rewirebio.iobenchmarks
Dataset

Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable

Variants tested for splicing in patient RNA (RT-PCR) or exon trapping in a Dutch diagnostic laboratory, merged with the CAGI6 Splicing VUS set, restricted to variants scored by all four tools.

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-ba02f2f4a36e · 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.
  • 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
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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

8 evaluations · 56 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: At least 1 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.837 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 1 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell F12; row AtLeast1, column F1
Configuration: At least 1 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.857 negative-predictive-value
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 1 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell H12; row AtLeast1, column Neg Pred Value
Configuration: At least 1 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.741 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 1 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell G12; row AtLeast1, column Pos Pred Value
Configuration: At least 1 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.741 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 1 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell E12; row AtLeast1, column Precision
Configuration: At least 1 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.961 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 1 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell C12; row AtLeast1, column Sensitivity (Recall)
Configuration: At least 1 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.409 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 1 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell D12; row AtLeast1, column Specificity
Configuration: At least 2 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.885 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 2 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell F13; row AtLeast2, column F1
Configuration: At least 2 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.831 negative-predictive-value
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 2 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell H13; row AtLeast2, column Neg Pred Value
Configuration: At least 2 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.855 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 2 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell G13; row AtLeast2, column Pos Pred Value
Configuration: At least 2 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.855 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 2 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell E13; row AtLeast2, column Precision
Configuration: At least 2 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.916 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 2 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell C13; row AtLeast2, column Sensitivity (Recall)
Configuration: At least 2 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.727 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 2 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell D13; row AtLeast2, column Specificity
Configuration: At least 3 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.859 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 3 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell F14; row AtLeast3, column F1
Configuration: At least 3 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.73 negative-predictive-value
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 3 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell H14; row AtLeast3, column Neg Pred Value
Configuration: At least 3 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.895 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 3 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell G14; row AtLeast3, column Pos Pred Value
Configuration: At least 3 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.895 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 3 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell E14; row AtLeast3, column Precision
Configuration: At least 3 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.826 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 3 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell C14; row AtLeast3, column Sensitivity (Recall)
Configuration: At least 3 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.83 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 3 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell D14; row AtLeast3, column Specificity
Configuration: At least 4 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.77 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 4 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell F15; row AtLeast4, column F1
Configuration: At least 4 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.602 negative-predictive-value
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 4 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell H15; row AtLeast4, column Neg Pred Value
Configuration: At least 4 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.927 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 4 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell G15; row AtLeast4, column Pos Pred Value
Configuration: At least 4 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.927 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 4 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell E15; row AtLeast4, column Precision
Configuration: At least 4 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.658 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 4 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell C15; row AtLeast4, column Sensitivity (Recall)
Configuration: At least 4 of 4 splice predictors (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.909 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

At least 4 of 4 splice predictors on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S4 'Entire Dataset', cell D15; row AtLeast4, column Specificity
Configuration: Pangolin (Drost et al.)Protocol: Splice-effect prediction against patient-RNA or exon-trapping results, all 243 scorable variants (Drost et al. Data S1)
Dataset: Drost et al. RNA-tested clinical variants plus CAGI6 Splicing VUS, 243 scorable
0.943 auprc
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Pangolin on 243 scorable variants (in-house plus CAGI6)

rna-splicing-20261009-protocol-drost2025-merged-243

Aggregation: Not reported

Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools; Drost et al. 2025, Data S1 (Tables S1-S6) · Data S1 Table S3 'Entire Dataset', cell D10; row Pangolin, column AUPRC

Source checking is not independent reproduction. Release 2026-10-09-ba02f2f4a36e.

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.

14 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-09-ba02f2f4a36e
Property and statementOriginal source and locationReview and provenance
attributes.population
202 in-house variants tested 2015-2023 in patient or relative RNA (RT-PCR, Sanger) and/or exon trapping, plus 56 CAGI6 Splicing VUS challenge variants; 243 variants scored by all four tools, including all 56 CAGI6 variants.
Context-only references
Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: HGG Advances 7(1):100521, published online 2025-09-22; PMC12547740 full-text XML
Retrieved: 2026-10-09T20:30:41Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: 2a2e970526e4348d505d26356b830d96da9e32688c4de84841ac8137b62d5d32

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

Inspected artifact

attributes.population
202 in-house variants tested 2015-2023 in patient or relative RNA (RT-PCR, Sanger) and/or exon trapping, plus 56 CAGI6 Splicing VUS challenge variants; 243 variants scored by all four tools, including all 56 CAGI6 variants.
Context-only references
Drost et al. 2025, Data S1 (Tables S1-S6)

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: mmc2.xlsx (Data S1. Tables S1-S6) inside the Europe PMC supplementaryFiles zip for PMC12547740
Retrieved: 2026-10-09T20:31:37Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.population

Source artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Hash scope: SHA-256 of mmc2.xlsx as extracted from the supplementaryFiles zip (zip SHA-256 1c89a7ebc0bf686c6087d0fee86ba6f364a6d754d5bc7eb9c446b7db017f1ebc; the zip is re-built by Europe PMC on each request, so only the member hash is stable).

