rewirebio.iobenchmarks
Evaluation

AlphaGenome, output tracks ipaQTL per-test-group evaluation

Per-test-group AUCs behind the Table 6 three-group mean stored on amp-feng-20261007-eval-qtl-ipaqtl-alphagenome-output-tracks; Feng et al. 2025 Supplementary Data 4. Transcribed, not reproduced. Supplementary Data 4 legend: 'There are notable differences between different test sets for paQTL and ipaQTL.'

Evaluation results

1 evaluation · 3 results. Different protocols are not a single leaderboard.

Protocol: Feng ipaQTL discrimination · Dataset: Feng ipaQTL discrimination long-window dataset

Sorted by AUROC (task: ipaqtl; outer test group 1 only (chromosomes 3, 6, 9, 12, 16, 18, 19, 21), not averaged) (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 configurationAUROC (task: ipaqtl; outer test group 1 only (chromosomes 3, 6, 9, 12, 16, 18, 19, 21), not averaged)AUROC (task: ipaqtl; outer test group 2 only (chromosomes 2, 5, 11, 14, 17, 20, 22, X), not averaged)AUROC (task: ipaqtl; outer test group 3 only (chromosomes 1, 4, 7, 8, 10, 13, 15), not averaged)
AlphaGenome, output tracks* (ipaQTL discrimination)Evaluation0.8630.8530.878
All 3 result rows with coverage, uncertainty and sources
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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AlphaGenome, output tracks* (ipaQTL discrimination)Protocol: Feng ipaQTL discrimination
Dataset: Feng ipaQTL discrimination long-window dataset
0.863 AUROC (task: ipaqtl; outer test group 1 only (chromosomes 3, 6, 9, 12, 16, 18, 19, 21), not averaged)
unitless · higher

Uncertainty: Not reported by the source: Supplementary Data 4 prints one AUC per test group, with no interval.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome, output tracks ipaQTL per-test-group evaluation

Table 6 set-up, AUC reported separately for each outer chromosome test group (Supplementary Data 4); frozen embeddings + random forest classifier

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6 · Supplementary Data 4 (workbook sheet 'Data 4'), block 'ipaQTL', row 'AlphaGenome, output tracks', column 'Test Group 1 AUC' (cell B66). Test group 1 is chromosomes 3, 6, 9, 12, 16, 18, 19, 21 (Methods, 'Variant effect quantification benchmark').
Configuration: AlphaGenome, output tracks* (ipaQTL discrimination)Protocol: Feng ipaQTL discrimination
Dataset: Feng ipaQTL discrimination long-window dataset
0.853 AUROC (task: ipaqtl; outer test group 2 only (chromosomes 2, 5, 11, 14, 17, 20, 22, X), not averaged)
unitless · higher

Uncertainty: Not reported by the source: Supplementary Data 4 prints one AUC per test group, with no interval.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome, output tracks ipaQTL per-test-group evaluation

Table 6 set-up, AUC reported separately for each outer chromosome test group (Supplementary Data 4); frozen embeddings + random forest classifier

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6 · Supplementary Data 4 (workbook sheet 'Data 4'), block 'ipaQTL', row 'AlphaGenome, output tracks', column 'Test Group 2 AUC' (cell C66). Test group 2 is chromosomes 2, 5, 11, 14, 17, 20, 22, X (Methods, 'Variant effect quantification benchmark').
Configuration: AlphaGenome, output tracks* (ipaQTL discrimination)Protocol: Feng ipaQTL discrimination
Dataset: Feng ipaQTL discrimination long-window dataset
0.878 AUROC (task: ipaqtl; outer test group 3 only (chromosomes 1, 4, 7, 8, 10, 13, 15), not averaged)
unitless · higher

Uncertainty: Not reported by the source: Supplementary Data 4 prints one AUC per test group, with no interval.

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AlphaGenome, output tracks ipaQTL per-test-group evaluation

Table 6 set-up, AUC reported separately for each outer chromosome test group (Supplementary Data 4); frozen embeddings + random forest classifier

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6 · Supplementary Data 4 (workbook sheet 'Data 4'), block 'ipaQTL', row 'AlphaGenome, output tracks', column 'Test Group 3 AUC' (cell D66). Test group 3 is chromosomes 1, 4, 7, 8, 10, 13, 15 (Methods, 'Variant effect quantification benchmark').

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

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

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  • 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

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  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

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Verified: Not verified

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Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

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Verified: Not verified

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Evaluation procedure

Table 6 set-up, AUC reported separately for each outer chromosome test group (Supplementary Data 4); frozen embeddings + random forest classifier

Configuration
AlphaGenome, output tracks* (ipaQTL discrimination)
Protocol
Feng ipaQTL discrimination
Dataset
Feng ipaQTL discrimination long-window dataset
origin
Independent external evaluation
configuration
Not reported
adaptation
Frozen pretrained representation plus a supervised random-forest classifier head fitted for this exact QTL task
aggregation
Per outer chromosome test group: one AUC for each of the three held-out groups, not averaged (Supplementary Data 4); the group is named in each result's metric qualifier
budget
Not reported
dataset version
Not reported
inputs
Alternate-minus-reference embedding representation around each ipaQTL variant (long window)
metric implementation
Not reported
population
Borzoi-derived GTEx v8 whole-blood putative causal variants paired with matched noncausal variants by distance to functional site/gene expression. ipaQTL pre-window-filter positives: 116.
protocol id
amp-feng-20261007-protocol-qtl-ipaqtl
split
Three disjoint outer chromosome test groups (3/6/9/12/16/18/19/21; 2/5/11/14/17/20/22/X; 1/4/7/8/10/13/15), each held out in turn with fourfold inner-chromosome cross-validation for hyperparameter tuning.

