rewirebio.iobenchmarks
Dataset

Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)

Real plasma cohort used by Sun et al. 2024 to test deconvolution-based disease detection.

Research readiness

These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.

Release 2026-10-09-8cc1db47c7f9 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

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  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • metric replay: verification is missing
  • annotations: verification is missing
  • dependence: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • recipe pinned: verification is missing
  • resource estimate: verification is missing

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.
  • artifact hashes: verification is missing
  • join integrity: verification is missing
  • score semantics: verification is missing
  • independent validation: verification is missing
  • overlap checked: verification is missing

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.

Read reviewed discrepancy investigations

Evaluation results

5 evaluations · 5 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: CelFEER (Sun et al. 2024 benchmark)Protocol: Sun et al. 2024 liver cancer detection from deconvolved plasma WGBS (ROC-AUC)
Dataset: Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)
0.96 auroc
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CelFEER deconvolution, disease detection AUC (liver cancer WGBS)

ctdnameth-20261009-protocol-sun2024-hcc-wgbs-detection-auc

Aggregation: Not reported

Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA; Sun et al. 2024, Additional file 1 (Tables S1-S8) · Sun Additional file 1, sheet 'Table S7 ', I4; row 'Liver cancer (WGBS)'; column 'CelFEER' under 'AUC values'
Configuration: CelFiE (Sun et al. 2024 benchmark)Protocol: Sun et al. 2024 liver cancer detection from deconvolved plasma WGBS (ROC-AUC)
Dataset: Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)
0.93 auroc
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

CelFiE deconvolution, disease detection AUC (liver cancer WGBS)

ctdnameth-20261009-protocol-sun2024-hcc-wgbs-detection-auc

Aggregation: Not reported

Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA; Sun et al. 2024, Additional file 1 (Tables S1-S8) · Sun Additional file 1, sheet 'Table S7 ', J4; row 'Liver cancer (WGBS)'; column 'CelFiE' under 'AUC values'
Configuration: cfNOMe (Sun et al. 2024 benchmark)Protocol: Sun et al. 2024 liver cancer detection from deconvolved plasma WGBS (ROC-AUC)
Dataset: Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)
0.77 auroc
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

cfNOMe deconvolution, disease detection AUC (liver cancer WGBS)

ctdnameth-20261009-protocol-sun2024-hcc-wgbs-detection-auc

Aggregation: Not reported

Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA; Sun et al. 2024, Additional file 1 (Tables S1-S8) · Sun Additional file 1, sheet 'Table S7 ', K4; row 'Liver cancer (WGBS)'; column 'cfNOMe' under 'AUC values'
Configuration: MethAtlas (Sun et al. 2024 benchmark)Protocol: Sun et al. 2024 liver cancer detection from deconvolved plasma WGBS (ROC-AUC)
Dataset: Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)
0.91 auroc
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

MethAtlas deconvolution, disease detection AUC (liver cancer WGBS)

ctdnameth-20261009-protocol-sun2024-hcc-wgbs-detection-auc

Aggregation: Not reported

Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA; Sun et al. 2024, Additional file 1 (Tables S1-S8) · Sun Additional file 1, sheet 'Table S7 ', L4; row 'Liver cancer (WGBS)'; column 'MethAtlas' under 'AUC values'
Configuration: UXM (Sun et al. 2024 benchmark)Protocol: Sun et al. 2024 liver cancer detection from deconvolved plasma WGBS (ROC-AUC)
Dataset: Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)
0.72 auroc
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

UXM deconvolution, disease detection AUC (liver cancer WGBS)

ctdnameth-20261009-protocol-sun2024-hcc-wgbs-detection-auc

Aggregation: Not reported

Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA; Sun et al. 2024, Additional file 1 (Tables S1-S8) · Sun Additional file 1, sheet 'Table S7 ', M4; row 'Liver cancer (WGBS)'; column 'UXM' under 'AUC values'

Source checking is not independent reproduction. Release 2026-10-09-8cc1db47c7f9.

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.

10 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-09-8cc1db47c7f9
Property and statementOriginal source and locationReview and provenance
attributes.access
Controlled access through EGA
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.access

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.accession
EGAD00001000856
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.accession

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.assay
Plasma cfDNA whole-genome bisulfite sequencing; Bismark v0.24.2 alignment to hg38, deduplication, wgbstools pat files
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.assay

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.negatives
32
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.population
24 liver cancer (hepatocellular carcinoma) patients and 32 healthy individuals
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.positives
24
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.source_locator
Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

attributes.version
EGA EGAD00001000856 (Chan et al. 2013, PNAS) as reprocessed by Sun et al. 2024
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

description
Real plasma cohort used by Sun et al. 2024 to test deconvolution-based disease detection.
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

name
Plasma cfDNA WGBS, 24 liver cancer patients and 32 healthy individuals (EGAD00001000856)
Context-only references
Systematic evaluation of methylation-based cell type deconvolution methods for plasma cell-free DNA

Original source ↗

Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)

Version: Genome Biology 25:318, published 2024-12-19; PMC11660681.1 full-text XML
Retrieved: 2026-10-09T19:58:16Z

not individually reviewed

No individual claim review recorded

Audit details

Field: name

Source artifact SHA-256: ce2ac8671cfddf088b33efb150ca50354181de81ca6bfb181dd5bf387c6714e8

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

Inspected artifact

Sources and history

Release 2026-10-09-8cc1db47c7f9 · Record review: source checked

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

Stable ID: ctdnameth-20261009-data-sun2024-hcc-plasma-wgbs

areas
dna-genomes
contexts
clinical_research
version
EGA EGAD00001000856 (Chan et al. 2013, PNAS) as reprocessed by Sun et al. 2024
accession
EGAD00001000856
assay
Plasma cfDNA whole-genome bisulfite sequencing; Bismark v0.24.2 alignment to hg38, deduplication, wgbstools pat files
population
24 liver cancer (hepatocellular carcinoma) patients and 32 healthy individuals
positives
24
negatives
32
access
Controlled access through EGA
source locator
Sun et al. 2024, Methods 'Data collection and processing' (P30) and Results 'Evaluation of deconvolution results on real-world clinical settings' (P20)
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