Disease intelligence · mutation landscape
Vulvar cancer mutation landscape
How often each gene is altered in vulvar cancer, in each sequenced cohort, over the patients on whom it could have been called. Copy number is its own row. Nothing is pooled.
Answer block
In Squamous Cell Carcinoma of the Vulva (CUK, Exp Mol Med 2018) (15 sequenced patients, exome or genome), the most frequently altered of the 50 genes shown are MAML2 40.0%, TP53 33.33%, SPTBN1 33.33%, ODF1 33.33%, NRG3 26.67%. Each figure divides by the patients on whom that gene could be called.
Of the briefing's 12 curated targets, 5 are altered in under 2% of this cohort (CD274, PDCD1, TERT, KMT2D, PTEN): targets by expression, dependency or drug label, not by mutation. Frequency is not targetability, in either direction.
1 cohorts are shown and none are pooled; overlap between them has not been checked and there is no disease-wide percentage.
Evidence boundary: frequency here is a count in a named cohort. Whether an alteration is a driver, is actionable, or has a drug is the briefing's question and is not inferred from these numbers.
What is altered, by cohort
One row per alteration, not per gene: a gene that is amplified and rarely mutated (ERBB2, MYCN, EGFR) gets a row for each. Every cell divides by its own denominator — the patients in that cohort on whom that gene could be called. Copy-number rows are shown only where at least one cohort reaches 2%.
| Alteration | vsc_cuk_2018 15 pts · exome or genome |
|---|---|
| TP53 SNV / small indel | 33.33%5/15 |
| CDKN2A SNV / small indel | 6.67%1/15 |
| PIK3CA SNV / small indel | 13.33%2/15 |
| HRAS SNV / small indel | 6.67%1/15 |
| NOTCH1 SNV / small indel | 13.33%2/15 |
| EGFR SNV / small indel | 6.67%1/15 |
| CD274 SNV / small indel | 0% |
| PDCD1 SNV / small indel | 0% |
| TERT SNV / small indel | 0% |
| FAT1 SNV / small indel | 20.0%3/15 |
| KMT2D SNV / small indel | 0% |
| PTEN SNV / small indel | 0% |
| MAML2 SNV / small indel | 40.0%6/15 |
| SPTBN1 SNV / small indel | 33.33%5/15 |
| ODF1 SNV / small indel | 33.33%5/15 |
| NRG3 SNV / small indel | 26.67%4/15 |
| FAT2 SNV / small indel | 26.67%4/15 |
| ZFHX3 SNV / small indel | 20.0%3/15 |
| ZBTB41 SNV / small indel | 20.0%3/15 |
| SLC12A3 SNV / small indel | 20.0%3/15 |
| SHROOM3 SNV / small indel | 20.0%3/15 |
| SCAF4 SNV / small indel | 20.0%3/15 |
| PARD3B SNV / small indel | 20.0%3/15 |
| NRG1 SNV / small indel | 20.0%3/15 |
| NLGN3 SNV / small indel | 20.0%3/15 |
| MDN1 SNV / small indel | 20.0%3/15 |
| MAML3 SNV / small indel | 20.0%3/15 |
| LAMA5 SNV / small indel | 20.0%3/15 |
| KMT2C SNV / small indel | 20.0%3/15 |
| KMT2B SNV / small indel | 20.0%3/15 |
| FAM193A SNV / small indel | 20.0%3/15 |
| F5 SNV / small indel | 20.0%3/15 |
| DCHS1 SNV / small indel | 20.0%3/15 |
| CREBBP SNV / small indel | 20.0%3/15 |
| CASP8 SNV / small indel | 20.0%3/15 |
| CACNA1B SNV / small indel | 20.0%3/15 |
| APC SNV / small indel | 20.0%3/15 |
| ANP32E SNV / small indel | 20.0%3/15 |
| AMOTL2 SNV / small indel | 20.0%3/15 |
| ALMS1 SNV / small indel | 20.0%3/15 |
| ZFR SNV / small indel | 13.33%2/15 |
| ZFPM2 SNV / small indel | 13.33%2/15 |
| ZCWPW1 SNV / small indel | 13.33%2/15 |
| ZC3H18 SNV / small indel | 13.33%2/15 |
| WRAP53 SNV / small indel | 13.33%2/15 |
| WDR87 SNV / small indel | 13.33%2/15 |
| WDHD1 SNV / small indel | 13.33%2/15 |
| WDFY4 SNV / small indel | 13.33%2/15 |
| VPS13A SNV / small indel | 13.33%2/15 |
| VGLL1 SNV / small indel | 13.33%2/15 |
observed — shade scales with frequency, full at 30% assayed, none found not on this cohort's panel cohort not readable
Key findings
MAML2 is mutated in 6 of 15 patients in Squamous Cell Carcinoma of the Vulva (CUK, Exp Mol Med 2018).
