substantia nigra pars compacta |
| BRCA2 | 184 | ubiquitous | marker | male germ line stem cell (sensu Vertebrata) in testis, secondary oocyte, ventricular zone |
| HNF1B | 74 | broad | marker | metanephros cortex, adult mammalian kidney, kidney |
| TERT | 105 | broad | yes | stromal cell of endometrium, type B pancreatic cell, olfactory bulb |
| TNFSF10 | 285 | ubiquitous | marker | nasal cavity epithelium, urethra, monocyte |
| TOX3 | 220 | broad | marker | mucosa of sigmoid colon, pancreatic ductal cell, colonic mucosa |
| ACRV1 | 145 | tissue_specific | marker | left testis, right testis, testis |
| CCNE1 | 201 | ubiquitous | marker | secondary oocyte, oocyte, adrenal tissue |
| RALY | 294 | ubiquitous | marker | ganglionic eminence, granulocyte, ventricular zone |
| PKNOX2 | 236 | broad | yes | pigmented layer of retina, sural nerve, right frontal lobe |
| CDH2 | 233 | ubiquitous | marker | heart right ventricle, ventricular zone, stromal cell of endometrium |
| CDKN2B | 219 | ubiquitous | marker | jejunal mucosa, colonic mucosa, lower esophagus mucosa |
| ROBO4 | 254 | broad | marker | lower lobe of lung, apex of heart, omental fat pad |
| ZNF365 | 206 | broad | yes | middle temporal gyrus, lateral nuclear group of thalamus, Brodmann (1909) area 23 |
| NEK10 | 178 | broad | marker | olfactory segment of nasal mucosa, right uterine tube, left testis |
| CHEK1 | 210 | ubiquitous | marker | secondary oocyte, oocyte, primordial germ cell in gonad |
| LGR6 | 201 | broad | marker | right coronary artery, descending thoracic aorta, thoracic aorta |
| FRY | 288 | ubiquitous | marker | blood vessel layer, popliteal artery, tibial artery |
| SLC37A2 | 199 | broad | marker | right adrenal gland, left adrenal gland, right adrenal gland cortex |
| CLK1 | 294 | ubiquitous | marker | granulocyte, right uterine tube, right ovary |
| TUBA1C | 288 | ubiquitous | marker | secondary oocyte, Brodmann (1909) area 46, oocyte |
| L3MBTL3 | 213 | ubiquitous | marker | calcaneal tendon, male germ line stem cell (sensu Vertebrata) in testis, stromal cell of endometrium |
| ADCY9 | 296 | ubiquitous | marker | secondary oocyte, choroid plexus epithelium, vastus lateralis |
| PATE1 | 23 | tissue_specific | marker | corpus epididymis, seminal vesicle, cauda epididymis |
| FTO | 294 | ubiquitous | marker | cortical plate, bronchial epithelial cell, Brodmann (1909) area 10 |
| BABAM1 | 278 | ubiquitous | marker | prefrontal cortex, right frontal lobe, anterior cingulate cortex |
| CCDC15 | 188 | ubiquitous | yes | oocyte, secondary oocyte, sperm |
| HEPACAM | 167 | broad | marker | lateral globus pallidus, substantia nigra pars reticulata, medial globus pallidus |
| HYLS1 | 205 | ubiquitous | yes | oocyte, secondary oocyte, sperm |
| ANKLE1 | 160 | broad | marker | male germ line stem cell (sensu Vertebrata) in testis, bone marrow, bone marrow cell |
Protein interactions among cohort
Intra-cohort edges: 27.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|
