SF3B1 ⊥ BAP1
SF3B1 and BAP1 mutual exclusivity in melanoma (MSK-IMPACT 50K)
DataMSK-IMPACT 50K (2026) · Melanoma · 1,644 tumours · both altered in 3 (3.9 expected if independent)
Inconclusive. Significant, but the effect differs between tumour types or subtypes, so it is not one general relationship across this cancer.
A well-studied pair (630 papers): on the map it is known biology, a positive control rather than an overlooked discovery.
Signal (x) is the corrected significance on the map's scale, discounted from 38% to 8% because the cohort-composition confound is not yet controlled. Efficacy (y) is credibility times actionability.
These genes are rarely altered in the same tumour: mutual exclusivity, often a sign they hit one shared pathway so a tumour needs only one broken.
Skin (melanoma)
This finding's tumour type arises in the highlighted organ.
No structure profile is curated for this gene.
A human gene in this finding. Not in the curated driver set, so no structured profile is shown.
SF3B1 mutations in melanoma →SF3B1 co-mutations by tumour type →Other findings with SF3B1 →No structure profile is curated for this gene.
A human gene in this finding. Not in the curated driver set, so no structured profile is shown.
BAP1 mutations in melanoma →BAP1 co-mutations by tumour type →Other findings with BAP1 →Anatomical figure from the EBI Expression Atlas anatomogram, and predicted structures from the AlphaFold Protein Structure Database (both CC-BY-4.0). A model shows the protein's healthy fold; a highlighted residue marks a recurrent cancer position, not a prediction of a specific mutation's effect.
The raw 2×2 the FDR q and log₂ odds ratio above were computed from. It is the immutable evidence the score re-derives from: every number on this page traces back to these four counts.
| Gene state | SF3B1 altered | SF3B1 wild-type |
|---|---|---|
| BAP1 altered | 3 | 60 |
| BAP1 wild-type | 100 | 1,481 |
both 3 (expected 3.9 if independent) · BAP1-only 60 · SF3B1-only 100 · neither 1,481
Strong evidence. Exceeds the α=0.05 reject threshold (e≥20). Unlike a single-look p, this stays valid under the engine's continuous re-testing.
Molecular-subtype certification is unresolved. Recorded lineage only. Within-lineage molecular subtype remains unresolved. The association remains visible, but does not qualify as a subtype-controlled discovery.
The two axes are variables: signal (x) and efficacy (y = credibility × actionability). A point high on both lands in the frontier (top-right). A strong signal with low credibility sits low and to the right: statistically strong, not worth pursuing.
A language model wrote this from the evidence listed below. It is annotation: the engine's verdict above comes only from the measured statistics, never from this text.
The most likely explanation is that SF3B1 and BAP1 alterations are enriched in different molecular subtypes of melanoma, producing apparent population-level mutual exclusivity rather than demonstrating functional redundancy or negative selection within individual tumours.
- 1The depletion is statistically robust after adjustment for overall alteration burden (FDR q=5.9e-4), and its estimated effect is substantial (within-stratum log2 odds ratio -2.2, 95% CI -3.5 to -0.9). However, only three tumours carry both alterations, so the effect estimate may be unstable.E1E18
- 2Subtype composition is the leading explanation because molecular subtype remains unresolved and the measured heterogeneity is stratum-specific. The analysis accounts for tumour alteration burden and records lineage, but does not rule out differences among molecular subtypes.E1E2
- 3This lead CONVERGES with the prior Cybergenic SF3B1–BAP1 melanoma finding, which also favoured residual molecular-subtype composition. That is convergence with a prior interpretation, not independent replication; the other corpus findings concern different gene pairs and do not directly corroborate this pair-specific hypothesis.E14E15E16E17
- 4The supplied paper abstracts do not establish a functional relationship between SF3B1 and BAP1: the cited CMMN and uveal-melanoma abstracts do not report testing this pair. Thus the co-mentions do not support a within-tumour mechanism; the direct mechanistic claim remains under-explored despite the literature co-mentions.E8E9E10
- 5The strongest deflating explanation is cohort-specific signal or winner's-curse bias: the association has not recurred in another independent patient source. This limits confidence even though the FDR-adjusted signal is strong.E3E18
In an independent melanoma cohort with molecular-subtype annotations, perform a prespecified subtype-stratified analysis of SF3B1–BAP1 co-alteration, adjusting for alteration burden. Attenuation of the depletion within subtypes would support subtype composition as the leading explanation; persistence would weaken it, but would not by itself establish within-tumour cooperation or negative selection.
This is a population-level hypothesis, not evidence that the alterations interact within the same tumour. Molecular subtype is unresolved, only three double-altered tumours are observed, and the signal has not replicated across sources. The prior corpus finding is convergent but not independent confirmation. No supplied paper abstract actually studies the SF3B1–BAP1 relationship, so a within-tumour mechanism is intentionally left unspecified.
Weakest link: The subtype explanation is not supported by subtype-resolved data, and the apparent depletion is confined to one cohort with only three double-altered tumors and no cross-cohort replication.
Significant (after FDR correction) in one independent source of this tumour type so far. The engine records where a pattern is significant, not every source that could test it, so this calls for caution: a pattern selected from many tests tends to overstate its effect. It does not count against the pattern.
