rewirebio.iobenchmarks
Dataset

Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes

Subject-specific phased sequences (TSS +/- 98 kb) for a random 768-gene subset of GTEx v8 whole blood; Feng et al. 2025.

Evaluation results

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

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Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Caduceus-Ph Long Sequence Input (GTEx whole-blood expression prediction)Protocol: Feng GTEx whole-blood expression prediction, 768 genes, long input
Dataset: Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
0.227 MSE (mean across genes of per-gene MSE of covariate-corrected expression)
unit-unreported · lower

Uncertainty: Not reported by the source: Table 4 prints averages only; per-gene spread is shown only as a histogram (Fig. 3).

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph Long Sequence Input GTEx whole-blood expression evaluation

Table 4, frozen embeddings + per-gene random forest regression

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks · Table 4, row 'Caduceus-Ph Long Sequence Input*', column 'Average Prediction MSE'
Configuration: Caduceus-Ph Long Sequence Input (GTEx whole-blood expression prediction)Protocol: Feng GTEx whole-blood expression prediction, 768 genes, long input
Dataset: Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
0.127 Pearson (mean across genes of per-gene Pearson correlation between predicted and observed expression)
unitless · higher

Uncertainty: Not reported by the source: Table 4 prints averages only; per-gene spread is shown only as a histogram (Fig. 3).

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Caduceus-Ph Long Sequence Input GTEx whole-blood expression evaluation

Table 4, frozen embeddings + per-gene random forest regression

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks · Table 4, row 'Caduceus-Ph Long Sequence Input*', column 'Average Prediction Correlation'
Configuration: Enformer (GTEx whole-blood expression prediction)Protocol: Feng GTEx whole-blood expression prediction, 768 genes, long input
Dataset: Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
0.227 MSE (mean across genes of per-gene MSE of covariate-corrected expression)
unit-unreported · lower

Uncertainty: Not reported by the source: Table 4 prints averages only; per-gene spread is shown only as a histogram (Fig. 3).

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Enformer GTEx whole-blood expression evaluation

Table 4, frozen embeddings + per-gene random forest regression

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks · Table 4, row 'Enformer*', column 'Average Prediction MSE'
Configuration: Enformer (GTEx whole-blood expression prediction)Protocol: Feng GTEx whole-blood expression prediction, 768 genes, long input
Dataset: Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
0.129 Pearson (mean across genes of per-gene Pearson correlation between predicted and observed expression)
unitless · higher

Uncertainty: Not reported by the source: Table 4 prints averages only; per-gene spread is shown only as a histogram (Fig. 3).

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Enformer GTEx whole-blood expression evaluation

Table 4, frozen embeddings + per-gene random forest regression

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks · Table 4, row 'Enformer*', column 'Average Prediction Correlation'
Configuration: HyenaDNA-450K (GTEx whole-blood expression prediction)Protocol: Feng GTEx whole-blood expression prediction, 768 genes, long input
Dataset: Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
0.226 MSE (mean across genes of per-gene MSE of covariate-corrected expression)
unit-unreported · lower

Uncertainty: Not reported by the source: Table 4 prints averages only; per-gene spread is shown only as a histogram (Fig. 3).

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

HyenaDNA-450K GTEx whole-blood expression evaluation

Table 4, frozen embeddings + per-gene random forest regression

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks · Table 4, row 'HyenaDNA-450K*', column 'Average Prediction MSE'
Configuration: HyenaDNA-450K (GTEx whole-blood expression prediction)Protocol: Feng GTEx whole-blood expression prediction, 768 genes, long input
Dataset: Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
0.137 Pearson (mean across genes of per-gene Pearson correlation between predicted and observed expression)
unitless · higher

Uncertainty: Not reported by the source: Table 4 prints averages only; per-gene spread is shown only as a histogram (Fig. 3).

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

HyenaDNA-450K GTEx whole-blood expression evaluation

Table 4, frozen embeddings + per-gene random forest regression

Aggregation: Not reported

Benchmarking DNA foundation models for genomic and genetic tasks · Table 4, row 'HyenaDNA-450K*', column 'Average Prediction Correlation'

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.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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
Access
Individual-level GTEx v8 whole-genome sequences and expression are protected human-participant data: per the Data availability statement, raw individual WGS must be requested through the GTEx Protected Data Access portal, and the processed expression benchmark is not deposited with the other processed datasets on Hugging Face. Only aggregated GTEx releases are public.
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.access

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Population
GTEx v8 whole blood, 610 subjects; 1,000 randomly selected genes reduced to 768 after excluding genes absent from the whole-blood data or whose TSS +/- 98 kb window exceeds the chromosome.
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Private data not included
true
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.private_data_not_included

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Source location
Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Species
Homo sapiens
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.species

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Split
Per gene, subjects split 75:25 into training and test; fivefold cross-validation within training for tuning.
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Description
Subject-specific phased sequences (TSS +/- 98 kb) for a random 768-gene subset of GTEx v8 whole blood; Feng et al. 2025.
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Name
Feng GTEx v8 whole-blood expression, TSS +/- 98 kb, 768 genes
Context-only references
Benchmarking DNA foundation models for genomic and genetic tasks

Original source ↗

Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote

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

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: 5d8ca9bcf88cc1b38ad667906a2e4699b1aefa6d31c6f49259784930353f3202

Hash scope: Exact retrieved primary paper artifact bytes.

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: feng-dna-fm-20261013-dataset-gtex-wb-expression-long-768

areas
dna-genomes
contexts
research
population
GTEx v8 whole blood, 610 subjects; 1,000 randomly selected genes reduced to 768 after excluding genes absent from the whole-blood data or whose TSS +/- 98 kb window exceeds the chromosome.
split
Per gene, subjects split 75:25 into training and test; fivefold cross-validation within training for tuning.
access
Individual-level GTEx v8 whole-genome sequences and expression are protected human-participant data: per the Data availability statement, raw individual WGS must be requested through the GTEx Protected Data Access portal, and the processed expression benchmark is not deposited with the other processed datasets on Hugging Face. Only aggregated GTEx releases are public.
private data not included
true
species
Homo sapiens
source locator
Methods, 'Gene expression prediction datasets' (paragraphs 2 and 3); Table 4 footnote
missing metadata
version: reason: unreported; note: GTEx v8; the exact GTEx file versions used are not stated.
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