Testicular cancer
diseaseOn this page
Also known as cancer of testismalignant neoplasm of testismalignant neoplasm of the testismalignant testicular neoplasmmalignant testicular tumormalignant testicular tumourmalignant testis neoplasmmalignant tumor of testismalignant tumor of the testismalignant tumour of testismalignant tumour of the testispaediatric testicular neoplasmtesticular tumortesticular tumourtestis cancertestis neoplasm
Summary
Testicular cancer (MONDO:0005447) is a cancer (an umbrella term covering 11 Mondo subtypes) with 33 cohort genes (57 GWAS associations across 15 studies; 7 CIViC-evidence somatic drivers; 29 ClinVar predisposition records) and 105 clinical trials. Top therapeutic interventions include 2-mercaptoethanesulfonic acid, brentuximab vedotin, and brodalumab.
At a glance
- Classification: Cancer
- Umbrella term: 11 Mondo subtypes
- Cohort genes: 33
- GWAS associations: 57
- ClinVar variants: 29
- Clinical trials: 105
Clinical features
No curated clinical features (Orphanet) for this disease.
Identifiers
Disease identifiers
| Field | Value |
|---|---|
| Canonical name | testicular cancer |
| Mondo ID | MONDO:0005447 |
| EFO | EFO:0005088 |
| MeSH | D013736 |
| DOID | DOID:2998 |
| ICD-10-CM | C62 |
| NCIT | C7251 |
| SNOMED CT | 363449006 |
| UMLS | C0153594 |
| MedGen | 56313 |
| Anatomy (UBERON) | UBERON:0000473 |
| Is cancer (heuristic) | yes |
Also known as: cancer of testis · malignant neoplasm of testis · malignant neoplasm of the testis · malignant testicular neoplasm · malignant testicular tumor · malignant testicular tumour · malignant testis neoplasm · malignant tumor of testis · malignant tumor of the testis · malignant tumour of testis · malignant tumour of the testis · paediatric testicular neoplasm · testicular tumor · testicular tumour · testis cancer · testis neoplasm
Data availability: 29 ClinVar variants · 57 GWAS associations (15 studies).
Disease family
An umbrella term covering 11 Mondo subtypes.
Classification path: disease › human disease › disease by etiologic mechanism › cancer or benign tumor › neoplastic disease or syndrome › neoplasm › cancer › reproductive system cancer › male reproductive organ cancer › testicular cancer
Related subtypes (6): epididymis cancer, penile cancer, spermatic cord cancer, carcinoma of Cowper glands, prostate cancer, scrotum cancer
Subtypes (11): malignant Sertoli-Leydig cell tumor, testicular lymphoma, malignant tumor of undescended testis, testicular leukemia, rete testis adenocarcinoma, seminal vesicle adenocarcinoma, testicular gonadoblastoma, testis sarcoma, malignant testicular germ cell tumor, malignant testicular Leydig cell tumor, paratesticular adenocarcinoma
Genetics & variants
GWAS landscape
57 GWAS associations across 15 studies. Top hits map to 23 distinct genes (as reported by GWAS).
Top associations by p-value
| rsID | p-value | Gene | Risk allele | Odds ratio |
|---|---|---|---|---|
| rs995030 | 2e-50 | KITLG | G | 2.26 |
| rs4624820 | 3e-31 | NDFIP1 - SPRY4 | A | 1.52 |
| rs3782181 | 2e-26 | KITLG | ? | 2.22 |
| rs755383 | 2e-26 | DMRT1 | T | 1.38 |
| rs210138 | 2e-24 | BAK1 | G | 1.44 |
| rs4635969 | 5e-24 | TERT - MIR4457 | T | 1.39 |
| rs1907702 | 6e-24 | KITLG | A | 2.4 |
| chr5:141688390 | 4e-16 | G | 1.56 | |
| rs4474514 | 6e-15 | KITLG | A | 3.07 |
| rs2736100 | 8e-15 | TERT | T | 1.33 |
| rs7863616 | 1e-14 | DMRT1 | C | 1.58 |
| rs2900333 | 1e-13 | ATF7IP | C | 1.32 |
| rs36115365 | 2e-13 | MIR4457 - CLPTM1L | C | 1.54 |
| rs9905704 | 4e-13 | SEPTIN4-AS1 | T | 1.27 |
| rs4888262 | 5e-12 | RFWD3 | C | 1.26 |
| rs7040024 | 1e-11 | DMRT1 | A | 1.7 |
| rs2720460 | 2e-10 | CENPE | A | 1.24 |
| rs2839186 | 1e-09 | MCM3AP, MCM3AP-AS1 | T | 1.26 |
| rs10851590 | 1e-09 | PRTG | T | 1.39 |
| rs8046148 | 4e-09 | HEATR3 - RPL10P14 | G | 1.32 |
| rs12699477 | 6e-09 | MAD1L1 | C | 1.21 |
| rs10510452 | 1e-08 | LINC00690 - DAZL | A | 1.24 |
| rs17021463 | 1e-08 | HPGDS | T | 1.19 |
| rs3790672 | 2e-08 | UCK2 | C | 1.2 |
| rs3805663 | 2e-08 | PITX1 | T | 1.25 |
| rs2072499 | 3e-08 | SLC25A44 | G | 1.19 |
| rs7659556 | 4e-08 | CENPE - LINC02428 | T | 1.37 |
| rs7010162 | 5e-08 | PRDM14 | G | 1.22 |
| rs111581773 | 1e-07 | ACTL8 | C | 1.87 |
| rs4699052 | 2e-07 | CENPE - LINC02428 | C | 1.21 |
Top studies (by case count)
| Study | Lead author | Year | Cases | Controls | Title |
|---|---|---|---|---|---|
| GCST90435613 | Zhou W | 2018 | 2,981 | 401,788 | Efficiently controlling for case-control imbalance and sample relatedness in large-scale genetic association studies. |
| GCST90481513 | Verma A | 2024 | 1,136 | 415,949 | Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program. |
| GCST002022 | Ruark E | 2013 | 986 | 4,946 | Identification of nine new susceptibility loci for testicular cancer, including variants near DAZL and PRDM14. |
| GCST000701 | Turnbull C | 2010 | 979 | 4,947 | Variants near DMRT1, TERT and ATF7IP are associated with testicular germ cell cancer. |
| GCST90041906 | Jiang L | 2021 | 797 | 207,971 | A generalized linear mixed model association tool for biobank-scale data. |
| GCST90077636 | Backman JD | 2021 | 769 | 38,845 | Exome sequencing and analysis of 454,787 UK Biobank participants. |
| GCST90081622 | Backman JD | 2021 | 769 | 38,845 | Exome sequencing and analysis of 454,787 UK Biobank participants. |
| GCST000414 | Rapley EA | 2009 | 730 | 1,435 | A genome-wide association study of testicular germ cell tumor. |
| GCST90011805 | Rashkin SR | 2020 | 713 | 359,825 | Pan-cancer study detects genetic risk variants and shared genetic basis in two large cohorts. |
| GCST002023 | Chung CC | 2013 | 582 | 1,056 | Meta-analysis identifies four new loci associated with testicular germ cell tumor. |
Variant details and genetic-evidence tiers
Tier distribution (top 50 variants)
| Tier | Variants |
|---|---|
| Tier 1: coding | 0 |
| Tier 2: splice/UTR | 3 |
| Tier 3: regulatory | 1 |
| Tier 4: intronic/intergenic | 37 |
MAF distribution
| Bucket | Variants |
|---|---|
| common (>=0.05) | 33 |
| low_freq (0.01-0.05) | 6 |
| rare (<0.01) | 0 |
| unknown | 2 |
Functional consequences
| Consequence | Count |
|---|---|
| intron_variant | 28 |
| intergenic_variant | 6 |
| 3_prime_UTR_variant | 2 |
| unknown | 2 |
| regulatory_region_variant | 1 |
| synonymous_variant | 1 |
| splice_polypyrimidine_tract_variant | 1 |
Top variants
| rsID | Chr | Pos | Alleles | MAF | Consequence | Gene | p-value | Tier |
|---|---|---|---|---|---|---|---|---|
| rs995030 | 12 | 88496894 | A>G | 0.2 | 3_prime_UTR_variant | KITLG | 2e-50 | Tier 2: splice/UTR |
| rs4624820 | 5 | 142302223 | G>A | 0.46 | intergenic_variant | NDFIP1 - SPRY4 | 3e-31 | Tier 4: intronic/intergenic |
