rewirebio.iobenchmarks
Configuration

SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)

SIFT4G rank score, dbNSFP 5.3.1a: dbNSFP 5.3.1a rank score (GRCh38).

3 evaluations · 6 results5 open disagreements between studies involve its model

Overview

An explanatory profile has not yet been reviewed for this record.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluations and results

3 evaluations · 6 results. Different protocols are not a single leaderboard.

Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels

Sorted by AUROC (CGC missense, all genes) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationProtocol and datasetAUROC (CGC missense, all genes)AUROC (CGC missense, oncogenes (gain of function))AUROC (CGC missense, tumour suppressors (loss of function))Average precision (CGC missense, all genes)Average precision (CGC missense, oncogenes (gain of function))Average precision (CGC missense, tumour suppressors (loss of function))
SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)EvaluationCGC missense oncogenicity, all genes (Lee 2026, OncoCal tool_performance.tsv)0.808Not reportedNot reported0.541Not reportedNot reported
SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)EvaluationCGC missense oncogenicity, oncogenes (gain of function) (Lee 2026, OncoCal tool_performance.tsv)Not reported0.786Not reportedNot reported0.572Not reported
SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)EvaluationCGC missense oncogenicity, tumour suppressors (loss of function) (Lee 2026, OncoCal tool_performance.tsv)Not reportedNot reported0.847Not reportedNot reported0.471
All 6 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)Protocol: CGC missense oncogenicity, all genes (Lee 2026, OncoCal tool_performance.tsv)
Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels
0.541 Average precision (CGC missense, all genes)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

SIFT4G on CGC missense, all genes (Lee 2026)

somatic-oncogenicity-20261009-protocol-lee2026-all

Aggregation: Not reported

An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers; OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role) · OncoCal tables/tool_performance.tsv at commit 40b7770f2a76, row tool 'SIFT4G', group 'all', column 'AUPRC'
Configuration: SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)Protocol: CGC missense oncogenicity, all genes (Lee 2026, OncoCal tool_performance.tsv)
Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels
0.808 AUROC (CGC missense, all genes)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

SIFT4G on CGC missense, all genes (Lee 2026)

somatic-oncogenicity-20261009-protocol-lee2026-all

Aggregation: Not reported

An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers; OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role) · OncoCal tables/tool_performance.tsv at commit 40b7770f2a76, row tool 'SIFT4G', group 'all', column 'AUROC'
Configuration: SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)Protocol: CGC missense oncogenicity, oncogenes (gain of function) (Lee 2026, OncoCal tool_performance.tsv)
Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels
0.572 Average precision (CGC missense, oncogenes (gain of function))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

SIFT4G on CGC missense, oncogenes (gain of function) (Lee 2026)

somatic-oncogenicity-20261009-protocol-lee2026-oncogene

Aggregation: Not reported

An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers; OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role) · OncoCal tables/tool_performance.tsv at commit 40b7770f2a76, row tool 'SIFT4G', group 'oncogene', column 'AUPRC'
Configuration: SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)Protocol: CGC missense oncogenicity, oncogenes (gain of function) (Lee 2026, OncoCal tool_performance.tsv)
Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels
0.786 AUROC (CGC missense, oncogenes (gain of function))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

SIFT4G on CGC missense, oncogenes (gain of function) (Lee 2026)

somatic-oncogenicity-20261009-protocol-lee2026-oncogene

Aggregation: Not reported

An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers; OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role) · OncoCal tables/tool_performance.tsv at commit 40b7770f2a76, row tool 'SIFT4G', group 'oncogene', column 'AUROC'
Configuration: SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)Protocol: CGC missense oncogenicity, tumour suppressors (loss of function) (Lee 2026, OncoCal tool_performance.tsv)
Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels
0.471 Average precision (CGC missense, tumour suppressors (loss of function))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

SIFT4G on CGC missense, tumour suppressors (loss of function) (Lee 2026)

somatic-oncogenicity-20261009-protocol-lee2026-tsg

Aggregation: Not reported

An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers; OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role) · OncoCal tables/tool_performance.tsv at commit 40b7770f2a76, row tool 'SIFT4G', group 'TSG', column 'AUPRC'
Configuration: SIFT4G rank score, dbNSFP 5.3.1a (Lee 2026)Protocol: CGC missense oncogenicity, tumour suppressors (loss of function) (Lee 2026, OncoCal tool_performance.tsv)
Dataset: Missense variants in 768 Cancer Gene Census genes with open oncogenicity labels
0.847 AUROC (CGC missense, tumour suppressors (loss of function))
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

