rewirebio.iobenchmarks
Method

Combined phyloP and phastCons

The combination of phyloP and phastCons that GPN-MSA uses to upweight its training loss, used directly as a score.

4 evaluations · 8 results

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

4 evaluations · 8 results. Different protocols are not a single leaderboard.

Sorted by AUPRC (maximum over three random seeds; zero-shot) (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 datasetAUPRC (maximum over three random seeds; zero-shot)AUPRC (mean over three random seeds; zero-shot)AUROC (maximum over three random seeds; zero-shot)AUROC (mean over three random seeds; zero-shot)Odds ratio (rare (singletons) versus common (MAF > 5%) gnomAD variants in the tail of deleterious scores, threshold at 30 false discoveries, one-sided Fisher's exact test; all variant types, rare subsampled to the common count; maximum over three random seeds; zero-shot)Odds ratio (rare (singletons) versus common (MAF > 5%) gnomAD variants in the tail of deleterious scores, threshold at 30 false discoveries, one-sided Fisher's exact test; all variant types, rare subsampled to the common count; mean over three random seeds; zero-shot)
Combined phyloP and phastConsEvaluationCOSMIC frequent vs gnomAD common missense, AUPRC (GPN-MSA Supplementary Table 4), COSMIC frequent vs gnomAD common missense variants (GPN-MSA paper)0.141 (best in column)0.141 (best in column)Not reportedNot reportedNot reportedNot reported
Combined phyloP and phastConsEvaluationOMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4), OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper)0.0390.039Not reportedNot reportedNot reportedNot reported
Combined phyloP and phastConsEvaluationClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4), ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper)Not reportedNot reported0.9280.928Not reportedNot reported
Combined phyloP and phastConsEvaluationgnomAD rare vs common enrichment in the deleterious tail, odds ratio (GPN-MSA Supplementary Table 4), gnomAD rare (singletons) vs common variants, ablation set (GPN-MSA paper)Not reportedNot reportedNot reportedNot reported13.913.9
All 8 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
Method: Combined phyloP and phastConsProtocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4)
Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper)
0.928 AUROC (maximum over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on ClinVar (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'ClinVar' / 'max'
Method: Combined phyloP and phastConsProtocol: ClinVar Pathogenic vs gnomAD common missense, AUROC (GPN-MSA Supplementary Table 4)
Dataset: ClinVar Pathogenic vs gnomAD common missense variants (GPN-MSA paper)
0.928 AUROC (mean over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on ClinVar (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-clinvar-auroc

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'ClinVar' / 'mean'
Method: Combined phyloP and phastConsProtocol: COSMIC frequent vs gnomAD common missense, AUPRC (GPN-MSA Supplementary Table 4)
Dataset: COSMIC frequent vs gnomAD common missense variants (GPN-MSA paper)
0.141 AUPRC (maximum over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on COSMIC (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-cosmic-auprc

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'COSMIC' / 'max'
Method: Combined phyloP and phastConsProtocol: COSMIC frequent vs gnomAD common missense, AUPRC (GPN-MSA Supplementary Table 4)
Dataset: COSMIC frequent vs gnomAD common missense variants (GPN-MSA paper)
0.141 AUPRC (mean over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on COSMIC (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-cosmic-auprc

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'COSMIC' / 'mean'
Method: Combined phyloP and phastConsProtocol: gnomAD rare vs common enrichment in the deleterious tail, odds ratio (GPN-MSA Supplementary Table 4)
Dataset: gnomAD rare (singletons) vs common variants, ablation set (GPN-MSA paper)
13.9 Odds ratio (rare (singletons) versus common (MAF > 5%) gnomAD variants in the tail of deleterious scores, threshold at 30 false discoveries, one-sided Fisher's exact test; all variant types, rare subsampled to the common count; maximum over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on gnomAD (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-gnomad-odds-ratio

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'gnomAD' / 'max'
Method: Combined phyloP and phastConsProtocol: gnomAD rare vs common enrichment in the deleterious tail, odds ratio (GPN-MSA Supplementary Table 4)
Dataset: gnomAD rare (singletons) vs common variants, ablation set (GPN-MSA paper)
13.9 Odds ratio (rare (singletons) versus common (MAF > 5%) gnomAD variants in the tail of deleterious scores, threshold at 30 false discoveries, one-sided Fisher's exact test; all variant types, rare subsampled to the common count; mean over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on gnomAD (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-gnomad-odds-ratio

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'gnomAD' / 'mean'
Method: Combined phyloP and phastConsProtocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4)
Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper)
0.039 AUPRC (maximum over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on OMIM (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-omim-auprc

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'OMIM' / 'max'
Method: Combined phyloP and phastConsProtocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4)
Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper)
0.039 AUPRC (mean over three random seeds; zero-shot)
unitless · higher

Uncertainty: Not reported by the source: Only mean and max over seeds are printed

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Combined phyloP and phastCons on OMIM (GPN-MSA Supplementary Table 4)

gfm-guides-20261014-gpnmsa-protocol-ablation-omim-auprc

Aggregation: Not reported

GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Supplementary Table 4 (PDF page 23), row 'Combined phyloP and phastCons', column 'OMIM' / 'mean'

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Stable ID: gfm-guides-20261014-gpnmsa-method-phylop-phastcons-combined

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Combined phyloP and phastCons
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Supplementary Table 4 row 'Combined phyloP and phastCons'; Methods 'Ablation Study'
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