| rs3782181 | 12 | 88559784 | C>A | 0.22 | intron_variant | KITLG | 2e-26 | Tier 4: intronic/intergenic |
| rs755383 | 9 | 863635 | C>A,T | 0.37 | intron_variant | DMRT1 | 2e-26 | Tier 4: intronic/intergenic |
| rs210138 | 6 | 33574761 | A>C,G,T | 0.19 | intron_variant | BAK1 | 2e-24 | Tier 4: intronic/intergenic |
| rs4635969 | 5 | 1308437 | G>A,C,T | 0.2 | intergenic_variant | TERT - MIR4457 | 5e-24 | Tier 4: intronic/intergenic |
| rs1907702 | 12 | 88561692 | G>A,C,T | 0.05 | intron_variant | KITLG | 6e-24 | Tier 4: intronic/intergenic |
| chr5:141688390 | 4e-16 | Tier 4: intronic/intergenic | ||||||
| rs4474514 | 12 | 88560182 | G>A,C,T | 0.05 | intron_variant | KITLG | 6e-15 | Tier 4: intronic/intergenic |
| rs2736100 | 5 | 1286401 | C>A,G,T | 0.49 | intron_variant | TERT | 8e-15 | Tier 4: intronic/intergenic |
| rs7863616 | 9 | 861220 | T>A,C,G | 0.05 | intron_variant | DMRT1 | 1e-14 | Tier 4: intronic/intergenic |
| rs2900333 | 12 | 14500933 | C>A,G,T | 0.38 | 3_prime_UTR_variant | ATF7IP | 1e-13 | Tier 2: splice/UTR |
| rs36115365 | 5 | 1313127 | G>A,C,T | 0.05 | regulatory_region_variant | MIR4457 - CLPTM1L | 2e-13 | Tier 3: regulatory |
| rs9905704 | 17 | 58555182 | G>A,C,T | 0.32 | intron_variant | SEPTIN4-AS1 | 4e-13 | Tier 4: intronic/intergenic |
| rs4888262 | 16 | 74636560 | C>T | 0.458 | synonymous_variant | RFWD3 | 5e-12 | Tier 4: intronic/intergenic |
| rs7040024 | 9 | 845516 | A>C,G,T | 0.05 | intron_variant | DMRT1 | 1e-11 | Tier 4: intronic/intergenic |
| rs2720460 | 4 | 103133529 | A>G | 0.39 | intron_variant | CENPE | 2e-10 | Tier 4: intronic/intergenic |
| rs2839186 | 21 | 46270154 | C>T | 0.46 | intron_variant | MCM3AP, MCM3AP-AS1 | 1e-09 | Tier 4: intronic/intergenic |
| rs10851590 | 15 | 55697741 | C>T | 0.05 | intron_variant | PRTG | 1e-09 | Tier 4: intronic/intergenic |
| rs8046148 | 16 | 50109033 | A>G,T | 0.21 | intron_variant | HEATR3 - RPL10P14 | 4e-09 | Tier 4: intronic/intergenic |
| rs12699477 | 7 | 1929317 | T>A,C,G | 0.38 | intron_variant | MAD1L1 | 6e-09 | Tier 4: intronic/intergenic |
| rs10510452 | 3 | 16583541 | A>G | 0.31 | intergenic_variant | LINC00690 - DAZL | 1e-08 | Tier 4: intronic/intergenic |
| rs17021463 | 4 | 94303661 | T>G | 0.42 | intron_variant | HPGDS | 1e-08 | Tier 4: intronic/intergenic |
| rs3790672 | 1 | 165904155 | T>A,C,G | 0.28 | intron_variant | UCK2 | 2e-08 | Tier 4: intronic/intergenic |
| rs3805663 | 5 | 135030510 | A>G | 0.37 | intron_variant | PITX1 | 2e-08 | Tier 4: intronic/intergenic |
| rs2072499 | 1 | 156199819 | A>C,G,T | 0.35 | splice_polypyrimidine_tract_variant | SLC25A44 | 3e-08 | Tier 2: splice/UTR |
| rs7659556 | 4 | 103244962 | T>A,G | 0.05 | intergenic_variant | CENPE - LINC02428 | 4e-08 | Tier 4: intronic/intergenic |
| rs7010162 | 8 | 70064270 | C>A,G,T | 0.39 | intron_variant | PRDM14 | 5e-08 | Tier 4: intronic/intergenic |
| rs111581773 | 1 | 17770950 | G>C | 0.03 | intron_variant | ACTL8 | 1e-07 | Tier 4: intronic/intergenic |
| rs4699052 | 4 | 103216633 | C>T | 0.39 | intron_variant | CENPE - LINC02428 | 2e-07 | Tier 4: intronic/intergenic |
ClinVar germline variants
29 retrieved; paginated sample, class counts are floors:
13 conflicting classifications of pathogenicity, 8 uncertain significance, 6 pathogenic, 1 pathogenic/likely pathogenic, 1 likely pathogenic
| ClinVar | Variant (HGVS) | Gene | Classification | Review |
|---|---|---|---|---|
| 30361 | NM_003921.5(BCL10):c.488C>T (p.Thr163Met) | BCL10 | Pathogenic | no assertion criteria provided |
| 16327 | NM_000142.5(FGFR3):c.1138G>A (p.Gly380Arg) | FGFR3 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 16332 | NM_000142.5(FGFR3):c.742C>T (p.Arg248Cys) | FGFR3 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 16338 | NM_000142.5(FGFR3):c.1620C>G (p.Asn540Lys) | FGFR3 | Pathogenic/Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 16339 | NM_000142.5(FGFR3):c.746C>G (p.Ser249Cys) | FGFR3 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 65855 | NM_000142.5(FGFR3):c.1949A>C (p.Lys650Thr) | FGFR3 | Pathogenic | criteria provided, multiple submitters, no conflicts |
| 7448 | NM_000455.5(STK11):c.488G>A (p.Gly163Asp) | STK11 | Pathogenic | criteria provided, single submitter |
| 182902 | NM_000455.5(STK11):c.719C>G (p.Ser240Trp) | STK11 | Likely pathogenic | criteria provided, multiple submitters, no conflicts |
| 521225 | NM_000142.5(FGFR3):c.2153A>G (p.Asn718Ser) | FGFR3 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 546226 | NM_000142.5(FGFR3):c.200G>A (p.Gly67Asp) | FGFR3 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 237252 | NM_000222.3(KIT):c.200C>G (p.Thr67Ser) | KIT | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 409779 | NM_000222.3(KIT):c.2104C>G (p.Leu702Val) | KIT | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 409788 | NM_000222.3(KIT):c.101C>T (p.Pro34Leu) | KIT | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 458940 | NM_000222.3(KIT):c.302A>G (p.His101Arg) | KIT | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 576610 | NM_000222.3(KIT):c.2836C>T (p.Arg946Ter) | KIT | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 142198 | NM_000455.5(STK11):c.1012G>A (p.Val338Met) | LOC130062899 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 141128 | NM_000455.5(STK11):c.566C>T (p.Thr189Ile) | STK11 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 141354 | NM_000455.5(STK11):c.464+5G>A | STK11 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 182910 | NM_000455.5(STK11):c.632G>A (p.Arg211Gln) | STK11 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 220264 | NM_000455.5(STK11):c.1243C>G (p.Arg415Gly) | STK11 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 403791 | NM_000455.5(STK11):c.1195C>A (p.Gln399Lys) | STK11 | Conflicting classifications of pathogenicity | criteria provided, conflicting classifications |
| 465350 | NM_000142.5(FGFR3):c.1993G>T (p.Ala665Ser) | FGFR3 | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 237245 | NM_000222.3(KIT):c.1553C>T (p.Pro518Leu) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 237271 | NM_000222.3(KIT):c.2881G>A (p.Gly961Ser) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 409730 | NM_000222.3(KIT):c.2294A>G (p.Asp765Gly) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 409774 | NM_000222.3(KIT):c.2887A>G (p.Thr963Ala) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 409783 | NM_000222.3(KIT):c.2863G>T (p.Val955Leu) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 458902 | NM_000222.3(KIT):c.2057G>A (p.Arg686His) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
| 458936 | NM_000222.3(KIT):c.2900C>G (p.Ser967Cys) | KIT | Uncertain significance | criteria provided, multiple submitters, no conflicts |
