rewirebio.iobenchmarks
Evidence claim

Relevance of Recovery of known pathogenic splicing events and outlier calls in true-negative samples, patient RNA-seq (Silverstein et al. Table S9, splicing tools) to "Select a patient-RNA splicing-variant validation workflow"

Use case
Select a patient-RNA splicing-variant validation workflow
Assessed by
Recovery of known pathogenic splicing events and outlier calls in true-negative samples, patient RNA-seq (Silverstein et al. Table S9, splicing tools)
Relevance
Direct evidence
Endpoint
Per-tool TP, FN, TN and FP counts with accuracy, precision, recall, F1 and MCC for rMATS-turbo, MINTIE, FRASER, FRASER2.0 and LeafcutterMD on known pathogenic splicing events and true-negative samples

Direct: patient muscle and fibroblast RNA-seq, several splicing callers on the same diagnosed samples, scored on recovery of known pathogenic splicing events and on outlier calls in true-negative samples; it is known-event recovery, not diagnostic yield.

5 reviewed evaluations

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.

38 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Citation locations
2 values
  • source id
    rna-splicing-20261011-silverstein2026-source-tables-s1-s10
    locator
    Table S9 rows 2 to 6
  • source id
    rna-splicing-20261011-silverstein2026-source-article
    locator
    Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'
Context-only references
Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1, posted 2026-01-28; JATS source XML
Retrieved: 2026-10-11T21:38:32Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.citation_locators

Source artifact SHA-256: 8b987ac49f086adc0a191522436529a70f243505f7dda9926786004e15b4601c

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

Inspected artifact

Citation locations
2 values
  • source id
    rna-splicing-20261011-silverstein2026-source-tables-s1-s10
    locator
    Table S9 rows 2 to 6
  • source id
    rna-splicing-20261011-silverstein2026-source-article
    locator
    Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'
Context-only references
Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1 supplement DC3 (file 344940_file09.xlsx in the JATS XML)
Retrieved: 2026-10-11T21:38:52Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.citation_locators

Source artifact SHA-256: 3d137444b13225cf1223ad73758fdfcb4b5f772263e0aafd827d8ca57ca00120

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

Inspected artifact

Comparison group
silverstein2026-neuromuscular
Context-only references
Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1, posted 2026-01-28; JATS source XML
Retrieved: 2026-10-11T21:38:32Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_group

Source artifact SHA-256: 8b987ac49f086adc0a191522436529a70f243505f7dda9926786004e15b4601c

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

Inspected artifact

Comparison group
silverstein2026-neuromuscular
Context-only references
Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1 supplement DC3 (file 344940_file09.xlsx in the JATS XML)
Retrieved: 2026-10-11T21:38:52Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_group

Source artifact SHA-256: 3d137444b13225cf1223ad73758fdfcb4b5f772263e0aafd827d8ca57ca00120

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

Inspected artifact

Comparison title
RNA-seq tools on known diagnoses and true-negative samples, neuromuscular patient RNA-seq (Silverstein et al. 2026)
Context-only references
Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1, posted 2026-01-28; JATS source XML
Retrieved: 2026-10-11T21:38:32Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_title

Source artifact SHA-256: 8b987ac49f086adc0a191522436529a70f243505f7dda9926786004e15b4601c

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

Inspected artifact

Comparison title
RNA-seq tools on known diagnoses and true-negative samples, neuromuscular patient RNA-seq (Silverstein et al. 2026)
Context-only references
Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1 supplement DC3 (file 344940_file09.xlsx in the JATS XML)
Retrieved: 2026-10-11T21:38:52Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_title

Source artifact SHA-256: 3d137444b13225cf1223ad73758fdfcb4b5f772263e0aafd827d8ca57ca00120

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

Inspected artifact

Constraints
3 values
  • Inspect every linked evaluation's source locator and population before citing a result.
  • Do not combine this mapping's evaluations with any other protocol's results; truth sets, inputs and metrics differ between sources.
  • Compare tools only where their populations match; Table S9 denominators differ by tool.
Context-only references
Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1, posted 2026-01-28; JATS source XML
Retrieved: 2026-10-11T21:38:32Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.constraints

Source artifact SHA-256: 8b987ac49f086adc0a191522436529a70f243505f7dda9926786004e15b4601c

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

Inspected artifact

Constraints
3 values
  • Inspect every linked evaluation's source locator and population before citing a result.
  • Do not combine this mapping's evaluations with any other protocol's results; truth sets, inputs and metrics differ between sources.
  • Compare tools only where their populations match; Table S9 denominators differ by tool.
Context-only references
Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1 supplement DC3 (file 344940_file09.xlsx in the JATS XML)
Retrieved: 2026-10-11T21:38:52Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.constraints

Source artifact SHA-256: 3d137444b13225cf1223ad73758fdfcb4b5f772263e0aafd827d8ca57ca00120

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

Inspected artifact

Endpoint
Per-tool TP, FN, TN and FP counts with accuracy, precision, recall, F1 and MCC for rMATS-turbo, MINTIE, FRASER, FRASER2.0 and LeafcutterMD on known pathogenic splicing events and true-negative samples
Context-only references
Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1, posted 2026-01-28; JATS source XML
Retrieved: 2026-10-11T21:38:32Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.endpoint