TP53 is mutated in 5 of 15 patients in Squamous Cell Carcinoma of the Vulva (CUK, Exp Mol Med 2018).
SPTBN1 is mutated in 5 of 15 patients in Squamous Cell Carcinoma of the Vulva (CUK, Exp Mol Med 2018).
Gene table — reference cohort
Headline values are from the reference cohort, vsc_cuk_2018; the matrix above keeps every cohort separate. "Curated" marks a gene the disease briefing lists as a target; the rest are here because they are among the most frequently mutated genes in the reference cohort. Recurrent changes are the reference cohort's commonest protein changes.
| Gene | Why listed | Largest alteration | Altered / tested | Frequency | Without hypermutated | Cohorts observed | Range across cohorts | Recurrent changes |
|---|---|---|---|---|---|---|---|---|
| TP53 | curated target | SNV / small indel | 5 / 15 | 33.33% | — | 1 / 1 | 33.33–33.33% | R248W (n=2), R248P (n=1), L257R (n=1), S241Y (n=1), C229Yfs*10 (n=1) |
| CDKN2A | curated target | SNV / small indel | 1 / 15 | 6.67% | — | 1 / 1 | 6.67–6.67% | D84Y (n=1) |
| PIK3CA | curated target | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | E545K (n=2) |
| HRAS | curated target | SNV / small indel | 1 / 15 | 6.67% | — | 1 / 1 | 6.67–6.67% | G12S (n=1) |
| NOTCH1 | curated target | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | R365C (n=1), F249C (n=1), V413del (n=1), F249L (n=1), T250P (n=1) |
| EGFR | curated target | SNV / small indel | 1 / 15 | 6.67% | — | 1 / 1 | 6.67–6.67% | P596L (n=1) |
| CD274 | curated target | SNV / small indel | 0 / 15 | 0.0% | — | 0 / 1 | 0.0–0.0% | none recurrent |
| PDCD1 | curated target | SNV / small indel | 0 / 15 | 0.0% | — | 0 / 1 | 0.0–0.0% | none recurrent |
| TERT | curated target | SNV / small indel | 0 / 15 | 0.0% | — | 0 / 1 | 0.0–0.0% | none recurrent |
| FAT1 | curated target | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | Q1455* (n=1), S3268* (n=1), W4175* (n=1), D3749N (n=1) |
| KMT2D | curated target | SNV / small indel | 0 / 15 | 0.0% | — | 0 / 1 | 0.0–0.0% | none recurrent |
| PTEN | curated target | SNV / small indel | 0 / 15 | 0.0% | — | 0 / 1 | 0.0–0.0% | none recurrent |
| MAML2 | by frequency | SNV / small indel | 6 / 15 | 40.0% | — | 1 / 1 | 40.0–40.0% | Q619_Q621del (n=4), Q621del (n=2) |
| SPTBN1 | by frequency | SNV / small indel | 5 / 15 | 33.33% | — | 1 / 1 | 33.33–33.33% | E1060K (n=1), K1998N (n=1), E2263K (n=1), D2292N (n=1), R498H (n=1) |
| ODF1 | by frequency | SNV / small indel | 5 / 15 | 33.33% | — | 1 / 1 | 33.33–33.33% | N219_C227del (n=4), N225S (n=1) |
| NRG3 | by frequency | SNV / small indel | 4 / 15 | 26.67% | — | 1 / 1 | 26.67–26.67% | S241F (n=2), G450S (n=1), S340L (n=1) |
| FAT2 | by frequency | SNV / small indel | 4 / 15 | 26.67% | — | 1 / 1 | 26.67–26.67% | Q2134* (n=2), S1653L (n=2), H709D (n=1), G1515S (n=1) |
| ZFHX3 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | Y142N (n=2), G1989S (n=1) |
| ZBTB41 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | R874* (n=2), V131I (n=1) |
| SLC12A3 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | A224S (n=2), V578M (n=1) |
| SHROOM3 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E1502K (n=1), R1008C (n=1), P469A (n=1) |
| SCAF4 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | H869Y (n=2), P61L (n=1) |
| PARD3B | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E799K (n=2), G924R (n=1) |
| NRG1 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E537G (n=2), A105dup (n=1) |
| NLGN3 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E760K (n=1), E270* (n=1), R155W (n=1) |
| MDN1 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | S2023* (n=1), S1576C (n=1), N5251K (n=1) |
| MAML3 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | Q510dup (n=3) |