Genes & proteins
Mendelian disease overlap and somatic drivers
GenCC: 0 · Orphanet: 67 · OMIM-shared: 0 · Dual-evidence (GWAS+Mendelian): 0
Somatic driver evidence (intOGen + CIViC, cohort fanout)
| Gene | intOGen role | Cancer types | CIViC |
|---|---|---|---|
| STK11 | LoF | ANSC,CEAD,CESC,CHOL,LUAD,NSCLC,WDTC | CIViC #5534 |
| TERT | Act | PRCC | CIViC #79 |
| ATF7IP | LoF | LUAD,UCEC | |
| FGFR3 | Act | BLADDER,BLCA,HNSC,LUSC,PCM,PLMESO,UTUC | CIViC #23 |
| KIT | Act | AML,GIST,MEL,MGCT | CIViC #29 |
| RAD51C | CIViC #4762 | ||
| BCL10 | LoF | DLBCLNOS,MLYM | CIViC #7074 |
Orphanet rare-disease linkage (cohort genes)
| Gene | Orphanet ID | Rare disease |
|---|---|---|
| STK11 | Orphanet:2869 | Peutz-Jeghers syndrome |
| 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 |
| TEX14 | Orphanet:399805 | Male infertility with azoospermia or oligozoospermia due to single gene mutation |
| SPRY4 | Orphanet:363494 | Non-seminomatous germ cell tumor of testis |
| SPRY4 | Orphanet:432 | Normosmic congenital hypogonadotropic hypogonadism |
| SPRY4 | Orphanet:478 | Kallmann syndrome |
| SMARCAD1 | Orphanet:1658 | Absence of fingerprints-congenital milia syndrome |
| SMARCAD1 | Orphanet:289465 | Isolated congenital adermatoglyphia |
| SMARCAD1 | Orphanet:384 | Huriez syndrome |
| CENPE | Orphanet:2512 | Autosomal recessive primary microcephaly |
| CENPE | Orphanet:808 | Seckel syndrome |
| RFWD3 | Orphanet:84 | Fanconi anemia |
| HEATR3 | Orphanet:124 | Diamond-Blackfan anemia |
| DMRT1 | Orphanet:242 | 46,XY complete gonadal dysgenesis |
| FGFR3 | Orphanet:15 | Achondroplasia |
| FGFR3 | Orphanet:1860 | Thanatophoric dysplasia type 1 |
| FGFR3 | Orphanet:2363 | Lacrimoauriculodentodigital syndrome |
| FGFR3 | Orphanet:251576 | Gliosarcoma |
| FGFR3 | Orphanet:251579 | Giant cell glioblastoma |
| FGFR3 | Orphanet:35099 | Non-syndromic bicoronal craniosynostosis |
| FGFR3 | Orphanet:429 | Hypochondroplasia |
| FGFR3 | Orphanet:53271 | Muenke syndrome |
| FGFR3 | Orphanet:794 | Saethre-Chotzen syndrome |
| FGFR3 | Orphanet:85164 | Camptodactyly-tall stature-scoliosis-hearing loss syndrome |
| FGFR3 | Orphanet:85165 | Severe achondroplasia-developmental delay-acanthosis nigricans syndrome |
| FGFR3 | Orphanet:93262 | Crouzon syndrome-acanthosis nigricans syndrome |
| FGFR3 | Orphanet:93274 | Thanatophoric dysplasia type 2 |
| KIT | Orphanet:102724 | Acute myeloid leukemia with t(8;21)(q22;q22) translocation |
| KIT | Orphanet:158766 | Typical urticaria pigmentosa |
| KIT | Orphanet:158769 | Plaque-form urticaria pigmentosa |
| KIT | Orphanet:158772 | Nodular urticaria pigmentosa |
| KIT | Orphanet:158775 | Smoldering systemic mastocytosis |
| KIT | Orphanet:158778 | Isolated bone marrow mastocytosis |
| KIT | Orphanet:280785 | Bullous diffuse cutaneous mastocytosis |
| KIT | Orphanet:280794 | Pseudoxanthomatous diffuse cutaneous mastocytosis |
| KIT | Orphanet:2884 | Piebaldism |
| KIT | Orphanet:44890 | Gastrointestinal stromal tumor |
| KIT | Orphanet:566393 | Acute mast cell leukemia |
| KIT | Orphanet:566396 | Chronic mast cell leukemia |
| KIT | Orphanet:79455 | Cutaneous mastocytoma |
| KIT | Orphanet:842 | Testicular seminomatous germ cell tumor |
| KIT | Orphanet:90389 | Telangiectasia macularis eruptiva perstans |
Cohort genes → proteins
33 cohort genes, 33 distinct canonical proteins.
Evidence partition
| Subset | Genes |
|---|---|
| gwas_only | 29 |
| multi_evidence | 4 |
Cohort genes (full)
| Symbol | HGNC | Ensembl | UniProt | Name | Evidence |
|---|---|---|---|---|---|
| STK11 | HGNC:11389 | ENSG00000118046 | Q15831 | Serine/threonine-protein kinase STK11 | clinvar |
| TERT | HGNC:11730 | ENSG00000164362 | O14746 | Telomerase reverse transcriptase | gwas |
| TEX14 | HGNC:11737 | ENSG00000121101 | Q8IWB6 | Inactive serine/threonine-protein kinase TEX14 | gwas |
| UCK2 | HGNC:12562 | ENSG00000143179 | Q9BZX2 | Uridine-cytidine kinase 2 | gwas |
| PRDM14 | HGNC:14001 | ENSG00000147596 | Q9GZV8 | PR domain zinc finger protein 14 | gwas |
| SPRY4 | HGNC:15533 | ENSG00000187678 | Q9C004 | Protein sprouty homolog 4 | gwas |
| HPGDS | HGNC:17890 | ENSG00000163106 | O60760 | Hematopoietic prostaglandin D synthase | gwas |
| SMARCAD1 | HGNC:18398 | ENSG00000163104 | Q9H4L7 | SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A containing DEAD/H box 1 | gwas |
| CENPE | HGNC:1856 | ENSG00000138778 | Q02224 | Centromere-associated protein E | gwas |
| PPM1E | HGNC:19322 | ENSG00000175175 | Q8WY54 | Protein phosphatase 1E | gwas |
| ATF7IP | HGNC:20092 | ENSG00000171681 | Q6VMQ6 | Activating transcription factor 7-interacting protein 1 | gwas |
| CATSPER3 | HGNC:20819 | ENSG00000152705 | Q86XQ3 | Cation channel sperm-associated protein 3 | gwas |
| CLPTM1L | HGNC:24308 | ENSG00000049656 | Q96KA5 | Lipid scramblase CLPTM1L | gwas |
| RFWD3 | HGNC:25539 | ENSG00000168411 | Q6PCD5 | E3 ubiquitin-protein ligase RFWD3 | gwas |
| HEATR3 | HGNC:26087 | ENSG00000155393 | Q7Z4Q2 | HEAT repeat-containing protein 3 | gwas |
| MLKL | HGNC:26617 | ENSG00000168404 | Q8NB16 | Mixed lineage kinase domain-like protein | gwas |
| DAZL | HGNC:2685 | ENSG00000092345 | Q92904 | Deleted in azoospermia-like | gwas |
| SKA2 | HGNC:28006 | ENSG00000182628 | Q8WVK7 | Spindle and kinetochore-associated protein 2 | gwas |
| SLC25A44 | HGNC:29036 | ENSG00000160785 | Q96H78 | Solute carrier family 25 member 44 | gwas |
| DMRT1 | HGNC:2934 | ENSG00000137090 | Q9Y5R6 | Doublesex- and mab-3-related transcription factor 1 | gwas |
| FGFR3 | HGNC:3690 | ENSG00000068078 | P22607 | Fibroblast growth factor receptor 3 | clinvar |
| GLG1 | HGNC:4316 | ENSG00000090863 | Q92896 | Golgi apparatus protein 1 | gwas |
| KIT | HGNC:6342 | ENSG00000157404 | P10721 | Mast/stem cell growth factor receptor Kit | clinvar |
| KITLG | HGNC:6343 | ENSG00000049130 | P21583 | Kit ligand | gwas |
| LIPG | HGNC:6623 | ENSG00000101670 | Q9Y5X9 | Endothelial lipase | gwas |
| MAD1L1 | HGNC:6762 | ENSG00000002822 | Q9Y6D9 | Mitotic spindle assembly checkpoint protein MAD1 | gwas |
| MCM3AP | HGNC:6946 | ENSG00000160294 | O60318 | Germinal-center associated nuclear protein | gwas |
| TRIM37 | HGNC:7523 | ENSG00000108395 | O94972 | E3 ubiquitin-protein ligase TRIM37 | gwas |
| PITX1 | HGNC:9004 | ENSG00000069011 | P78337 | Pituitary homeobox 1 | gwas |
| SEPTIN4 | HGNC:9165 | ENSG00000108387 | O43236 | Septin-4 | gwas |
| BAK1 | HGNC:949 | ENSG00000030110 | Q16611 | Bcl-2 homologous antagonist/killer | gwas |
| RAD51C | HGNC:9820 | ENSG00000108384 | O43502 | DNA repair protein RAD51 homolog 3 | gwas |
| BCL10 | HGNC:989 | ENSG00000142867 | O95999 | B-cell lymphoma/leukemia 10 | clinvar |
Cohort function summary
Lead sentence per gene, UniProt-curated.
