VARITY
Predicts the pathogenicity of rare missense variants, trained on a larger reservoir of training variants whose accuracy and representativity are uncertain, excluding features informed by variant annotation and protein identity to limit circularity and bias.
Results are recorded on linked configurations and versions of this method. Their settings and evaluations are kept separate below.
Results on linked records
This method has no results of its own in this release. 11 linked records have results. They are not assigned to the underlying method: each record keeps its own settings and evaluations, and its scores are on its own page.
- VARITY_ER (Brandes et al. 2023 head-to-head comparison) Configuration · configuration · 2 evaluations · 4 results
- VARITY_R (Brandes et al. 2023 head-to-head comparison) Configuration · configuration · 2 evaluations · 4 results
- VARITY_ER rank score, dbNSFP 5.3.1a (Lee 2026) Configuration · configuration · 3 evaluations · 6 results
- VARITY_ER_LOO rank score, dbNSFP 5.3.1a (Lee 2026) Configuration · configuration · 3 evaluations · 6 results
- VARITY_R rank score, dbNSFP 5.3.1a (Lee 2026) Configuration · configuration · 3 evaluations · 6 results
- VARITY_R_LOO rank score, dbNSFP 5.3.1a (Lee 2026) Configuration · configuration · 3 evaluations · 6 results
- VARITY_ER (Livesey and Marsh 2025) Configuration · configuration · 6 evaluations · 7 results
- VARITY_R (Livesey and Marsh 2025) Configuration · configuration · 6 evaluations · 7 results
- VARITY (ER) [ProteinGym 144fe22 clinical summary] Configuration · configuration · 1 evaluation · 1 result
- VARITY (R) [ProteinGym 144fe22 clinical summary] Configuration · configuration · 1 evaluation · 1 result
- VARITY_R (Bergquist et al. 2025 calibration) Configuration · configuration · 1 evaluation · 9 results
Overview
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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
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Evidence
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Evidence table
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
1 evidence row matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Description Predicts the pathogenicity of rare missense variants, trained on a larger reservoir of training variants whose accuracy and representativity are uncertain, excluding features informed by variant annotation and protein identity to limit circularity and bias. Individual claims | Improved pathogenicity prediction for rare human missense variants (VARITY) qa-descriptions-20261011-e-source-varity: Abstract Version: Europe PMC full-text XML for PMC8546039, American Journal of Human Genetics 2021 | source checked ["automated-source-review","ai-assisted-source-review"] · 2026-10-11 Audit detailsApproved with two corrections, both applied: the MutFormer source licence is CC BY 4.0 per the arXiv abstract page, and the MetaRNN source locator now names the Background passage. Checked the 27 Chen 2020 descriptions row by row against Table 1 (PMC7033911) and spot-checked AlphaMissense, MisFit, popEVE, VARITY, MetaRNN, MutFormer and gMVP against their abstracts; accurate. Licences on the other new sources match Europe PMC. Field: Claim: metadata-correction-d396105139c725848d77 Source artifact SHA-256: Hash scope: SHA-256 of one retrieval of the Europe PMC full-text XML. These renderings are not always byte-stable; the article text is the evidence. |
Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
2 source records and release history
- An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers · Original source · bioRxiv 2026.07.16.739080 v1, posted 2026-07-23; full-text HTML page
- Improved pathogenicity prediction for rare human missense variants (VARITY) · Original source · Europe PMC full-text XML for PMC8546039, American Journal of Human Genetics 2021
Technical metadata and extraction receipts
Stable ID: somatic-oncogenicity-20261009-method-varity
- areas
- dna-genomes
- contexts
- clinical_research
- method types
- supervised_machine_learning
- reported name
- VARITY
- entity level
- method
- source locator
- Algorithm lists of the cited sources
- missing metadata
- version: reason: inapplicable; note: Family record; score sources are on configurations
Related records
- configuration of: VARITY_ER (Brandes et al. 2023 head-to-head comparison)
- configuration of: VARITY_R (Brandes et al. 2023 head-to-head comparison)
- subject: VARITY: description
- configuration of: VARITY_ER rank score, dbNSFP 5.3.1a (Lee 2026)
- configuration of: VARITY_ER_LOO rank score, dbNSFP 5.3.1a (Lee 2026)
- configuration of: VARITY_R rank score, dbNSFP 5.3.1a (Lee 2026)
- configuration of: VARITY_R_LOO rank score, dbNSFP 5.3.1a (Lee 2026)
- configuration of: VARITY_ER (Livesey and Marsh 2025)
- configuration of: VARITY_R (Livesey and Marsh 2025)
- configuration of: VARITY (ER) [ProteinGym 144fe22 clinical summary]
- configuration of: VARITY (R) [ProteinGym 144fe22 clinical summary]
- configuration of: VARITY_R (Bergquist et al. 2025 calibration)