| LAMA5 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | R2283L (n=1), A1016T (n=1), R1851W (n=1) |
| KMT2C | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E3440D (n=1), R284Q (n=1), R3423T (n=1), T2365I (n=1) |
| KMT2B | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | R142* (n=1), Q812* (n=1), Y1758C (n=1), I1737F (n=1) |
| FAM193A | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E926K (n=1), M990I (n=1), E1042Q (n=1), S965F (n=1), S351N (n=1) |
| F5 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | R740Q (n=2), N1103D (n=1) |
| DCHS1 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | R2889W (n=1), L2802V (n=1), H3004Y (n=1), E206Q (n=1) |
| CREBBP | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | Q2405H (n=1), M806I (n=1), D1665N (n=1) |
| CASP8 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | Q398* (n=1), V469Ffs*28 (n=1), S268L (n=1) |
| CACNA1B | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | T996_E1000del (n=2), T996A (n=1) |
| APC | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | R106H (n=1), K2814N (n=1), S2842C (n=1) |
| ANP32E | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | E193D (n=3) |
| AMOTL2 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | M566T (n=2), R725K (n=1) |
| ALMS1 | by frequency | SNV / small indel | 3 / 15 | 20.0% | — | 1 / 1 | 20.0–20.0% | D1272N (n=2), S3007C (n=1) |
| ZFR | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | R717C (n=1), R873Q (n=1) |
| ZFPM2 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | C788R (n=1), G995S (n=1) |
| ZCWPW1 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | E459* (n=1), W426C (n=1), E65G (n=1) |
| ZC3H18 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | R436Q (n=1), R354Q (n=1) |
| WRAP53 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | A246T (n=1), E534K (n=1) |
| WDR87 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | Q1156E (n=1), L2090P (n=1) |
| WDHD1 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | Q231* (n=2) |
| WDFY4 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | S612L (n=1), K2219R (n=1) |
| VPS13A | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | E1074K (n=1), R254C (n=1) |
| VGLL1 | by frequency | SNV / small indel | 2 / 15 | 13.33% | — | 1 / 1 | 13.33–13.33% | T21M (n=2) |
Cohorts
Listed in the disease profile, not searched: a name search returns the same patients under several accessions. Patients are unique patient ids in the study's sequenced sample list. Hypermutated: more than ten times the cohort's median non-silent mutations per sample, and at least 100.
| Cohort | Accession | Patients | Samples sequenced / in study | Assay | Panels (samples) | Build | Profiles read | Hypermutated patients | Median mutations / sample |
|---|---|---|---|---|---|---|---|---|---|
| Squamous Cell Carcinoma of the Vulva (CUK, Exp Mol Med 2018) reference | vsc_cuk_2018 | 15 observed | 15 / 15 | exome or genome | WES (15) | hg19 | SNV, small indel | 0 | 129 |
Copy-number events
Discrete calls from each study's copy-number profile: 2 is high-level amplification, −2 deep deletion. Gains and shallow losses are not counted. Denominators are the cohort's copy-number sample list, which differs from its sequenced list. Rows at 2% or more.
| Gene | Event | Observed patients | Tested patients | Frequency | Cohort | Profile |
|---|---|---|---|---|---|---|
| No copy-number profile reached 2% for any listed gene, or no cohort carries one. | ||||||
Cohort-aware frequencies
Each row is calculated from unique patients in that study's sequenced sample list. The range is descriptive; no pooled estimate is shown because cross-study overlap and assay comparability have not been checked.