| ESR1 | 12,382 |
| TUBA1C | 6,155 |
| TERT | 5,717 |
| CDH2 | 5,623 |
| CHEK1 | 4,939 |
| BRCA2 | 4,839 |
| RET | 4,203 |
| KRT8 | 3,915 |
| CCNE1 | 3,811 |
| RALY | 3,651 |
Intra-cohort edges
| A | B | Sources |
|---|
| ACRV1 | PATE3 | string_interaction |
| ACRV1 | PATE4 | string_interaction |
| ANKLE1 | BABAM1 | string_interaction |
| BABAM1 | BRCA2 | string_interaction |
| BRCA2 | LSP1 | string_interaction |
| BRCA2 | RAD51B | string_interaction |
| BRCA2 | TOX3 | string_interaction |
| ESR1 | PPIL3 | intact |
| ESR1 | WDR43 | intact |
| HEPACAM | HEPN1 | string_interaction |
| HYCC2 | NDUFB3 | string_interaction |
| HYCC2 | PPIL3 | string_interaction |
| HYLS1 | PKNOX2 | string_interaction |
| LSP1 | NEK10 | string_interaction |
| LSP1 | RAD51B | string_interaction |
| LSP1 | TOX3 | string_interaction |
| NDUFB3 | PPIL3 | string_interaction |
| NEK10 | RAD51B | string_interaction |
| NEK10 | TOX3 | string_interaction |
| PATE1 | PATE2 | string_interaction |
| PATE1 | PATE3 | string_interaction |
| PATE1 | PATE4 | string_interaction |
| PATE2 | PATE3 | string_interaction |
| PATE2 | PATE4 | string_interaction |
| PATE3 | PATE4 | string_interaction |
| PKNOX2 | SLC37A2 | string_interaction |
| RAD51B | TOX3 | string_interaction |
Structural data
PDB: 32 · AlphaFold-only: 26 · No structure: 3
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|
| ESR1 | P03372 | 478 |
| CHEK1 | O14757 | 164 |
| FGFR2 | P21802 | 63 |
| MDM4 | O15151 | 39 |
| CLK1 | P49759 | 38 |
| RET | P07949 | 34 |
| FTO | Q9C0B1 | 28 |
| TERT | O14746 | 23 |
| CCNE1 | P24864 | 22 |
| BRCA2 | P51587 | 14 |
| HLA-C | P10321 | 13 |
| PTHLH | P12272 | 11 |
| L3MBTL3 | Q96JM7 | 9 |
| TNFSF10 | P50591 | 7 |
| NDUFB3 | O43676 | 7 |
| ADCY9 | O60503 | 6 |
| STT3A | P46977 | 5 |
| RAD51B | O15315 | 5 |
| SLC37A2 | Q8TED4 | 4 |
| PEX14 | O75381 | 4 |
| PPIL3 | Q9H2H8 | 4 |
| HNF1B | P35680 | 3 |
| BABAM1 | Q9NWV8 | 3 |
| WDR43 | Q15061 | 3 |
| KRT8 | P05787 | 3 |
| LSP1 | P33241 | 3 |
| RALY | Q9UKM9 | 1 |
| HEPACAM | Q14CZ8 | 1 |
| ANXA13 | P27216 | 1 |
| INHBB | P09529 | 1 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|
| POGLUT3 | Q7Z4H8 | 93.16 |
| TUBA1C | Q9BQE3 | 91.70 |
| PATE4 | P0C8F1 | 90.73 |
| PATE3 | B3GLJ2 | 90.23 |
| CDKN2B | P42772 | 90.12 |
| TMEM218 | A2RU14 | 87.79 |
| PATE2 | Q6UY27 | 86.09 |
| PATE1 | Q8WXA2 | 80.46 |
| CDH2 | P19022 | 79.68 |
| LGR6 | Q9HBX8 | 77.94 |
| MTX1 | Q13505 | 71.83 |
| NEK10 | Q6ZWH5 | 70.23 |
| ANKLE1 | Q8NAG6 | 70.14 |
| HYCC2 | Q8IXS8 | 69.27 |
| FEZ1 | Q99689 | 67.83 |
| HYLS1 | Q96M11 | 66.11 |
| SH2B3 | Q9UQQ2 | 63.45 |
| ACRV1 | P26436 | 62.66 |
| PKNOX2 | Q96KN3 | 61.38 |
| TOX3 | O15405 | 60.22 |
| ROBO4 | Q8WZ75 | 57.67 |
| HEPN1 | Q6WQI6 | 54.42 |
| KLF12 | Q9Y4X4 | 51.57 |
| CCDC15 | Q0P6D6 | 50.02 |
| ZNF365 | Q70YC4 | 30.21 |