- E1In Melanoma (MSK-IMPACT 50K 2026), SF3B1 and BAP1 are mutually exclusive: burden-aware DISCOVER p = 4.2e-7 (a test that accounts for each tumor's overall alteration burden, so co-occurrence is not inflated by unstable tumors carrying more of everything), Benjamini-Hochberg FDR q = 5.9e-4, within-stratum (Mantel-Haenszel) log2 odds ratio -2.2 (95% CI -3.5 to -0.9), 3 tumors carry both alterations.cBioPortal / MSK-IMPACT 50K (2026)
- E2The depletion was tested at adjusted FDR q=5.9e-4 with 100% annotation coverage. Recorded lineage only. Within-lineage molecular subtype remains unresolved. Measured heterogeneity indicates a stratum-specific effect. This control alone establishes neither a mechanism nor novelty.cBioPortal / MSK-IMPACT 50K (2026), scoped DISCOVER control
- E3This mutual exclusivity is FDR-significant in only 1 independent patient source so far and does NOT recur across sources, so it could be cohort-specific biology or a winner's-curse artifact of scanning many cohorts. Treat confidence accordingly.cBioPortal (cross-cohort)
- E4SF3B1 expression is lower in tumor than matched GTEx+adjacent normal tissue: log2 fold change -0.61 (127.4 vs 194.4 TPM, n=469 tumor / 557 normal).UCSC Xena (tumor vs GTEx normal)
- E5SF3B1 strongest disease associations (overall score 0–1): B-cell chronic lymphocytic leukemia 0.73; myelodysplastic syndrome 0.64; lymphoid leukemia 0.56; myeloproliferative disorder 0.54.Open Targets
- E6No approved drug directly targets SF3B1 (a tractability gap).Open Targets
- E7Tractability for SF3B1: Structure with Ligand, UniProt Ubiquitination, Database Ubiquitination, Half-life Data.Open Targets
- E8630 paper(s) co-mention this: well studied. Against each gene's own cancer literature, ~7 co-mentions would be expected by chance, so this pair is already studied more than its parts predict. Most relevant: "Circumscribed Meningeal Melanocytic Neoplasms: CNS WHO Grade, Molecular Profile, and Clin…" (2026).Europe PMC
- E9"Circumscribed Meningeal Melanocytic Neoplasms: CNS WHO Grade, Molecular Profile, and Clinical Outcomes." (2026): Circumscribed meningeal melanocytic neoplasms (CMMNs) represent a spectrum of rare central nervous system (CNS) tumors. Knowledge of their clinical behavior and molecular correlates remains limited. In this single-institution retrospective study, we analyzed 31 patients (14 male, 17 female; median age, 59 years) diagnosed with CMMN between 2004 and 2025. In…Europe PMC (paper)
- E10"Functional validation of driver mutation-specific uveal melanoma biomarkers: role of COL9A3 in cancer cell plasticity." (2026): Uveal melanoma (UM) is a deadly ocular malignancy with well-described genetic alterations that predict disease outcome. However, our current understanding of the biological underpinnings of high-risk uveal melanoma progression remains relatively limited. Using RNA expression profiles from 250 patients with UM, we identified 12 novel biomarkers associated wi…Europe PMC (paper)
- E110 clinical trial(s) match SF3B1/BAP1 in Melanoma, 0 currently open.ClinicalTrials.gov
- E12SF3B1: oncogene, driver in 14 cancer types (intOGen 2024.09.20)intOGen (driver catalogue)
- E13BAP1: tumor suppressor, driver in 14 cancer types (intOGen 2024.09.20)intOGen (driver catalogue)
- E14Prior finding (SF3B1 ⊥ BAP1 in Melanoma): verdict inconclusive, confidence 50%. “The SF3B1–BAP1 mutual exclusivity in melanoma is more likely to reflect residual molecular-subtype compositio…”Cybergenic corpus
- E15Prior finding (PBRM1 ⊥ BAP1 in Renal cell carcinoma): verdict inconclusive, confidence 20%. “PBRM1 ⊥ BAP1 in Renal cell carcinoma: FDR q=6.4e-2 controlled on lineage (pooled q=2.0e-2), log2 odds ratio -…”Cybergenic corpus
- E16Prior finding (GNAQ + SF3B1 in Melanoma): verdict weakened, confidence 20%. “GNAQ + SF3B1 in Melanoma: FDR q=1.8e-1 controlled on lineage (pooled q=9.4e-12), log2 odds ratio 1.2. Signifi…”Cybergenic corpus
- E17Prior finding (BAP1 ⊥ PBRM1 in Clear cell renal cell carcinoma): verdict inconclusive, confidence 20%. “BAP1 ⊥ PBRM1 in Clear cell renal cell carcinoma: FDR q=4.9e-1, pooled, log2 odds ratio -1.3. Not statisticall…”Cybergenic corpus
- E18Significance is FDR-corrected: Benjamini-Hochberg q = 5.9e-4 across 8515 gene pairs tested in this cohort, so this pair SURVIVES multiple-testing correction (q ≤ 0.05). The q, not the nominal p, is the honest signal strength.Cybergenic method
Model-written annotation, not a finding. The statistics it cites are real and are shown above; the argument connecting them is a hypothesis that needs wet-lab or clinical validation before it means anything.
- Permalink
- https://cybergenic.im/findings/ce416a4d-0608-4052-86f5-72ae41a349e6
- First seen
- 29 Sep 2026
- Prediction registry
- Locked 29 Sep 2026, row hash
ed5be052272b568022946aec83b61bea(not testable out of sample). How the registry works
@misc{cybergenic_ce416a4d,
author = {{Cybergenic}},
title = {{SF3B1 and BAP1 mutual exclusivity in melanoma (MSK-IMPACT 50K)}},
year = {2026},
howpublished = {\url{https://cybergenic.im/findings/ce416a4d-0608-4052-86f5-72ae41a349e6}},
note = {Research engine finding, first seen 2026-09-29; prediction locked 2026-09-29, registry row hash ed5be052272b568022946aec83b61bea},
month = sep
}