SIFT4G on CGC missense, tumour suppressors (loss of function) (Lee 2026)

somatic-oncogenicity-20261009-protocol-lee2026-tsg

Aggregation: Not reported

An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers; OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role) · OncoCal tables/tool_performance.tsv at commit 40b7770f2a76, row tool 'SIFT4G', group 'TSG', column 'AUROC'

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Use this configuration

How it works, versions and access

Additional methodological details, versions and access terms have not yet been extracted into a structured profile for this configuration. Consult the linked sources and evaluation records below.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

3 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Facets: method types
1 values
  • conventional_pipeline
Individual claims
Comprehensive assessment of computational algorithms in predicting cancer driver mutations

Original source ↗

Chen et al. 2020 Table 1: SIFT uses a position-specific scoring matrix

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Genome Biology 21:43, published 2020-02-20; PMC7033911 full-text XML
Retrieved: 2026-10-09T20:45:50Z

conflicting claim

["source-hash-verification","automated-source-review"] · 2026-10-12

Audit details

Correct the method type from specialist to conventional_pipeline (use-case baseline review 2026-10-12, table 2). Evidence from docs/reviews/use-cases/baselines-2026-10-12.md. Independent review 2026-10-12: approved. See docs/reviews/2026-10-12-method-type-corrections.md.

Conflicting source claim: "[\"conventional_pipeline\"]". Claim record status: source_checked.

Field: facets.method_types

Claim: metadata-correction-tags-20261012-a9b01b19c8ca3f15634d

Source artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Extraction artifact

Facets: method types
1 values
  • conventional_pipeline
Individual claims
An openly licensed benchmark and per-gene calibration map for missense pathogenicity predictors on activating cancer drivers

Original source ↗

Chen et al. 2020 Table 1: SIFT uses a position-specific scoring matrix

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: bioRxiv 2026.07.16.739080 v1, posted 2026-07-23; full-text HTML page
Retrieved: 2026-10-09T20:48:19Z

conflicting claim

["source-hash-verification","automated-source-review"] · 2026-10-12

Audit details

Correct the method type from specialist to conventional_pipeline (use-case baseline review 2026-10-12, table 2). Evidence from docs/reviews/use-cases/baselines-2026-10-12.md. Independent review 2026-10-12: approved. See docs/reviews/2026-10-12-method-type-corrections.md.

Conflicting source claim: "[\"conventional_pipeline\"]". Claim record status: source_checked.

Field: facets.method_types

Claim: metadata-correction-tags-20261012-a9b01b19c8ca3f15634d

Source artifact SHA-256: 1b4dfadc861c6b8dbecde6ebb5efdb5ab7203bcf6f1b4e06edc70e167e7050e9

Hash scope: SHA-256 of one retrieval of the full-text HTML page, which is mutable (site chrome, metrics). The PDF request returned HTTP 429.

Inspected artifact

Extraction artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Extraction artifact

Facets: method types
1 values
  • conventional_pipeline
Individual claims
OncoCal repository, tables/tool_performance.tsv (per-tool AUROC and AUPRC by gene role)

Original source ↗

Chen et al. 2020 Table 1: SIFT uses a position-specific scoring matrix

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: commit 40b7770f2a768ba800c4f4c6b48e2bfe967ed14a (2026-07-11)
Retrieved: 2026-10-09T20:48:49Z

conflicting claim

["source-hash-verification","automated-source-review"] · 2026-10-12

Audit details

Correct the method type from specialist to conventional_pipeline (use-case baseline review 2026-10-12, table 2). Evidence from docs/reviews/use-cases/baselines-2026-10-12.md. Independent review 2026-10-12: approved. See docs/reviews/2026-10-12-method-type-corrections.md.

Conflicting source claim: "[\"conventional_pipeline\"]". Claim record status: source_checked.

Field: facets.method_types

Claim: metadata-correction-tags-20261012-a9b01b19c8ca3f15634d

Source artifact SHA-256: 8f5a81078482c8010b83bba6225e9707980a3a7cebbb2ca00ed8b155ad34c3b5

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Extraction artifact SHA-256: fef52f70c3a0ff3f82902f87080933c220e12274787de6309b41ee283daf8b8e

Extraction artifact

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: somatic-oncogenicity-20261009-config-lee2026-sift4g

areas
dna-genomes
contexts
clinical_research
method types
conventional_pipeline
reported name
SIFT4G
version
dbNSFP 5.3.1a rank score (GRCh38)
foundation model eligible
false
source locator
OncoCal tool_performance.tsv column 'tool'; preprint Methods 'Features'
provenance note
SIFT4G as scored in the cited benchmark.
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