rewirebio.iobenchmarks
Dataset subset

Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)

ClinVar canonical splice-site SNVs (within 1 to 2 nt of an exon boundary) scored by the AlphaGenome scorers compared in Supplementary Figure S2.

Evaluation results

9 evaluations · 9 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AlphaGenome all outputs, quantile, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.614 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'All outputs (quantile)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome All outputs (quantile) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'All outputs (quantile)', bar label
Configuration: AlphaGenome splice junction, quantile, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.6 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'Splice junction (quantile)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome Splice junction (quantile) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'Splice junction (quantile)', bar label
Configuration: AlphaGenome splice junction, raw, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.669 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'Splice junction (raw)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome Splice junction (raw) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'Splice junction (raw)', bar label
Configuration: AlphaGenome splice composite, quantile scores (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.614 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'All splice outputs (quantile)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome All splice outputs (quantile) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'All splice outputs (quantile)', bar label
Configuration: AlphaGenome splice composite, raw scores (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.708 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'All splice outputs (raw)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome All splice outputs (raw) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'All splice outputs (raw)', bar label
Configuration: AlphaGenome splice site, quantile, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.683 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'Splice site (quantile)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome Splice site (quantile) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'Splice site (quantile)', bar label
Configuration: AlphaGenome splice site, raw, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.706 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'Splice site (raw)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome Splice site (raw) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'Splice site (raw)', bar label
Configuration: AlphaGenome splice site usage, quantile, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.699 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'Splice site usage (quantile)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome Splice site usage (quantile) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'Splice site usage (quantile)', bar label
Configuration: AlphaGenome splice site usage, raw, maximum (Lu et al. 2025)Protocol: ClinVar pathogenic versus benign SNVs within variant type, AUROC (Lu et al. 2025)
Dataset subset: Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
0.779 AUROC (ClinVar pathogenic vs benign canonical splice SNVs (N=11,047); AlphaGenome scorer 'Splice site usage (raw)')
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome Splice site usage (raw) on ClinVar splice variants (Lu et al. 2025 Supplementary Figure S2)

lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Aggregation: Not reported

Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2) · Supplementary Figure S2 (page 21), row 'Splice site usage (raw)', bar label

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

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Subset and evaluation context

This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.

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.

8 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
Limitations
1 values
  • Figure 1 'Splice' has N=11,042; the five-variant difference is not explained, so the two splice AUROCs for the all-outputs scorer (0.592 and 0.614) are on different variant sets.
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.limitations

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Original printed counts
N=11,047, %P=99.32%
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.original_printed_counts

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Source location
Supplementary Figure S2 legend (page 21)
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Test count
11047
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.test_count

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Description
ClinVar canonical splice-site SNVs (within 1 to 2 nt of an exon boundary) scored by the AlphaGenome scorers compared in Supplementary Figure S2.
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Relationship: same data as
lu-hetero-20261019-subset-splice
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: links:same_data_as:lu-hetero-20261019-subset-splice

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Relationship: used in
lu-hetero-20261019-protocol-clinvar-variant-type-auroc
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: links:used_in:lu-hetero-20261019-protocol-clinvar-variant-type-auroc

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Name
Lu et al. 2025 ClinVar benchmark: splice variants scored by AlphaGenome (Supplementary Figure S2)
Context-only references
Genomic heterogeneity inflates the performance of variant pathogenicity predictions (Lu, Liu, Lin and Brandes, bioRxiv 2025, v2)

Original source ↗

Supplementary Figure S2 legend (page 21)

Version: bioRxiv preprint version 2, posted 2025-09-10 (version 1 posted 2025-09-08); full-text PDF (21 pages)
Retrieved: 2026-10-19T12:23:08Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 5b8e939257000811a6eaddd90d9de3e03bf1ac0e9015a38769df887ee01f9bf2

Hash scope: SHA-256 of one retrieval of the bioRxiv PDF. bioRxiv stamps the PDF on each download: a second retrieval at 2026-10-19T12:31:50Z had the same length (1,100,277 bytes), SHA-256 1a1aa1135ad8aa59bdb949bf8df75262eb6feba51b47f49439dbb819c426fbdd, differed in 32 bytes (ModDate) and had an identical pdftotext -layout text layer.

Inspected artifact

Sources and history

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

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: lu-hetero-20261019-subset-splice-figure-s2

areas
dna-genomes
contexts
clinical_research
test count
11047
original printed counts
N=11,047, %P=99.32%
source locator
Supplementary Figure S2 legend (page 21)
limitations
Figure 1 'Splice' has N=11,042; the five-variant difference is not explained, so the two splice AUROCs for the all-outputs scorer (0.592 and 0.614) are on different variant sets.
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