| FRY | Q5TBA9 | |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 331. Enrichment computed across 61 evidence-associated genes (32 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 32 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|
| Cell Cycle | 7 | 7.9× | 0.007 | BRCA2, TERT, CCNE1, CDKN2B, TUBA1C, BABAM1, MDM4 |
| Presynaptic phase of homologous DNA pairing and strand exchange | 3 | 25.5× | 0.035 | BRCA2, CHEK1, RAD51B |
| Signaling by FGFR2 amplification mutants | 1 | 356.9× | 0.055 | FGFR2 |
| Signaling by FGFR2 fusions | 1 | 356.9× | 0.055 | FGFR2 |
| p53-Dependent G1 DNA Damage Response | 2 | 44.6× | 0.055 | CCNE1, MDM4 |
| p53-Dependent G1/S DNA damage checkpoint | 2 | 44.6× | 0.055 | CCNE1, MDM4 |
| G1/S DNA Damage Checkpoints | 2 | 42.0× | 0.055 | CCNE1, MDM4 |
| Developmental Lineage of Mammary Gland Alveolar Cells | 2 | 39.6× | 0.055 | ESR1, KRT8 |
| Impaired BRCA2 binding to PALB2 | 2 | 28.6× | 0.055 | BRCA2, RAD51B |
| Developmental Lineage of Mammary Gland Luminal Epithelial Cells | 2 | 28.6× | 0.055 | ESR1, KRT8 |
| Defective homologous recombination repair (HRR) due to BRCA1 loss of function | 2 | 26.4× | 0.055 | BRCA2, RAD51B |
| Defective HDR through Homologous Recombination Repair (HRR) due to PALB2 loss of BRCA1 binding function | 2 | 26.4× | 0.055 | BRCA2, RAD51B |
| Defective HDR through Homologous Recombination Repair (HRR) due to PALB2 loss of BRCA2/RAD51/RAD51C binding function | 2 | 26.4× | 0.055 | BRCA2, RAD51B |
| Resolution of D-loop Structures through Synthesis-Dependent Strand Annealing (SDSA) | 2 | 24.6× | 0.055 | BRCA2, RAD51B |
| G1 Phase | 2 | 24.6× | 0.055 | CCNE1, CDKN2B |
| Homologous DNA Pairing and Strand Exchange | 2 | 23.8× | 0.055 | BRCA2, RAD51B |
| Cellular Senescence | 3 | 12.9× | 0.055 | CCNE1, CDKN2B, MDM4 |
| Cellular responses to stimuli | 5 | 4.9× | 0.055 | CCNE1, CDKN2B, TUBA1C, ADCY9, MDM4 |
| Signal Transduction | 9 | 2.9× | 0.055 | TERT, CCNE1, CDKN2B, LGR6, TUBA1C, ADCY9, SH2B3, INHBB (+1 more) |
| Oncogene Induced Senescence | 2 | 21.0× | 0.067 | CDKN2B, MDM4 |
| Homology Directed Repair | 2 | 19.3× | 0.069 | BRCA2, BABAM1 |
| HDR through Homologous Recombination (HRR) or Single Strand Annealing (SSA) | 2 | 19.3× | 0.069 | BRCA2, BABAM1 |
| Chaperonin-mediated protein folding | 2 | 18.8× | 0.069 | CCNE1, TUBA1C |
| Resolution of D-loop Structures through Holliday Junction Intermediates | 2 | 18.8× | 0.069 | BRCA2, RAD51B |
| Cell Cycle Checkpoints | 3 | 8.3× | 0.073 | CCNE1, BABAM1, MDM4 |
| Protein folding | 2 | 16.2× | 0.085 | CCNE1, TUBA1C |
| Signaling by SCF-KIT | 2 | 15.5× | 0.086 | CHEK1, SH2B3 |
| DNA Double-Strand Break Repair | 2 | 15.5× | 0.086 | BRCA2, BABAM1 |
| Impaired BRCA2 translocation to the nucleus | 1 | 119.0× | 0.090 | BRCA2 |
| Impaired BRCA2 binding to SEM1 (DSS1) | 1 | 119.0× | 0.090 | BRCA2 |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 53 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|
| prostate epithelial cord elongation | 2 | 212.0× | 0.015 | ESR1, FGFR2 |