| Symbol | Protein name | Function (lead sentence) |
|---|---|---|
| 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… |
| TERT | Telomerase reverse transcriptase | Telomerase is a ribonucleoprotein enzyme essential for the replication of chromosome termini in most eukaryotes. |
| TEX14 | Inactive serine/threonine-protein kinase TEX14 | Required both for the formation of intercellular bridges during meiosis and for kinetochore-microtubule attachment during mitosis. |
| UCK2 | Uridine-cytidine kinase 2 | Phosphorylates uridine and cytidine to uridine monophosphate and cytidine monophosphate. |
| PRDM14 | PR domain zinc finger protein 14 | Transcription factor that has both positive and negative roles on transcription. |
| SPRY4 | Protein sprouty homolog 4 | Suppresses the insulin receptor and EGFR-transduced MAPK signaling pathway, but does not inhibit MAPK activation by a constitutively active mutant Ras. |
| HPGDS | Hematopoietic prostaglandin D synthase | Bifunctional enzyme which catalyzes both the conversion of PGH2 to PGD2, a prostaglandin involved in smooth muscle contraction/relaxation and a potent inhibitor of platelet aggregation, and the conjugation of glutathione with a wide range… |
| SMARCAD1 | SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A containing DEAD/H box 1 | Protein that possesses intrinsic ATP-dependent nucleosome-remodeling activity and is both required for DNA repair and heterochromatin organization. |
| CENPE | Centromere-associated protein E | Microtubule plus-end-directed kinetochore motor which plays an important role in chromosome congression, microtubule-kinetochore conjugation and spindle assembly checkpoint activation. |
| PPM1E | Protein phosphatase 1E | Protein phosphatase that inactivates multifunctional CaM kinases such as CAMK4 and CAMK2. |
| ATF7IP | Activating transcription factor 7-interacting protein 1 | Recruiter that couples transcriptional factors to general transcription apparatus and thereby modulates transcription regulation and chromatin formation. |
| CATSPER3 | Cation channel sperm-associated protein 3 | Pore-forming subunit of the CatSper complex, a sperm-specific voltage-gated calcium channel that plays a central role in calcium-dependent physiological responses essential for successful fertilization, such as sperm hyperactivation, acros… |
| CLPTM1L | Lipid scramblase CLPTM1L | Scramblase that mediates the translocation of glucosaminylphosphatidylinositol (alpha-D-GlcN-(1-6)-(1,2-diacyl-sn-glycero-3-phospho)-1D-myo-inositol, GlcN-PI) across the endoplasmic reticulum (ER) membrane, from the cytosolic leaflet to th… |
| RFWD3 | E3 ubiquitin-protein ligase RFWD3 | E3 ubiquitin-protein ligase required for the repair of DNA interstrand cross-links (ICL) in response to DNA damage. |
| HEATR3 | HEAT repeat-containing protein 3 | Plays a role in ribosome biogenesis and in nuclear import of the 60S ribosomal protein L5/large ribosomal subunit protein uL18 (RPL5). |
| MLKL | Mixed lineage kinase domain-like protein | Pseudokinase that plays a key role in TNF-induced necroptosis, a programmed cell death process. |
| DAZL | Deleted in azoospermia-like | RNA-binding protein, which is essential for gametogenesis in both males and females. |
| SKA2 | Spindle and kinetochore-associated protein 2 | Component of the SKA1 complex, a microtubule-binding subcomplex of the outer kinetochore that is essential for proper chromosome segregation. |
| SLC25A44 | Solute carrier family 25 member 44 | Mitochondrial solute transporter which transports branched-chain amino acid (BCAA; valine, leucine and isoleucine) into mitochondria in brown adipose tissue (BAT). |
| DMRT1 | Doublesex- and mab-3-related transcription factor 1 | Transcription factor that plays a key role in male sex determination and differentiation by controlling testis development and male germ cell proliferation. |
| 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. |
| GLG1 | Golgi apparatus protein 1 | Binds fibroblast growth factor and E-selectin (cell-adhesion lectin on endothelial cells mediating the binding of neutrophils). |
| KIT | Mast/stem cell growth factor receptor Kit | Tyrosine-protein kinase that acts as a cell-surface receptor for the cytokine KITLG/SCF and plays an essential role in the regulation of cell survival and proliferation, hematopoiesis, stem cell maintenance, gametogenesis, mast cell develo… |
| KITLG | Kit ligand | Ligand for the receptor-type protein-tyrosine kinase KIT. |
| LIPG | Endothelial lipase | Exerts both phospholipase and triglyceride lipase activities. |
| MAD1L1 | Mitotic spindle assembly checkpoint protein MAD1 | Component of the spindle-assembly checkpoint that prevents the onset of anaphase until all chromosomes are properly aligned at the metaphase plate. |
| MCM3AP | Germinal-center associated nuclear protein | As a component of the TREX-2 complex, involved in the export of mRNAs to the cytoplasm through the nuclear pores. |
| TRIM37 | E3 ubiquitin-protein ligase TRIM37 | E3 ubiquitin-protein ligase required to prevent centriole reduplication. |
| PITX1 | Pituitary homeobox 1 | Sequence-specific transcription factor that binds gene promoters and activates their transcription. |
| SEPTIN4 | Septin-4 | Filament-forming cytoskeletal GTPase. |
| BAK1 | Bcl-2 homologous antagonist/killer | Plays a role in the mitochondrial apoptotic process. |
| RAD51C | DNA repair protein RAD51 homolog 3 | Essential for the homologous recombination (HR) pathway of DNA repair. |
| BCL10 | B-cell lymphoma/leukemia 10 | Plays a key role in both adaptive and innate immune signaling by bridging CARD domain-containing proteins to immune activation. |
Protein-family classification
Druggable: 10 · Difficult: 4 · Unknown: 19 · Druggable fraction: 0.3
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 | 6 | 5.0× | 0.007 |
| Ion channel | 1 | 3.4× | 0.763 |
| Phosphatase | 1 | 2.5× | 0.763 |
| Other/Unknown | 19 | 1.0× | 0.798 |
| Transcription factor | 4 | 1.0× | 0.798 |
| Antibody/Immunoglobulin | 1 | 0.9× | 0.798 |
| Enzyme (other) | 1 | 0.4× | 0.944 |
Per-gene assignment
| Symbol | Family | Druggable? | EC | InterPro (top 3) |
|---|---|---|---|---|
| STK11 | Kinase | yes | 2.7.11.1 | Prot_kinase_dom, Ser/Thr_kinase_AS, Kinase-like_dom_sf |
| TERT | Other/Unknown | no | RT_dom, Telomerase_RT, Telomerase_RBD | |
| TEX14 | Kinase | yes | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Ankyrin_rpt | |
| UCK2 | Kinase | yes | 2.7.1.48 | Uridine_kinase-like, PRK/URK, P-loop_NTPase |
| PRDM14 | Transcription factor | no | SET_dom, Znf_C2H2_type, Znf_C2H2_sf | |
| SPRY4 | Other/Unknown | no | Sprouty, Sprouty_domain | |
| HPGDS | Enzyme (other) | yes | 2.5.1.18 | Glutathione_S-Trfase_N, GST_C, Glutathione-S-Trfase_C-like |
| SMARCAD1 | Other/Unknown | no | SNF2_N, Helicase_C-like, CUE | |
| CENPE | Other/Unknown | no | Kinesin_motor_dom, Kinesin_motor_CS, P-loop_NTPase | |
| PPM1E | Phosphatase | yes | PP2C_BS, PPM-type_phosphatase-like_dom, PP2C | |
| ATF7IP | Antibody/Immunoglobulin | yes | FN3_dom, Ig-like_fold, ATF7-int | |
| CATSPER3 | Ion channel | yes | Ion_trans_dom, Volt_channel_dom_sf | |
| CLPTM1L | Other/Unknown | no | CLPTM1 | |
| RFWD3 | Transcription factor | no | WD40_rpt, Znf_RING, Znf_RING/FYVE/PHD | |
| HEATR3 | Other/Unknown | no | ARM-like, ARM-type_fold, SYO1-like | |
| MLKL | Kinase | yes | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Kinase-like_dom_sf | |
| DAZL | Other/Unknown | no | RRM_dom, Nucleotide-bd_a/b_plait_sf, RBD_domain_sf | |
| SKA2 | Other/Unknown | no | Ska2, Ska2_N | |
| SLC25A44 | Other/Unknown | no | MCP, MCP_transmembrane, MCP_dom_sf | |
| DMRT1 | Other/Unknown | no | DM_DNA-bd, DMRT1-like, DMRT | |
| FGFR3 | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Ig_sub2 |
| GLG1 | Other/Unknown | no | Cys-rich_GLG1_repeat, Cys-rich_GLG1_repeat_euk, GLG1 | |
| KIT | Kinase | yes | 2.7.10.1 | Prot_kinase_dom, Ser-Thr/Tyr_kinase_cat_dom, Tyr_kinase_rcpt_3_CS |
| KITLG | Other/Unknown | no | SCF, 4_helix_cytokine-like_core | |
| LIPG | Other/Unknown | no | TAG_lipase, PLAT/LH2_dom, Lipo_Lipase | |
| MAD1L1 | Other/Unknown | no | Mad1 | |
| MCM3AP | Other/Unknown | no | PCI_dom, SAC3/GANP/THP3_conserved, MCM3AP_GANP | |
| TRIM37 | Transcription factor | no | Znf_B-box, Znf_RING, MATH/TRAF_dom | |
| PITX1 | Transcription factor | no | HD, OAR_dom, Homeodomain-like_sf | |
| SEPTIN4 | Other/Unknown | no | Septin, P-loop_NTPase, G_SEPTIN_dom | |
| BAK1 | Other/Unknown | no | Bcl2-like, Bcl2_BH1_motif_CS, Bcl2_BH2_motif_CS | |
| RAD51C | Other/Unknown | no | Rad51_C, DNA_recomb/repair_RecA-like, RecA_ATP-bd | |
| BCL10 | Other/Unknown | no | CARD, DEATH-like_dom_sf, BCL10/E10 |
Expression context
Cohort genes with no expression data: 0.