Inspected artifact

attributes.source_locator
Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3
Context-only references
Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: HGG Advances 7(1):100521, published online 2025-09-22; PMC12547740 full-text XML
Retrieved: 2026-10-09T20:30:41Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 2a2e970526e4348d505d26356b830d96da9e32688c4de84841ac8137b62d5d32

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

Inspected artifact

attributes.source_locator
Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3
Context-only references
Drost et al. 2025, Data S1 (Tables S1-S6)

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: mmc2.xlsx (Data S1. Tables S1-S6) inside the Europe PMC supplementaryFiles zip for PMC12547740
Retrieved: 2026-10-09T20:31:37Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Hash scope: SHA-256 of mmc2.xlsx as extracted from the supplementaryFiles zip (zip SHA-256 1c89a7ebc0bf686c6087d0fee86ba6f364a6d754d5bc7eb9c446b7db017f1ebc; the zip is re-built by Europe PMC on each request, so only the member hash is stable).

Inspected artifact

attributes.split
No training split; evaluation of pretrained or rule-based predictors on the whole set
Context-only references
Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: HGG Advances 7(1):100521, published online 2025-09-22; PMC12547740 full-text XML
Retrieved: 2026-10-09T20:30:41Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: 2a2e970526e4348d505d26356b830d96da9e32688c4de84841ac8137b62d5d32

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

Inspected artifact

attributes.split
No training split; evaluation of pretrained or rule-based predictors on the whole set
Context-only references
Drost et al. 2025, Data S1 (Tables S1-S6)

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: mmc2.xlsx (Data S1. Tables S1-S6) inside the Europe PMC supplementaryFiles zip for PMC12547740
Retrieved: 2026-10-09T20:31:37Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.split

Source artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Hash scope: SHA-256 of mmc2.xlsx as extracted from the supplementaryFiles zip (zip SHA-256 1c89a7ebc0bf686c6087d0fee86ba6f364a6d754d5bc7eb9c446b7db017f1ebc; the zip is re-built by Europe PMC on each request, so only the member hash is stable).

Inspected artifact

attributes.variants
243
Context-only references
Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: HGG Advances 7(1):100521, published online 2025-09-22; PMC12547740 full-text XML
Retrieved: 2026-10-09T20:30:41Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.variants

Source artifact SHA-256: 2a2e970526e4348d505d26356b830d96da9e32688c4de84841ac8137b62d5d32

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

Inspected artifact

attributes.variants
243
Context-only references
Drost et al. 2025, Data S1 (Tables S1-S6)

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: mmc2.xlsx (Data S1. Tables S1-S6) inside the Europe PMC supplementaryFiles zip for PMC12547740
Retrieved: 2026-10-09T20:31:37Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.variants

Source artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Hash scope: SHA-256 of mmc2.xlsx as extracted from the supplementaryFiles zip (zip SHA-256 1c89a7ebc0bf686c6087d0fee86ba6f364a6d754d5bc7eb9c446b7db017f1ebc; the zip is re-built by Europe PMC on each request, so only the member hash is stable).

Inspected artifact

attributes.version
Data S1 Table S2 (as published)
Context-only references
Routine RNA-based analysis of potential splicing variants facilitates genomic diagnostics and reveals limitations of in silico prediction tools

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: HGG Advances 7(1):100521, published online 2025-09-22; PMC12547740 full-text XML
Retrieved: 2026-10-09T20:30:41Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 2a2e970526e4348d505d26356b830d96da9e32688c4de84841ac8137b62d5d32

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

Inspected artifact

attributes.version
Data S1 Table S2 (as published)
Context-only references
Drost et al. 2025, Data S1 (Tables S1-S6)

Original source ↗

Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3

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

Version: mmc2.xlsx (Data S1. Tables S1-S6) inside the Europe PMC supplementaryFiles zip for PMC12547740
Retrieved: 2026-10-09T20:31:37Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: a3a69202b8f0d9ecb7fa22a16991d5e4d583b5ae72fd598206ea5c2b4c5c14ca

Hash scope: SHA-256 of mmc2.xlsx as extracted from the supplementaryFiles zip (zip SHA-256 1c89a7ebc0bf686c6087d0fee86ba6f364a6d754d5bc7eb9c446b7db017f1ebc; the zip is re-built by Europe PMC on each request, so only the member hash is stable).

Inspected artifact

Sources and history

Release 2026-10-09-ba02f2f4a36e · Record review: source checked

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

Stable ID: rna-splicing-20261009-data-drost2025-merged-243

areas
dna-genomes
contexts
clinical_research
version
Data S1 Table S2 (as published)
variants
243
population
202 in-house variants tested 2015-2023 in patient or relative RNA (RT-PCR, Sanger) and/or exon trapping, plus 56 CAGI6 Splicing VUS challenge variants; 243 variants scored by all four tools, including all 56 CAGI6 variants.
split
No training split; evaluation of pretrained or rule-based predictors on the whole set
source locator
Results 'Additional splicing prediction tools...' paragraph 1; Results 'RNA splicing analysis reclassifies 54% of VUS' paragraphs 1-3
missing metadata
positives: reason: unreported; note: Positive/negative counts for the 243 are not printed; Table S4 ratios are consistent with 155 and 88 (derived, not stored).
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