| prostate epithelial cord arborization involved in prostate glandular acinus morphogenesis | 2 | 90.8× | 0.047 | ESR1, FGFR2 |
| establishment of protein localization to telomere | 2 | 79.5× | 0.047 | BRCA2, TERT |
| positive regulation of Wnt signaling pathway | 3 | 21.7× | 0.047 | TERT, LGR6, FGFR2 |
| RNA-templated transcription | 1 | 318.0× | 0.047 | TERT |
| cerebellar molecular layer morphogenesis | 1 | 318.0× | 0.047 | ZNF365 |
| DNA strand elongation | 1 | 318.0× | 0.047 | TERT |
| negative regulation of hepatocyte growth factor production | 1 | 318.0× | 0.047 | INHBB |
| regulation of pronephros size | 1 | 318.0× | 0.047 | HNF1B |
| fibroblast growth factor receptor signaling pathway involved in negative regulation of apoptotic process in bone marrow cell | 1 | 318.0× | 0.047 | FGFR2 |
| fibroblast growth factor receptor signaling pathway involved in hemopoiesis | 1 | 318.0× | 0.047 | FGFR2 |
| fibroblast growth factor receptor signaling pathway involved in positive regulation of cell proliferation in bone marrow | 1 | 318.0× | 0.047 | FGFR2 |
| peroxisome transport along microtubule | 1 | 318.0× | 0.047 | PEX14 |
| pronephric nephron tubule development | 1 | 318.0× | 0.047 | HNF1B |
| lateral sprouting from an epithelium | 1 | 318.0× | 0.047 | FGFR2 |
| ureteric bud elongation | 1 | 318.0× | 0.047 | HNF1B |
| obsolete negative regulation of mesenchymal cell apoptotic process involved in mesonephric nephron morphogenesis | 1 | 318.0× | 0.047 | HNF1B |
| positive regulation of anterograde axonal transport of mitochondrion | 1 | 318.0× | 0.047 | FEZ1 |
| regulation of white fat cell proliferation | 1 | 318.0× | 0.047 | FTO |
| regulation of DNA strand resection involved in replication fork processing | 1 | 318.0× | 0.047 | ZNF365 |
| siRNA transcription | 1 | 318.0× | 0.047 | TERT |
| mesenchymal cell apoptotic process involved in metanephros development | 1 | 318.0× | 0.047 | HNF1B |
| positive regulation of transdifferentiation | 1 | 318.0× | 0.047 | TERT |
| regulation of epithelial cell apoptotic process | 1 | 318.0× | 0.047 | ESR1 |
| regulation of lymphoid progenitor cell differentiation | 1 | 318.0× | 0.047 | ANKLE1 |
| telomere maintenance via recombination | 2 | 57.8× | 0.047 | BRCA2, TERT |
| inner cell mass cell proliferation | 2 | 37.4× | 0.047 | BRCA2, CHEK1 |
| regulation of double-strand break repair via homologous recombination | 2 | 37.4× | 0.047 | ZNF365, CHEK1 |
| replicative senescence | 2 | 37.4× | 0.047 | TERT, CHEK1 |
| embryonic digestive tract morphogenesis | 2 | 35.3× | 0.047 | HNF1B, FGFR2 |
Therapeutics
Drug target analysis
Approved (phase 4): 11 · Phase ≥3: 12 · Phased (≥1): 12 · Undrugged: 49
Druggability breadth: 25 of 61 evidence-associated genes (41%) 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.
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|
| ESR1 | 162 | 4 |
| RET | 135 | 4 |
| CLK1 | 67 | 4 |
| FGFR2 | 59 | 4 |
| CCNE1 | 38 | 4 |
| CHEK1 | 36 | 4 |
| TUBA1C | 21 | 4 |
| FTO | 18 | 4 |