31 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) | 32 |
| unknown | 0 |
Top tissues across cohort
| Tissue | Cohort genes |
|---|---|
| right testis | 5 |
| male germ line stem cell (sensu Vertebrata) in testis | 5 |
| left testis | 4 |
| ventricular zone | 4 |
| primordial germ cell in gonad | 4 |
| oocyte | 4 |
| secondary oocyte | 4 |
| ganglionic eminence | 3 |
| buccal mucosa cell | 3 |
| endothelial cell | 3 |
| stromal cell of endometrium | 2 |
| mucosa of transverse colon | 2 |
| cardia of stomach | 2 |
| nipple | 2 |
| right lobe of thyroid gland | 2 |
| leukocyte | 2 |
| monocyte | 2 |
| granulocyte | 2 |
| tendon of biceps brachii | 2 |
| lower esophagus mucosa | 2 |
Per-gene tissue summary (top 30)
| Symbol | Bgee breadth | FANTOM5 breadth | SCXA | Top tissues |
|---|---|---|---|---|
| STK11 | 238 | ubiquitous | marker | left testis, right testis, hindlimb stylopod muscle |
| TERT | 105 | broad | yes | stromal cell of endometrium, type B pancreatic cell, olfactory bulb |
| TEX14 | 162 | broad | marker | right testis, left testis, testis |
| UCK2 | 238 | ubiquitous | marker | mucosa of transverse colon, ventricular zone, ganglionic eminence |
| PRDM14 | 15 | tissue_specific | marker | buccal mucosa cell, primordial germ cell in gonad, triceps brachii |
| SPRY4 | 219 | ubiquitous | marker | left coronary artery, right lung, ascending aorta |
| HPGDS | 220 | broad | marker | male germ line stem cell (sensu Vertebrata) in testis, placenta, calcaneal tendon |
| SMARCAD1 | 245 | ubiquitous | marker | adrenal tissue, ganglionic eminence, tibia |
| CENPE | 176 | ubiquitous | marker | oocyte, ventricular zone, male germ line stem cell (sensu Vertebrata) in testis |
| PPM1E | 172 | broad | marker | endothelial cell, cortical plate, Brodmann (1909) area 23 |
| ATF7IP | 285 | ubiquitous | marker | buccal mucosa cell, cardia of stomach, nipple |
| CATSPER3 | 162 | tissue_specific | yes | sperm, right testis, left testis |
| CLPTM1L | 255 | ubiquitous | marker | ileal mucosa, kidney epithelium, right lobe of thyroid gland |
| RFWD3 | 216 | ubiquitous | marker | oocyte, secondary oocyte, male germ line stem cell (sensu Vertebrata) in testis |
| HEATR3 | 248 | ubiquitous | marker | monocyte, mononuclear cell, leukocyte |
| MLKL | 234 | ubiquitous | marker | granulocyte, monocyte, leukocyte |
| DAZL | 59 | tissue_specific | marker | oocyte, secondary oocyte, primordial germ cell in gonad |
| SKA2 | 256 | ubiquitous | marker | ventricular zone, ganglionic eminence, endothelial cell |
| SLC25A44 | 253 | ubiquitous | marker | prefrontal cortex, blood, tendon of biceps brachii |
| DMRT1 | 23 | tissue_specific | marker | primordial germ cell in gonad, male germ line stem cell (sensu Vertebrata) in testis, buccal mucosa cell |
| FGFR3 | 262 | broad | marker | upper leg skin, skin of hip, upper arm skin |
| GLG1 | 299 | ubiquitous | marker | stromal cell of endometrium, renal medulla, nipple |
| KIT | 263 | broad | marker | lateral nuclear group of thalamus, secondary oocyte, oocyte |
| KITLG | 262 | ubiquitous | marker | visceral pleura, cardia of stomach, lower lobe of lung |
| LIPG | 195 | ubiquitous | marker | ventricular zone, right lobe of thyroid gland, left lobe of thyroid gland |
| MAD1L1 | 137 | ubiquitous | marker | sural nerve, right testis, left testis |
| MCM3AP | 287 | ubiquitous | marker | tendon of biceps brachii, tibial nerve, right uterine tube |
| TRIM37 | 294 | ubiquitous | marker | endothelial cell, endometrium epithelium, secondary oocyte |
| PITX1 | 180 | broad | marker | lower esophagus mucosa, esophagus mucosa, pharyngeal mucosa |
| SEPTIN4 | 225 | broad | marker | C1 segment of cervical spinal cord, right hemisphere of cerebellum, cerebellar hemisphere |
Protein interactions among cohort
Intra-cohort edges: 19.
Hub genes (top 10 by interactor count)
| Symbol | Interactor count |
|---|---|
| KIT | 6,087 |
| TERT | 5,717 |
| STK11 | 5,146 |
| FGFR3 | 4,510 |
| RAD51C | 3,396 |
| KITLG | 3,075 |
| TRIM37 | 3,035 |
| MAD1L1 | 2,947 |
| SMARCAD1 | 2,862 |
| DAZL | 2,661 |
Intra-cohort edges
| A | B | Sources |
|---|---|---|
| ATF7IP | CLPTM1L | string_interaction |
| ATF7IP | DMRT1 | string_interaction |
| ATF7IP | SPRY4 | string_interaction |
| ATF7IP | TERT | string_interaction |
| CENPE | MAD1L1 | intact |
| CLPTM1L | DMRT1 | string_interaction |
| CLPTM1L | TERT | string_interaction |
| DAZL | PRDM14 | string_interaction |
| DAZL | TEX14 | string_interaction |
| DMRT1 | KITLG | string_interaction |
| DMRT1 | TEX14 | string_interaction |
| GLG1 | MLKL | biogrid_interaction, intact |
| GLG1 | RFWD3 | biogrid_interaction, intact |
| KIT | KITLG | biogrid_interaction, intact, string_interaction |
| MAD1L1 | PPM1E | string_interaction |
| MAD1L1 | RFWD3 | string_interaction |
| PPM1E | RFWD3 | string_interaction |
| PPM1E | TEX14 | string_interaction |
| RAD51C | RFWD3 | string_interaction |
Structural data
PDB: 23 · AlphaFold-only: 10 · No structure: 0
Cohort genes with PDB structures (top 30)
| Symbol | UniProt | PDB entries |
|---|---|---|
| BAK1 | Q16611 | 55 |
| KIT | P10721 | 52 |
| HPGDS | O60760 | 30 |
| TERT | O14746 | 23 |
| MLKL | Q8NB16 | 22 |
| RAD51C | O43502 | 17 |
| FGFR3 | P22607 | 15 |
| UCK2 | Q9BZX2 | 11 |
| MCM3AP | O60318 | 7 |
| CENPE | Q02224 | 6 |
| KITLG | P21583 | 6 |
| MAD1L1 | Q9Y6D9 | 5 |
| BCL10 | O95999 | 5 |
| STK11 | Q15831 | 4 |
| SMARCAD1 | Q9H4L7 | 4 |
| TEX14 | Q8IWB6 | 2 |
| SPRY4 | Q9C004 | 1 |
| ATF7IP | Q6VMQ6 | 1 |
| RFWD3 | Q6PCD5 | 1 |
| SKA2 | Q8WVK7 | 1 |
| DMRT1 | Q9Y5R6 | 1 |
| TRIM37 | O94972 | 1 |
| SEPTIN4 | O43236 | 1 |
AlphaFold-only cohort genes (top 30 by pLDDT)
| Symbol | UniProt | pLDDT |
|---|---|---|
| HEATR3 | Q7Z4Q2 | 83.07 |
| LIPG | Q9Y5X9 | 82.76 |
| SLC25A44 | Q96H78 | 80.66 |
| CATSPER3 | Q86XQ3 | 80.01 |
| CLPTM1L | Q96KA5 | 78.54 |
| GLG1 | Q92896 | 78.35 |
| PPM1E | Q8WY54 | 64.66 |
| PITX1 | P78337 | 62.81 |
| PRDM14 | Q9GZV8 | 60.83 |
| DAZL | Q92904 | 57.38 |
Function
Pathway analysis