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Three disjoint outer chromosome test groups (3/6/9/12/16/18/19/21; 2/5/11/14/17/20/22/X; 1/4/7/8/10/13/15), each held out in turn with fourfold inner-chromosome cross-validation for hyperparameter tuning.
Adaptation
Frozen pretrained representation plus a supervised random-forest classifier head fitted for this exact QTL task
Scoring implementation
Not reported

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

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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.

32 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
Comparison: adaptation
Frozen pretrained representation plus a supervised random-forest classifier head fitted for this exact QTL task
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

No field-specific location recorded

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

Version: PMC12663285.1
Retrieved: 2026-09-17T07:54:51.004119+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: adaptation
Frozen pretrained representation plus a supervised random-forest classifier head fitted for this exact QTL task
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6

Original source ↗

No field-specific location recorded

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

Version: Nature Communications 16, 10780 (2025); Supplementary Data 1-6 workbook (MOESM3, .xlsm)
Retrieved: 2026-10-13T14:08:10Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 4804c801e0e054eca5f776617c18a6a0cb31d6ce3d2a7a52f70e4dda5b3abd7a

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

Inspected artifact

Comparison: aggregation
Per outer chromosome test group: one AUC for each of the three held-out groups, not averaged (Supplementary Data 4); the group is named in each result's metric qualifier
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

No field-specific location recorded

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

Version: PMC12663285.1
Retrieved: 2026-09-17T07:54:51.004119+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: aggregation
Per outer chromosome test group: one AUC for each of the three held-out groups, not averaged (Supplementary Data 4); the group is named in each result's metric qualifier
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6

Original source ↗

No field-specific location recorded

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

Version: Nature Communications 16, 10780 (2025); Supplementary Data 1-6 workbook (MOESM3, .xlsm)
Retrieved: 2026-10-13T14:08:10Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 4804c801e0e054eca5f776617c18a6a0cb31d6ce3d2a7a52f70e4dda5b3abd7a

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

No field-specific location recorded

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

Version: PMC12663285.1
Retrieved: 2026-09-17T07:54:51.004119+00:00

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: budget
Not reported
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6

Original source ↗

No field-specific location recorded

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

Version: Nature Communications 16, 10780 (2025); Supplementary Data 1-6 workbook (MOESM3, .xlsm)
Retrieved: 2026-10-13T14:08:10Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 4804c801e0e054eca5f776617c18a6a0cb31d6ce3d2a7a52f70e4dda5b3abd7a

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

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

No field-specific location recorded

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

Version: PMC12663285.1
Retrieved: 2026-09-17T07:54:51.004119+00:00

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6

Original source ↗

No field-specific location recorded

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

Version: Nature Communications 16, 10780 (2025); Supplementary Data 1-6 workbook (MOESM3, .xlsm)
Retrieved: 2026-10-13T14:08:10Z

missing or unspecified

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 4804c801e0e054eca5f776617c18a6a0cb31d6ce3d2a7a52f70e4dda5b3abd7a

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

Inspected artifact

Comparison: inputs
Alternate-minus-reference embedding representation around each ipaQTL variant (long window)
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

No field-specific location recorded

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

Version: PMC12663285.1
Retrieved: 2026-09-17T07:54:51.004119+00:00

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Comparison: inputs
Alternate-minus-reference embedding representation around each ipaQTL variant (long window)
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks: Supplementary Data 1-6

Original source ↗

No field-specific location recorded

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

Version: Nature Communications 16, 10780 (2025); Supplementary Data 1-6 workbook (MOESM3, .xlsm)
Retrieved: 2026-10-13T14:08:10Z

not individually reviewed

No individual claim review recorded

independent paper

Audit details

Field: attributes.comparison.inputs

Source artifact SHA-256: 4804c801e0e054eca5f776617c18a6a0cb31d6ce3d2a7a52f70e4dda5b3abd7a

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

Inspected artifact

How to read the evidence

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: feng-dna-fm-20261014-eval-sd4-qtl-ipaqtl-alphagenome-output-tracks

areas
dna-genomes
contexts
research
origin
independent_paper
protocol
Table 6 set-up, AUC reported separately for each outer chromosome test group (Supplementary Data 4); frozen embeddings + random forest classifier
comparison
adaptation: Frozen pretrained representation plus a supervised random-forest classifier head fitted for this exact QTL task; aggregation: Per outer chromosome test group: one AUC for each of the three held-out groups, not averaged (Supplementary Data 4); the group is named in each result's metric qualifier; budget: Not reported; dataset version: Not reported; inputs: Alternate-minus-reference embedding representation around each ipaQTL variant (long window); metric implementation: Not reported; population: Borzoi-derived GTEx v8 whole-blood putative causal variants paired with matched noncausal variants by distance to functional site/gene expression. ipaQTL pre-window-filter positives: 116.; protocol id: amp-feng-20261007-protocol-qtl-ipaqtl; split: Three disjoint outer chromosome test groups (3/6/9/12/16/18/19/21; 2/5/11/14/17/20/22/X; 1/4/7/8/10/13/15), each held out in turn with fourfold inner-chromosome cross-validation for hyperparameter tuning.
missing metadata
budget: reason: unextracted; note: Not extracted; no execution; version: reason: unextracted
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