| TERT | 10 | 4 |
| MDM4 | 7 | 4 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|
| PONATINIB | 4 | FGFR2, RET |
| AFATINIB | 4 | RET |
| VEMURAFENIB | 4 | RET |
| FEDRATINIB | 4 | CHEK1, CLK1, FGFR2, RET |
| TIVOZANIB | 4 | RET |
| LENVATINIB | 4 | ESR1, FGFR2, RET |
| AXITINIB | 4 | FGFR2, RET |
| SORAFENIB | 4 | CLK1, FGFR2, RET |
| DASATINIB ANHYDROUS | 4 | RET |
| ALECTINIB | 4 | CLK1, ESR1, RET |
| RUXOLITINIB | 4 | CLK1, RET |
| INFIGRATINIB PHOSPHATE | 4 | FGFR2, RET |
| INFIGRATINIB | 4 | FGFR2, RET |
| IBRUTINIB | 4 | FGFR2, RET |
| PALBOCICLIB | 4 | CCNE1, CHEK1, CLK1, RET |
| REGORAFENIB | 4 | CLK1, RET |
| ENTRECTINIB | 4 | RET |
| TOFACITINIB CITRATE | 4 | RET |
| FOSTAMATINIB | 4 | RET |
| CABOZANTINIB | 4 | RET |
| BARICITINIB | 4 | CLK1, RET |
| TOFACITINIB | 4 | RET |
| CAPIVASERTIB | 4 | CLK1, RET |
| CERITINIB | 4 | CLK1, FGFR2, RET |
| VANDETANIB | 4 | FGFR2, RET |
| NILOTINIB | 4 | CLK1, RET |
| BOSUTINIB | 4 | CHEK1, CLK1, RET |
| GILTERITINIB | 4 | CCNE1, RET |
| BRIGATINIB | 4 | CHEK1, CLK1, FGFR2, RET |
| UPADACITINIB | 4 | RET |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 7.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|
| ESR1 | 2,435 | Binding:2037, Functional:363, ADMET:35 |
| TUBA1C | 1,689 | Binding:1648, Functional:35, ADMET:6 |
| RET | 1,586 | Binding:1573, Functional:10, ADMET:3 |
| CHEK1 | 1,086 | Binding:1039, Functional:44, ADMET:3 |
| FGFR2 | 966 | Binding:940, Functional:22, ADMET:4 |
| CCNE1 | 691 | Binding:690, ADMET:1 |
| CLK1 | 553 | Binding:547, Functional:4, ADMET:2 |
| TERT | 391 | Binding:389, Functional:2 |
| FTO | 153 | Binding:153 |
| MDM4 | 149 | Binding:148, Functional:1 |
| L3MBTL3 | 50 | Binding:49, Functional:1 |
| NEK10 | 40 | Binding:40 |
| KCNH1 | 24 | Binding:23, Toxicity:1 |
| ADCY9 | 18 | Binding:16, Functional:2 |
| ANXA13 | 6 | Binding:6 |
| CDH2 | 4 | Binding:3, Functional:1 |
| NDUFB3 | 4 | Binding:4 |
| TNFSF10 | 3 | Functional:2, Binding:1 |
| KLF5 | 3 | Binding:2, Functional:1 |
| STT3A | 2 | Binding:2 |
| LGR6 | 1 | Binding:1 |
| HLA-C | 1 | Binding:1 |
| MTX1 | 1 | Binding:1 |
| PEX14 | 1 | ADMET:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|
| RET | 2.7.10.1 | receptor protein-tyrosine kinase |
| CHEK1 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| CLK1 | 2.7.12.1 | dual-specificity kinase |
| FTO | 1.14.11.53 | mRNA N6-methyladenine demethylase |
| FGFR2 | 2.7.10.1 | receptor protein-tyrosine kinase |
| STT3A | 2.4.99.18 | dolichyl-diphosphooligosaccharide-protein glycotransferase |
| PPIL3 | 5.2.1.8 | peptidylprolyl isomerase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|
| RET | 1,586 |
| TERT | 391 |
| CCNE1 | 691 |
| CHEK1 | 1,086 |
| CLK1 | 553 |
| TUBA1C | 1,689 |
| FTO | 153 |
| ESR1 | 2,435 |
| FGFR2 | 966 |
| MDM4 | 149 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 59; with CPIC/DPWG dosing guidelines: 0.
No cohort gene has a CPIC/DPWG genotype-guided dosing guideline (PharmGKB).