Distinct Reactome pathways touched by cohort: 162. Enrichment computed across 33 evidence-associated genes (24 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 24 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| Pathway | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| t(4;14) translocations of FGFR3 | 1 | 475.8× | 0.014 | FGFR3 |
| Signaling by FGFR3 fusions in cancer | 1 | 475.8× | 0.014 | FGFR3 |
| Dasatinib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Imatinib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| KIT mutants bind TKIs | 1 | 475.8× | 0.014 | KIT |
| Masitinib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Nilotinib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Regorafenib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Signaling by kinase domain mutants of KIT | 1 | 475.8× | 0.014 | KIT |
| Sunitinib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Signaling by juxtamembrane domain KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Sorafenib-resistant KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Drug resistance of KIT mutants | 1 | 475.8× | 0.014 | KIT |
| Signaling by extracellular domain mutants of KIT | 1 | 475.8× | 0.014 | KIT |
| Release of apoptotic factors from the mitochondria | 2 | 135.9× | 0.014 | SEPTIN4, BAK1 |
| Regulated Necrosis | 2 | 59.5× | 0.014 | MLKL, BAK1 |
| Regulation of KIT signaling | 2 | 50.1× | 0.014 | KIT, KITLG |
| Amplification of signal from the kinetochores | 3 | 24.6× | 0.014 | CENPE, SKA2, MAD1L1 |
| Mitotic Spindle Checkpoint | 3 | 19.8× | 0.014 | CENPE, SKA2, MAD1L1 |
| Constitutive Signaling by Aberrant PI3K in Cancer | 3 | 15.9× | 0.014 | FGFR3, KIT, KITLG |
| Amplification of signal from unattached kinetochores via a MAD2 inhibitory signal | 3 | 14.6× | 0.014 | CENPE, SKA2, MAD1L1 |
| Mitotic Metaphase and Anaphase | 3 | 12.1× | 0.014 | CENPE, SKA2, MAD1L1 |
| PI5P, PP2A and IER3 Regulate PI3K/AKT Signaling | 3 | 12.1× | 0.014 | FGFR3, KIT, KITLG |
| Mitotic Anaphase | 3 | 12.1× | 0.014 | CENPE, SKA2, MAD1L1 |
| EML4 and NUDC in mitotic spindle formation | 3 | 11.6× | 0.014 | CENPE, SKA2, MAD1L1 |
| Cell Cycle Checkpoints | 3 | 11.1× | 0.015 | CENPE, SKA2, MAD1L1 |
| Resolution of Sister Chromatid Cohesion | 3 | 10.8× | 0.015 | CENPE, SKA2, MAD1L1 |
| RHO GTPases Activate Formins | 3 | 9.7× | 0.020 | CENPE, SKA2, MAD1L1 |
| Activation and oligomerization of BAK protein | 1 | 237.9× | 0.022 | BAK1 |
| Signaling by SCF-KIT | 2 | 20.7× | 0.022 | KIT, KITLG |
GO biological processes by enrichment
Over-representation of cohort genes vs the genome-wide background (hypergeometric test, Benjamini-Hochberg FDR; fold = observed/expected over 33 annotated cohort genes). Counts and members are kept as ground-truth; sorted by enrichment.
| GO term | Cohort genes | Fold | FDR | Sample cohort genes |
|---|---|---|---|---|
| attachment of mitotic spindle microtubules to kinetochore | 3 | 95.8× | 0.002 | CENPE, SKA2, MAD1L1 |
| melanocyte migration | 2 | 340.4× | 0.002 | KIT, KITLG |
| positive regulation of mast cell cytokine production | 2 | 204.3× | 0.003 | KIT, BCL10 |
| mast cell proliferation | 2 | 204.3× | 0.003 | KIT, KITLG |
| positive regulation of mast cell proliferation | 2 | 204.3× | 0.003 | KIT, KITLG |
| primordial germ cell migration | 2 | 113.5× | 0.009 | DMRT1, KIT |
| telomere maintenance via recombination | 2 | 92.8× | 0.012 | TERT, RAD51C |
| B cell apoptotic process | 2 | 85.1× | 0.012 | BAK1, BCL10 |
| negative regulation of fibroblast growth factor receptor signaling pathway | 2 | 63.8× | 0.020 | PRDM14, SPRY4 |
| embryonic hemopoiesis | 2 | 60.1× | 0.020 | KIT, KITLG |
| ectopic germ cell programmed cell death | 2 | 51.1× | 0.026 | KIT, KITLG |
| meiotic DNA recombinase assembly | 1 | 510.7× | 0.027 | RAD51C |
| RNA-templated transcription | 1 | 510.7× | 0.027 | TERT |
| female meiosis sister chromatid cohesion | 1 | 510.7× | 0.027 | RAD51C |
| branched-chain amino acid transport | 1 | 510.7× | 0.027 | SLC25A44 |
| DNA strand elongation | 1 | 510.7× | 0.027 | TERT |
| intercellular bridge organization | 1 | 510.7× | 0.027 | TEX14 |
| negative regulation of developmental growth | 1 | 510.7× | 0.027 | FGFR3 |
| melanocyte adhesion | 1 | 510.7× | 0.027 | KIT |
| microtubule plus-end directed mitotic chromosome migration | 1 | 510.7× | 0.027 | CENPE |
| lateral attachment of mitotic spindle microtubules to kinetochore | 1 | 510.7× | 0.027 | CENPE |
| positive regulation of pyloric antrum smooth muscle contraction | 1 | 510.7× | 0.027 | KIT |
| siRNA transcription | 1 | 510.7× | 0.027 | TERT |
| positive regulation of vesicle transport along microtubule | 1 | 510.7× | 0.027 | STK11 |
| positive regulation of transdifferentiation | 1 | 510.7× | 0.027 | TERT |
| positive regulation of colon smooth muscle contraction | 1 | 510.7× | 0.027 | KIT |
| positive regulation of tyrosine phosphorylation of STAT protein | 2 | 44.4× | 0.027 | FGFR3, KIT |
| response to cadmium ion | 2 | 44.4× | 0.027 | TERT, KIT |
| bone morphogenesis | 2 | 36.5× | 0.027 | FGFR3, GLG1 |
| mitotic spindle assembly checkpoint signaling | 2 | 34.0× | 0.027 | TEX14, MAD1L1 |
Therapeutics
Drugs indicated for this disease
1 approved, 9 in late-stage (phase 3) trials. Disease-direct ChEMBL indications, not inferred from the associated-gene cohort below.
| Drug | Development status |
|---|---|
| Ifosfamide | Approved (phase 4) |
| Bleomycin | Phase 3 (in late-stage trials) |
| Carboplatin | Phase 3 (in late-stage trials) |
| Cisplatin | Phase 3 (in late-stage trials) |
| Etoposide | Phase 3 (in late-stage trials) |
| Filgrastim | Phase 3 (in late-stage trials) |
| Olanzapine | Phase 3 (in late-stage trials) |
| Oxaliplatin | Phase 3 (in late-stage trials) |
| Paclitaxel | Phase 3 (in late-stage trials) |
| Vinblastine | Phase 3 (in late-stage trials) |
Earlier-phase candidates (phase 2, investigational — efficacy not yet established): Cabazitaxel, Dactinomycin, Epirubicin, Gemcitabine, Melphalan, Methotrexate, Milademetan, Pegfilgrastim, Sorafenib, Testosterone, Veliparib.