| Gene | Range | Per cohort (altered / tested) |
|---|---|---|
| TP53 | 33.33–33.33% | vsc_cuk_2018: 5/15 (33.33%) |
| CDKN2A | 6.67–6.67% | vsc_cuk_2018: 1/15 (6.67%) |
| PIK3CA | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| HRAS | 6.67–6.67% | vsc_cuk_2018: 1/15 (6.67%) |
| NOTCH1 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| EGFR | 6.67–6.67% | vsc_cuk_2018: 1/15 (6.67%) |
| CD274 | 0.0–0.0% | vsc_cuk_2018: 0/15 (0.0%) |
| PDCD1 | 0.0–0.0% | vsc_cuk_2018: 0/15 (0.0%) |
| TERT | 0.0–0.0% | vsc_cuk_2018: 0/15 (0.0%) |
| FAT1 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| KMT2D | 0.0–0.0% | vsc_cuk_2018: 0/15 (0.0%) |
| PTEN | 0.0–0.0% | vsc_cuk_2018: 0/15 (0.0%) |
| MAML2 | 40.0–40.0% | vsc_cuk_2018: 6/15 (40.0%) |
| SPTBN1 | 33.33–33.33% | vsc_cuk_2018: 5/15 (33.33%) |
| ODF1 | 33.33–33.33% | vsc_cuk_2018: 5/15 (33.33%) |
| NRG3 | 26.67–26.67% | vsc_cuk_2018: 4/15 (26.67%) |
| FAT2 | 26.67–26.67% | vsc_cuk_2018: 4/15 (26.67%) |
| ZFHX3 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| ZBTB41 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| SLC12A3 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| SHROOM3 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| SCAF4 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| PARD3B | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| NRG1 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| NLGN3 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| MDN1 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| MAML3 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| LAMA5 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| KMT2C | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| KMT2B | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| FAM193A | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| F5 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| DCHS1 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| CREBBP | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| CASP8 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| CACNA1B | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| APC | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| ANP32E | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| AMOTL2 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| ALMS1 | 20.0–20.0% | vsc_cuk_2018: 3/15 (20.0%) |
| ZFR | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| ZFPM2 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| ZCWPW1 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| ZC3H18 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| WRAP53 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| WDR87 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| WDHD1 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| WDFY4 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| VPS13A | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
| VGLL1 | 13.33–13.33% | vsc_cuk_2018: 2/15 (13.33%) |
What this page does not do
Structural variants
Read the structural-variant profiles the studies carry; fusions are the defining event in several of these diseases.
Context
Stage, subtype, age and treatment line are not attached to any count; the cohorts differ on all four.
Interpretation
Activating versus inactivating, actionable versus not, and evidence level are not inferred here; the briefing's target table carries the drug and trial facts.
Limitations
- A cBioPortal public-API snapshot retrieved 2026-09-18; the page does not refresh source data at request time.
- Counts are patients with at least one non-silent call in the study's sequenced sample list; silent, intronic and UTR calls are excluded.
- For targeted-panel cohorts each gene divides by the patients whose panel carried it; a gene absent from the panel is shown as not assayed, not as zero.
- Copy-number rows use discrete calls (2 = high-level amplification, −2 = deep deletion) against the cohort's copy-number sample list, which is a different roster from the sequenced one.
- Cohorts are not pooled. Cross-study patient overlap has not been checked and no disease-wide frequency is reported.
- Structural variants and fusions are not read in this snapshot even where the study carries a profile; germline variants, mutational signatures, TMB and MSI are not reported.
- The gene set is the briefing's curated targets plus the reference cohort's most frequently mutated genes; it is not genome-wide.
How a machine should read this page
- Denominators: every frequency divides by the patients in one named cohort on whom the gene could be called; there is no disease-wide figure.
- Missing values:
not_assayed(the panel did not carry the gene),not_observed(assayed, none found) andnot_evaluable(the cohort could not be read) are three different facts and are never converted to zero. - Counting: patients, not samples; several samples from one patient count once. Non-silent calls only.
- Copy number: a separate assay with a separate roster; discrete calls at ±2 only.
- Hypermutation: flagged per cohort; the headline keeps all patients and the frequency without them is reported beside it.
- Provenance: every value carries the study id, the retrieval date and the processing version; the source is the cBioPortal public API.
Machine endpoints: full landscape · genes · cohorts · the disease's own facts: /disease/vulvar-cancer.json.
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