OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4)
AUPRC of zero-shot variant scores for OMIM pathogenic regulatory variants versus matched gnomAD common variants.
Overview
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Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
17 recorded evaluations, 34 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.
Results
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All evaluations
17 evaluations · 34 results. Different protocols are not a single leaderboard.
Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) · Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper)
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.
All 34 result rows with coverage, uncertainty and sources
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Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: GPN-MSA ablation '51 mammals' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.076 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 | Author-reported evaluation · Source checkedMethods, coverage and source51 mammals 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 '51 mammals', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation '51 mammals' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.073 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 | Author-reported evaluation · Source checkedMethods, coverage and source51 mammals 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 '51 mammals', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation '51 vertebrates' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.108 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 | Author-reported evaluation · Source checkedMethods, coverage and source51 vertebrates 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 '51 vertebrates', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation '51 vertebrates' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.101 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 | Author-reported evaluation · Source checkedMethods, coverage and source51 vertebrates 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 '51 vertebrates', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Default' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.133 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceDefault 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 'Default', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Default' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.124 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceDefault 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 'Default', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Include closest primates' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.156 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceInclude closest primates 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 'Include closest primates', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Include closest primates' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.139 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceInclude closest primates 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 'Include closest primates', column 'OMIM' / 'mean' |
| Method: MSA frequency | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.031 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceMSA frequency (no neural net) 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 'MSA frequency (no neural net)', column 'OMIM' / 'max' |
| Method: MSA frequency | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.031 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceMSA frequency (no neural net) 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 'MSA frequency (no neural net)', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Don’t replace non-conserved' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.112 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t replace non-conserved 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 'Don’t replace non-conserved', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Don’t replace non-conserved' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.111 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t replace non-conserved 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 'Don’t replace non-conserved', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Don’t upweight conserved' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.152 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t upweight conserved 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 'Don’t upweight conserved', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Don’t upweight conserved' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.133 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceDon’t upweight conserved 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 'Don’t upweight conserved', column 'OMIM' / 'mean' |
| Method: Combined phyloP and phastCons | Protocol: 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 checkedMethods, coverage and sourceCombined 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 phastCons | Protocol: 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 checkedMethods, coverage and sourceCombined 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' |
| Configuration: GPN-MSA ablation 'Train on 100% of genome' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.122 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 100% of genome 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 'Train on 100% of genome', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Train on 100% of genome' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.12 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 100% of genome 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 'Train on 100% of genome', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Train on 50% most conserved' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.139 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 50% most conserved 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 'Train on 50% most conserved', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Train on 50% most conserved' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.125 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceTrain on 50% most conserved 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 'Train on 50% most conserved', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Window size = 16' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.106 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 16 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 'Window size = 16', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Window size = 16' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.095 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 16 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 'Window size = 16', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Window size = 256' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.128 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 256 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 'Window size = 256', column 'OMIM' / 'max' |
| Configuration: GPN-MSA ablation 'Window size = 256' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.119 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 256 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 'Window size = 256', column 'OMIM' / 'mean' |
| Configuration: GPN-MSA ablation 'Window size = 32' (Supplementary Table 4) | Protocol: OMIM pathogenic vs gnomAD common regulatory variants, AUPRC (GPN-MSA Supplementary Table 4) Dataset: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper) | 0.121 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 | Author-reported evaluation · Source checkedMethods, coverage and sourceWindow size = 32 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 'Window size = 32', column 'OMIM' / 'max' |
Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.
Methods and evaluation design
Procedure, tasks and evaluated configurations
Recorded evaluations
Each evaluation records what was tested and under which conditions.
- 51 mammals on OMIM (GPN-MSA Supplementary Table 4)
- 51 vertebrates on OMIM (GPN-MSA Supplementary Table 4)
- Default on OMIM (GPN-MSA Supplementary Table 4)
- Include closest primates on OMIM (GPN-MSA Supplementary Table 4)
- MSA frequency (no neural net) on OMIM (GPN-MSA Supplementary Table 4)
- Don’t replace non-conserved on OMIM (GPN-MSA Supplementary Table 4)
- Don’t upweight conserved on OMIM (GPN-MSA Supplementary Table 4)
- Combined phyloP and phastCons on OMIM (GPN-MSA Supplementary Table 4)
- Train on 100% of genome on OMIM (GPN-MSA Supplementary Table 4)
- Train on 50% most conserved on OMIM (GPN-MSA Supplementary Table 4)
- Window size = 16 on OMIM (GPN-MSA Supplementary Table 4)
- Window size = 256 on OMIM (GPN-MSA Supplementary Table 4)
Baseline coverage
Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.
0 of 2 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.
No execution recipe linked to this protocol. Recipe availability does not establish a completed evaluation.
- Author-reported evaluations
- 16
- External evaluations
- 1
Literature evidence is not a Rewire measurement. Executed but unpublished runs and private review status are not included.
Null control
Proposed control: requires review
Protocol-valid seeded random ranking; no fitting on assay labels
Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.
This is a suggested selection rule, not a validated method or a measured score.
Conventional reference
Proposed control: requires review
Established label-free reference with explicitly permitted sequence/MSA inputs
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This is a suggested selection rule, not a validated method or a measured score.
Protocol coverage CSV (gzip) · Model evaluation matrix (gzip) · Source table (gzip) · Release and checksums (gzip)
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Strengths, limitations and unresolved questions
Evidence
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Evidence table
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Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
1 source record and release history
- GPN-MSA: an alignment-based DNA language model for genome-wide variant effect prediction (bioRxiv v2) · Original source · bioRxiv v2, posted 2024-04-06
Technical metadata and extraction receipts
Stable ID: gfm-guides-20261014-gpnmsa-protocol-ablation-omim-auprc
- areas
- dna-genomes
- contexts
- research
- protocol
- Each model or score is applied zero-shot (no training on these labels). GPN-MSA scores are the log-likelihood ratio of alternate versus reference allele averaged over both strands. For each ablation setting three replicate models with different seeds were trained where applicable; the table prints the mean and the maximum over seeds.
- version
- bioRxiv v2 Supplementary Table 4
- metric
- auprc
- metric direction
- higher
- unit
- unitless
- limitations
- Benchmark built and run by the GPN-MSA authors (author-reported).; Controls are gnomAD common variants rather than ClinVar benign variants; the authors report that with ClinVar benign controls GPN-MSA is slightly behind CADD and ESM-1b (Supplementary Figure 4, figure only).; Variant counts are not printed.
- source locator
- Methods 'Main VEP metrics' (OMIM); Supplementary Table 4 column 'OMIM'
Related records
- part of: GPN-MSA variant effect prediction evaluation (Benegas et al.)
- uses data: OMIM pathogenic vs gnomAD common regulatory variants (GPN-MSA paper)
- assessment: 51 mammals on OMIM (GPN-MSA Supplementary Table 4)
- assessment: 51 vertebrates on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Default on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Include closest primates on OMIM (GPN-MSA Supplementary Table 4)
- assessment: MSA frequency (no neural net) on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Don’t replace non-conserved on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Don’t upweight conserved on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Combined phyloP and phastCons on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Train on 100% of genome on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Train on 50% most conserved on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Window size = 16 on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Window size = 256 on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Window size = 32 on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Window size = 4 on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Window size = 64 on OMIM (GPN-MSA Supplementary Table 4)
- assessment: Window size = 8 on OMIM (GPN-MSA Supplementary Table 4)
- assessment: w/o MSA on OMIM (GPN-MSA Supplementary Table 4)