Drug target analysis
Approved (phase 4): 6 · Phase ≥3: 7 · Phased (≥1): 9 · Undrugged: 24
Druggability breadth: 14 of 33 evidence-associated genes (42%) 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 |
|---|---|
| STK11 | FEDRATINIB |
| TERT | BERBERINE |
| MLKL | CRIZOTINIB |
| FGFR3 | PONATINIB |
| KIT | PONATINIB |
| LIPG | ORLISTAT |
Top cohort targets by molecule count
| Symbol | Molecules | Max phase |
|---|---|---|
| KIT | 99 | 4 |
| FGFR3 | 64 | 4 |
| STK11 | 17 | 4 |
| TERT | 10 | 4 |
| HPGDS | 1 | 3 |
| CENPE | 1 | 1 |
| MLKL | 1 | 4 |
| LIPG | 1 | 4 |
| BAK1 | 1 | 1 |
| TEX14 | 0 | 0 |
Drugs targeting cohort genes (top 30)
| Molecule | Max phase | Targets in cohort |
|---|---|---|
| FEDRATINIB | 4 | FGFR3, KIT, STK11 |
| PACRITINIB | 4 | STK11 |
| NINTEDANIB | 4 | FGFR3, KIT, STK11 |
| SUNITINIB | 4 | FGFR3, KIT, STK11 |
| MIDOSTAURIN | 4 | FGFR3, KIT, STK11 |
| BERBERINE | 4 | TERT |
| DOXORUBICIN | 4 | TERT |
| CRIZOTINIB | 4 | FGFR3, KIT, MLKL |
| PONATINIB | 4 | FGFR3, KIT |
| PEMIGATINIB | 4 | FGFR3 |
| LENVATINIB | 4 | FGFR3, KIT |
| AXITINIB | 4 | FGFR3, KIT |
| SORAFENIB | 4 | FGFR3, KIT |
| INFIGRATINIB PHOSPHATE | 4 | FGFR3, KIT |
| INFIGRATINIB | 4 | FGFR3, KIT |
| ENTRECTINIB | 4 | FGFR3, KIT |
| CERITINIB | 4 | FGFR3, KIT |
| VANDETANIB | 4 | FGFR3, KIT |
| NINTEDANIB ESYLATE | 4 | FGFR3 |
| BRIGATINIB | 4 | FGFR3, KIT |
| ERDAFITINIB | 4 | FGFR3 |
| FUTIBATINIB | 4 | FGFR3 |
| PAZOPANIB | 4 | FGFR3, KIT |
| DASATINIB | 4 | FGFR3, KIT |
| TIVOZANIB | 4 | KIT |
| DASATINIB ANHYDROUS | 4 | KIT |
| NICLOSAMIDE | 4 | KIT |
| IMATINIB MESYLATE | 4 | KIT |
| RUXOLITINIB | 4 | KIT |
| REGORAFENIB | 4 | KIT |
Bioactivity and enzyme data
Enzyme cohort genes (≥1 EC): 5.
Cohort genes with ChEMBL bioactivity (full, sorted by assay count)
| Symbol | Assays | Type breakdown |
|---|---|---|
| KIT | 2,305 | Binding:2242, ADMET:32, Functional:22, Toxicity:9 |
| FGFR3 | 975 | Binding:948, Functional:18, ADMET:9 |
| TERT | 391 | Binding:389, Functional:2 |
| CENPE | 346 | Functional:241, Binding:105 |
| STK11 | 244 | Binding:244 |
| MLKL | 112 | Binding:112 |
| HPGDS | 90 | Binding:89, ADMET:1 |
| LIPG | 51 | Binding:51 |
| BAK1 | 28 | Binding:27, Functional:1 |
| UCK2 | 25 | Binding:25 |
| PRDM14 | 1 | Binding:1 |
| CLPTM1L | 1 | Binding:1 |
| GLG1 | 1 | Binding:1 |
| KITLG | 1 | Binding:1 |
Cohort enzymes (BRENDA EC)
| Symbol | EC numbers | Names |
|---|---|---|
| STK11 | 2.7.11.1 | non-specific serine/threonine protein kinase |
| UCK2 | 2.7.1.48 | uridine/cytidine kinase |
| HPGDS | 2.5.1.18, 5.3.99.2 | glutathione transferase, Prostaglandin-D synthase |
| FGFR3 | 2.7.10.1 | receptor protein-tyrosine kinase |
| KIT | 2.7.10.1 | receptor protein-tyrosine kinase |
Cohort genes with high screening signal
≥100 ChEMBL assays — a studied-ness signal; see Therapeutics for approved-drug status.
| Symbol | ChEMBL assays |
|---|---|
| STK11 | 244 |
| TERT | 391 |
| CENPE | 346 |
| MLKL | 112 |
| FGFR3 | 975 |
| KIT | 2,305 |
Pharmacogenomics
Cohort genes with a PharmGKB record: 33; with CPIC/DPWG dosing guidelines: 0.
No cohort gene has a CPIC/DPWG genotype-guided dosing guideline (PharmGKB).
Drug repurposing candidates
30 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) |
|---|---|---|
| FEDRATINIB | 4 | FGFR3, KIT, STK11 |
| PACRITINIB | 4 | STK11 |
| NINTEDANIB | 4 | FGFR3, KIT, STK11 |
| SUNITINIB | 4 | FGFR3, KIT, STK11 |
| MIDOSTAURIN | 4 | FGFR3, KIT, STK11 |
| BERBERINE | 4 | TERT |
| DOXORUBICIN | 4 | TERT |
| CRIZOTINIB | 4 | FGFR3, KIT, MLKL |
| PONATINIB | 4 | FGFR3, KIT |
| PEMIGATINIB | 4 | FGFR3 |
| LENVATINIB | 4 | FGFR3, KIT |
| AXITINIB | 4 | FGFR3, KIT |
| SORAFENIB | 4 | FGFR3, KIT |
| INFIGRATINIB PHOSPHATE | 4 | FGFR3, KIT |
| INFIGRATINIB | 4 | FGFR3, KIT |
| ENTRECTINIB | 4 | FGFR3, KIT |
| CERITINIB | 4 | FGFR3, KIT |
| VANDETANIB | 4 | FGFR3, KIT |
| NINTEDANIB ESYLATE | 4 | FGFR3 |
| BRIGATINIB | 4 | FGFR3, KIT |
| ERDAFITINIB | 4 | FGFR3 |
| FUTIBATINIB | 4 | FGFR3 |
| PAZOPANIB | 4 | FGFR3, KIT |
| DASATINIB | 4 | FGFR3, KIT |
| TIVOZANIB | 4 | KIT |
| DASATINIB ANHYDROUS | 4 | KIT |
| NICLOSAMIDE | 4 | KIT |
| IMATINIB MESYLATE | 4 | KIT |
| RUXOLITINIB | 4 | KIT |
| REGORAFENIB | 4 | KIT |
Druggability pyramid
Cohort genes binned by druggability tier (high → low):
| Tier | Definition | Genes | Symbols |
|---|---|---|---|
| A | Approved (phase 4 drug) | 6 | STK11, TERT, MLKL, FGFR3, KIT, LIPG |
| B | Phased (≥1) drug, not yet approved | 3 | HPGDS, CENPE, BAK1 |
| C | Druggable family + PDB, no drug | 3 | TEX14, UCK2, ATF7IP |
| D | Druggable family + AlphaFold only, no drug | 2 | PPM1E, CATSPER3 |
| E | Difficult family or no structure, no drug | 19 | PRDM14, SPRY4, SMARCAD1, CLPTM1L, RFWD3, HEATR3, DAZL, SKA2, SLC25A44, DMRT1 (+9 more) |
Undrugged target profiles
24 cohort genes are undrugged. Ranked by ‘starting-point quality’ (assay depth + drugged-partner adjacency).
| Symbol | ChEMBL assays | Drugged partners (top 3) |
|---|---|---|
| CLPTM1L | 1 | TERT |
| KITLG | 1 | KIT |
| TEX14 | 0 | — |
| UCK2 | 25 | — |
| PRDM14 | 1 | — |
| SPRY4 | 0 | — |
| SMARCAD1 | 0 | — |
| PPM1E | 0 | — |
| ATF7IP | 0 | — |
| CATSPER3 | 0 | — |
| RFWD3 | 0 | — |
| HEATR3 | 0 | — |
| DAZL | 0 | — |
| SKA2 | 0 | — |
| SLC25A44 | 0 | — |
| DMRT1 | 0 | — |
| GLG1 | 1 | — |
| MAD1L1 | 0 | — |
| MCM3AP | 0 | — |
| TRIM37 | 0 | — |
| PITX1 | 0 | — |
| SEPTIN4 | 0 | — |
| RAD51C | 0 | — |
| BCL10 | 0 | — |
Clinical trials & evidence
Clinical trials
Clinical trials: 105.