Drug repurposing candidates
29 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) |
|---|
| PONATINIB | 4 | FGFR2, RET |
| AFATINIB | 4 | RET |
| VEMURAFENIB | 4 | RET |
| FEDRATINIB | 4 | CHEK1, CLK1, FGFR2, RET |
| TIVOZANIB | 4 | RET |
| LENVATINIB | 4 | ESR1, FGFR2, RET |
| AXITINIB | 4 | FGFR2, RET |
| SORAFENIB | 4 | CLK1, FGFR2, RET |
| DASATINIB ANHYDROUS | 4 | RET |
| ALECTINIB | 4 | CLK1, ESR1, RET |
| RUXOLITINIB | 4 | CLK1, RET |
| INFIGRATINIB PHOSPHATE | 4 | FGFR2, RET |
| INFIGRATINIB | 4 | FGFR2, RET |
| IBRUTINIB | 4 | FGFR2, RET |
| REGORAFENIB | 4 | CLK1, RET |
| ENTRECTINIB | 4 | RET |
| TOFACITINIB CITRATE | 4 | RET |
| FOSTAMATINIB | 4 | RET |
| CABOZANTINIB | 4 | RET |
| BARICITINIB | 4 | CLK1, RET |
| TOFACITINIB | 4 | RET |
| CAPIVASERTIB | 4 | CLK1, RET |
| CERITINIB | 4 | CLK1, FGFR2, RET |
| VANDETANIB | 4 | FGFR2, RET |
| NILOTINIB | 4 | CLK1, RET |
| BOSUTINIB | 4 | CHEK1, CLK1, RET |
| GILTERITINIB | 4 | CCNE1, RET |
| BRIGATINIB | 4 | CHEK1, CLK1, FGFR2, RET |
| UPADACITINIB | 4 | RET |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|
| A | Approved (phase 4 drug) | 11 | RET, TERT, CCNE1, CHEK1, CLK1, TUBA1C, L3MBTL3, FTO, ESR1, FGFR2 (+1 more) |
| B | Phased (≥1) drug, not yet approved | 1 | NEK10 |
| C | Druggable family + PDB, no drug | 6 | SLC37A2, HEPACAM, HLA-C, STT3A, KCNH1, PPIL3 |
| D | Druggable family + AlphaFold only, no drug | 3 | ROBO4, LGR6, POGLUT3 |
| E | Difficult family or no structure, no drug | 40 | BRCA2, HNF1B, TNFSF10, TOX3, ACRV1, RALY, PKNOX2, CDH2, CDKN2B, ZNF365 (+30 more) |
Undrugged target profiles
49 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|
| BRCA2 | 0 | — |
| HNF1B | 0 | — |
| TNFSF10 | 3 | — |
| TOX3 | 0 | — |
| ACRV1 | 0 | — |
| RALY | 0 | — |
| PKNOX2 | 0 | — |
| CDH2 | 4 | — |
| CDKN2B | 0 | — |
| ROBO4 | 0 | — |
| ZNF365 | 0 | — |
| LGR6 | 1 | — |
| FRY | 0 | — |
| SLC37A2 | 0 | — |
| ADCY9 | 18 | — |
| PATE1 | 0 | — |
| BABAM1 | 0 | — |
| CCDC15 | 0 | — |
| HEPACAM | 0 | — |
| HYLS1 | 0 | — |
| ANKLE1 | 0 | — |
| TMEM218 | 0 | — |
| POGLUT3 | 0 | — |
| HYCC2 | 0 | — |
| WDR43 | 0 | — |
| SH2B3 | 0 | — |
| PATE2 | 0 | — |
| HEPN1 | 0 | — |
| PATE3 | 0 | — |
| PATE4 | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 22.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|
| PHASE2 | 15 |
| PHASE1 | 3 |
| PHASE3 | 1 |
| PHASE2/PHASE3 | 1 |
| PHASE1/PHASE2 | 1 |
| Not specified | 1 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|
| NCT01805076 | PHASE3 | COMPLETED | MRI and Mammography Before Surgery in Patients With Stage I-II Breast Cancer |
| NCT01881230 | PHASE2/PHASE3 | COMPLETED | Evaluate Risk/Benefit of Nab Paclitaxel in Combination With Gemcitabine and Carboplatin Compared to Gemcitabine and Carboplatin in Triple Negative Metastatic Breast Cancer (or Metastatic Triple Negative Breast Cancer) |
| NCT02315196 | PHASE2 | ACTIVE_NOT_RECRUITING | Pegylated Liposomal Doxorubicin Hydrochloride and Carboplatin Followed by Surgery and Paclitaxel in Treating Patients With Triple Negative Stage II-III Breast Cancer |
| NCT02957968 | PHASE2 | ACTIVE_NOT_RECRUITING | Neoadjuvant Pembrolizumab + Decitabine Followed by Std Neoadj Chemo for Locally Advanced HER2- Breast Ca |
| NCT00003199 | PHASE2 | COMPLETED | Combination Chemotherapy and Peripheral Blood Stem Cell Transplant Followed By Aldesleukin and Sargramostim in Treating Patients With Inflammatory Stage IIIB or Metastatic Stage IV Breast Cancer |
| NCT00194779 | PHASE2 | COMPLETED | Combination Chemotherapy and Filgrastim Before Surgery in Treating Patients With HER2-Positive Breast Cancer That Can Be Removed By Surgery |
| NCT00559507 | PHASE2 | COMPLETED | Saracatinib in Treating Patients With Metastatic or Locally Advanced Breast Cancer That Cannot Be Removed By Surgery |
| NCT00577122 | PHASE2 | COMPLETED | Medroxyprogesterone +/- Cyclophosphamide & Methotrexate in Hormone Receptor-Negative Recurrent/Metastatic Breast Cancer |
| NCT00733408 | PHASE2 | COMPLETED | Nab-Paclitaxel and Bevacizumab Followed By Bevacizumab and Erlotinib in Metastatic Breast Cancer |
| NCT01037790 | PHASE2 | COMPLETED | Phase II Trial of the Cyclin-Dependent Kinase Inhibitor PD 0332991 in Patients With Cancer |
| NCT01100489 | PHASE2 | WITHDRAWN | Breast-Conserving Surgery Followed by Radiation Therapy With MRI-Detected Stage I or Stage II Breast Cancer |
| NCT01151449 | PHASE2 | TERMINATED | Gamma-secretase/Notch Signalling Pathway Inhibitor RO4929097 in Treating Patients With Advanced, Metastatic, or Recurrent Triple Negative Invasive Breast Cancer |
| NCT01173497 | PHASE2 | COMPLETED | A Study Evaluating INIPARIB in Combination With Chemotherapy to Treat Triple Negative Breast Cancer Brain Metastasis |
| NCT01234532 | PHASE2 | TERMINATED | Entinostat and Anastrozole in Treating Postmenopausal Women With TNBC That Can Be Removed by Surgery |
| NCT01372579 | PHASE2 | UNKNOWN | Carboplatin and Eribulin Mesylate in Triple Negative Breast Cancer Patients |
| NCT01818063 | PHASE2 | COMPLETED | Carboplatin and Combination Chemotherapy With or Without Veliparib in Treating Patients With Stage IIB-IIIC Breast Cancer |
| NCT01918306 | PHASE1/PHASE2 | TERMINATED | GDC-0941 and Cisplatin in Treating Patients With Androgen Receptor-Negative Triple Negative Metastatic Breast Cancer |
| NCT04504916 | PHASE2 | TERMINATED | A Study of Zilovertamab Vedotin (MK-2140/VLS-101) in Participants With Solid Tumors (MK-2140-002) |
| NCT00031681 | PHASE1 | COMPLETED | 7-Hydroxystaurosporine and Irinotecan Hydrochloride in Treating Patients With Metastatic or Unresectable Solid Tumors or Triple Negative Breast Cancer (Currently Accruing Only Triple-negative Breast Cancer Patients Since 6/8/2007) |
| NCT00516243 | PHASE1 | COMPLETED | Defined Green Tea Catechin Extract in Treating Women With Hormone Receptor Negative Stage I-III Breast Cancer |
| NCT01104259 | PHASE1 | COMPLETED | Veliparib, Cisplatin, and Vinorelbine Ditartrate in Treating Patients With Recurrent and/or Metastatic Breast Cancer |
| NCT05541367 | Not specified | RECRUITING | Estrogen Receptor (ER) PET/CT Imaging in Breast Cancer |
Drugs tested across these trials (top 30)
Precision-medicine subtype map (CIViC)
Drug × molecular subtype: 1 predictive associations from 1 curated evidence items; also 1 prognostic.
| Molecular subtype | Therapy | Effect | Level | CIViC |
|---|
| RET Overexpression | Vandetanib | Sensitivity/Response | CIViC D | EID2992 |
- Cohort genes: RET, BRCA2, TERT, CCNE1, CDKN2B, ROBO4, CHEK1, SH2B3, ESR1, FGFR2, HLA-C, KLF5, MDM4, RAD51B, HNF1B, TNFSF10, TOX3, ACRV1, RALY, PKNOX2, CDH2, ZNF365, NEK10, LGR6, FRY, SLC37A2, CLK1, TUBA1C, L3MBTL3, ADCY9, PATE1, FTO, BABAM1, CCDC15, HEPACAM, HYLS1, ANKLE1, TMEM218, POGLUT3, HYCC2, WDR43, PATE2, HEPN1, PATE3, PATE4, FEZ1, MIR4757, ANXA13, INHBB, STT3A, KCNH1, KLF12, KRT8, LSP1, MTX1, NDUFB3, PEX14, PPIL3, PTHLH
- Drugs: Carboplatin, Aldesleukin, Busulfan, Epirubicin, Eribulin, Palbociclib, Sargramostim, Thiotepa, Vinorelbine Tartrate, Veliparib, Cirmtuzumab, Entinostat, Iniparib, Saracatinib, Vandetanib