Phase distribution (across all retrieved trials)
| Phase | Trials |
|---|---|
| Not specified | 69 |
| PHASE2 | 19 |
| PHASE1 | 11 |
| PHASE1/PHASE2 | 3 |
| PHASE4 | 1 |
| PHASE2/PHASE3 | 1 |
| PHASE3 | 1 |
Top trials by phase / activity
| NCT | Phase | Status | Title |
|---|---|---|---|
| NCT01641172 | PHASE4 | COMPLETED | Taste, Smell and Chemotherapy (TASTY) |
| NCT06593665 | PHASE3 | RECRUITING | Intrathecal Morphine Versus Intravenous Methadone for Postoperative Analgesia Following Retroperitoneal Lymph Node Dissection. |
| NCT02991209 | PHASE2/PHASE3 | COMPLETED | Study of Testosterone vs Placebo in Testicular Cancer Survivors |
| NCT03937843 | PHASE2 | ACTIVE_NOT_RECRUITING | Reduced Intensity Radio-chemotherapy for Stage IIA/B Seminoma |
| NCT05969860 | PHASE2 | RECRUITING | At-Home Cancer Directed Therapy Versus in Clinic for the Treatment of Patients With Advanced Cancer |
| NCT06684327 | PHASE2 | RECRUITING | Multi-cohort, Single-arm Phase II Study of Albumin-paclitaxel, Ifosfamide, and Cisplatin in the Treatment of Rare Advanced Tumors |
| NCT06814496 | PHASE1/PHASE2 | RECRUITING | Radiation Combined With BIspecific T-Cell Engager in DLL3 Expressing Tumors |
| NCT06866964 | PHASE2 | RECRUITING | A Single-arm, Phase II Clinical Trial of ASPIRin to prEvent Venous Thromboembolism in Patients With Advanced Germ Cell Tumors Receiving Chemotherapy |
| NCT06932458 | PHASE2 | RECRUITING | A Clinical Trial of Primary Retroperitoneal Lymph Node Dissection in Patients With Testicular Seminoma With Limited Retroperitoneal Metastases |
| NCT07407582 | PHASE1/PHASE2 | RECRUITING | Ph. I/II Sodium Thiosulfate for OtoProtection During Cisplatin (STOP-CIS) |
| NCT00183820 | PHASE2 | COMPLETED | Study of Gemcitabine, Oxaliplatin, and Paclitaxel in Patients With Refractory Germ Cell Carcinoma |
| NCT00531687 | PHASE2 | TERMINATED | Trial of Paclitaxel, Gemcitabine and Cisplatin in Patients With Relapsing Germ Cell Cancer |
| NCT00587964 | PHASE2 | COMPLETED | Phase II Trial of Stereotactic Radiosurgery Boost Following Surgical Resection for Brain Metastases |
| NCT00772694 | PHASE2 | UNKNOWN | Sorafenib Monotherapy in Inoperable/Recurrent Germ Cell Carcinoma Refractory to Chemotherapy |
| NCT00936936 | PHASE2 | COMPLETED | High-dose Chemotherapy for Poor-Prognosis Relapsed Germ-Cell Tumors |
| NCT00957905 | PHASE2 | COMPLETED | Alvocidib and Oxaliplatin With or Without Fluorouracil and Leucovorin Calcium in Treating Patients With Relapsed or Refractory Germ Cell Tumors |
| NCT01242631 | PHASE2 | COMPLETED | Everolimus for Patients With Relapsed/Refractory Germ Cell Cancer |
| NCT01684098 | PHASE2 | COMPLETED | Safety and Efficacy of FalateScan (Technetium Tc 99m EC20) in Patients With Known Suspected Recurrent or Metastatic Cancer From a Solid Tumor |
| NCT02478502 | PHASE2 | TERMINATED | Testis CAB: Cabazitaxel as Salvage Treatment for Cisplatin-resistant Germ Cell Cancer |
| NCT02643303 | PHASE1/PHASE2 | COMPLETED | A Study of Tremelimumab and IV Durvalumab Plus Poly-ICLC in Subjects With Biopsy-accessible Cancers |
| NCT02689219 | PHASE2 | TERMINATED | Brentuximab Vedotin in Relapsed/Refractory Germ Cell Tumors |
| NCT02860819 | PHASE2 | COMPLETED | Study of Gemcitabine, Carboplatin and VELIPARIB (ABT-888) in Refractory Testicular Germ Cell Cancer |
| NCT03339635 | PHASE2 | COMPLETED | Short-term Testosterone Replacement in Testicular Cancer Survivors |
| NCT04150848 | PHASE2 | UNKNOWN | A Biobehavioral Intervention for Young Men With Testicular Cancer |
| NCT07568444 | PHASE2 | COMPLETED | Enhancing Readability of Lay Abstracts and Summaries for Medical Knowledge Using Generative Artificial Intelligence (BRIDGE AI 3) |
| NCT01366144 | PHASE1 | ACTIVE_NOT_RECRUITING | Veliparib, Paclitaxel, and Carboplatin in Treating Patients With Solid Tumors That Are Metastatic or Cannot Be Removed by Surgery and Liver or Kidney Dysfunction |
| NCT04459273 | PHASE1 | ACTIVE_NOT_RECRUITING | Prospective Exploratory Study of FAPi PET/CT With Histopathology Validation in Patients With Various Cancers |
| NCT06515613 | PHASE1 | RECRUITING | A Phase 1 Study of CTIM-76 in Patients With Recurring Ovarian Cancer and Other Advanced Solid Tumors |
| NCT06673329 | PHASE1 | RECRUITING | Brodalumab in the Treatment of Immune-Related Adverse Events |
| NCT07106827 | PHASE1 | RECRUITING | A Study of GV20-0251 in Advanced or Refractory Solid Tumors |
| NCT07118176 | PHASE1 | RECRUITING | Determining the Biodistribution of an Imaging Tracer (68Ga-FAPi-46) in Patients With Solid Tumors or Hematologic Cancers |
| NCT07218913 | PHASE1 | RECRUITING | Testing the Addition of Pedmark to Cisplatin Chemotherapy for Reducing Drug-Induced Ear Damage in Men With Stage II-III Metastatic Testicular Germ Cell Tumors |
| NCT00423254 | PHASE1 | COMPLETED | Safety and Immune Response to a Multi-component Immune Based Therapy (MKC1106-PP) for Patients With Advanced Cancer. |
| NCT01242072 | PHASE1 | UNKNOWN | Intravenous Palifosfamide-tris in Combination With Etoposide and Carboplatin in Patients With Malignancies |
| NCT02429466 | PHASE1 | COMPLETED | Study of the Hypomethylating Drug Guadecitabine (SGI-110) Plus Cisplatin in Relapsed Refractory Germ Cell Tumors |
| NCT06681870 | PHASE1 | WITHDRAWN | A Study of ASP1893 in Adults With Advanced CLDN6-positive Solid Tumors |
| NCT01783145 | Not specified | ACTIVE_NOT_RECRUITING | Shared Care Follow-up After Chemotherapy for Testicular Cancer |
| NCT02012699 | Not specified | RECRUITING | Integrated Cancer Repository for Cancer Research |
| NCT02099734 | Not specified | RECRUITING | Germ Cell Tumor and Testicular Tumor DNA Registry |
| NCT02276430 | Not specified | ACTIVE_NOT_RECRUITING | TACkLE Study - Tackling Adverse Chemotherapy-associated Late Effects |
Drugs tested across these trials (top 30)
| Molecule | Max phase | Trials referencing |
|---|---|---|
| 2-MERCAPTOETHANESULFONIC ACID | 4 | 2 |
| BRENTUXIMAB VEDOTIN | 4 | 1 |
| BRODALUMAB | 4 | 1 |
| CABAZITAXEL | 4 | 1 |
| METHADONE | 4 | 1 |
| SODIUM THIOSULFATE | 4 | 1 |
| TARLATAMAB | 4 | 1 |
| TESTOSTERONE | 4 | 1 |
| TREMELIMUMAB | 4 | 1 |
| VELIPARIB | 3 | 4 |
| GUADECITABINE | 3 | 1 |
| FAPI-46 GA-68 | 2 | 2 |
| ALVOCIDIB HYDROCHLORIDE | 2 | 1 |
| HILTONOL | 2 | 1 |
| CHEMBL4746472 | 0 | 1 |
| PALIFOSFAMIDE TROMETHAMINE | -1 | 1 |
Related Atlas pages
- Cohort genes: STK11, TERT, ATF7IP, FGFR3, KIT, RAD51C, BCL10, TEX14, UCK2, PRDM14, SPRY4, HPGDS, SMARCAD1, CENPE, PPM1E, CATSPER3, CLPTM1L, RFWD3, HEATR3, MLKL, DAZL, SKA2, SLC25A44, DMRT1, GLG1, KITLG, LIPG, MAD1L1, MCM3AP, TRIM37, PITX1, SEPTIN4, BAK1
- Drugs: 2-MERCAPTOETHANESULFONIC ACID, Brentuximab Vedotin, Brodalumab, Cabazitaxel, Methadone, Sodium Thiosulfate, Tarlatamab, Testosterone, Tremelimumab, Veliparib, Guadecitabine, Alvocidib, Palifosfamide Tromethamine