Source artifact SHA-256: 8b987ac49f086adc0a191522436529a70f243505f7dda9926786004e15b4601c

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

Inspected artifact

Endpoint
Per-tool TP, FN, TN and FP counts with accuracy, precision, recall, F1 and MCC for rMATS-turbo, MINTIE, FRASER, FRASER2.0 and LeafcutterMD on known pathogenic splicing events and true-negative samples
Context-only references
Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx)

Original source ↗

rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'

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

Version: medRxiv preprint version 1 supplement DC3 (file 344940_file09.xlsx in the JATS XML)
Retrieved: 2026-10-11T21:38:52Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.endpoint

Source artifact SHA-256: 3d137444b13225cf1223ad73758fdfcb4b5f772263e0aafd827d8ca57ca00120

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

Inspected artifact

How to read the evidence

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

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

Stable ID: use-case-mapping-rna-splicing-20261011-silverstein2026-splicing

field
links:assessed_by:rna-splicing-20261011-silverstein2026-protocol-splicing
value
rna-splicing-20261011-silverstein2026-protocol-splicing
relevance
direct
endpoint
Per-tool TP, FN, TN and FP counts with accuracy, precision, recall, F1 and MCC for rMATS-turbo, MINTIE, FRASER, FRASER2.0 and LeafcutterMD on known pathogenic splicing events and true-negative samples
rationale
Direct: patient muscle and fibroblast RNA-seq, several splicing callers on the same diagnosed samples, scored on recovery of known pathogenic splicing events and on outlier calls in true-negative samples; it is known-event recovery, not diagnostic yield.
constraints
Inspect every linked evaluation's source locator and population before citing a result.; Do not combine this mapping's evaluations with any other protocol's results; truth sets, inputs and metrics differ between sources.; Compare tools only where their populations match; Table S9 denominators differ by tool.
limitations
Denominators differ by tool: rMATS and MINTIE 23 positives (muscle and fibroblast), FRASER 68 and LeafcutterMD 67 (three tissue sets), FRASER2.0 16 (muscle only).; Splicing true positives require at least 3 split reads supporting the novel junction in manual IGV review, so events invisible in the RNA-seq data are not counted.; The authors did not develop rMATS-turbo, MINTIE, FRASER, LeafcutterMD, OUTRIDER or the DROP MAE module. ANEVA-h is the authors' own method: two of its authors (K. R. Ganapathy and S. Silverstein) are the first and third authors of reference 36, the ANEVA-h preprint, so the ANEVA-H row is recorded as author_reported.; Positives are counted per known event or gene, negatives per true-negative sample: a negative sample with any reported outlier counts as one false positive. Accuracy, precision and MCC therefore mix event-level and sample-level units (Methods 'True Positive and Negative Detection').; Variants with clinically interpretable mechanisms were selected; the authors state this favours clearly defined events and likely underestimates tool sensitivity, and that binary outlier scoring of negatives may overestimate false-positive rates and lowers MCC (Discussion, limitations paragraph).; Retrospective study of a single centre's neuromuscular cohort; no confidence intervals are printed.; Preprint (medRxiv v1), not peer reviewed.
citation locators
source id: rna-splicing-20261011-silverstein2026-source-tables-s1-s10; locator: Table S9 rows 2 to 6; source id: rna-splicing-20261011-silverstein2026-source-article; locator: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'
source locator
rna-splicing-20261011-silverstein2026-source-tables-s1-s10: Table S9 rows 2 to 6; rna-splicing-20261011-silverstein2026-source-article: Methods 'One vs All Splice Tools', 'Case vs Control Splice Tools', 'True Positive and Negative Detection' and 'Performance Metrics'
headline metric
recall
comparison group
silverstein2026-neuromuscular
comparison title
RNA-seq tools on known diagnoses and true-negative samples, neuromuscular patient RNA-seq (Silverstein et al. 2026)
stratum label
Aberrant-splicing callers
stratum order
1
reason
Recorded from the 2026-10-11 use-case literature pass (data/omics/use-case-coverage-rna-splicing-20261011-silverstein2026). Independently reviewed in docs/reviews/use-cases/splicing-cnv-use-cases-2026-10-12.md.
review
method: source-hash-verification; independent-cell-check; automated-source-review; scope-review; reviewer: claude; reviewer note: Independent Claude review agent reviewer-scnv; did not extract this batch; no human review claimed; date: 2026-10-12; artifact sha256: 8b987ac49f086adc0a191522436529a70f243505f7dda9926786004e15b4601c; retrieval url: https://www.medrxiv.org/content/early/2026/01/28/2026.01.27.26344940.source.xml; method note: Drafted by the collector agent uc-splicing-cnv from the pinned source.; note: Checked by reviewer-scnv against the pinned source; verdict in docs/reviews/use-cases/splicing-cnv-use-cases-2026-10-12.md and in this batch's review.md.
reviewed evaluations
rna-splicing-20261011-silverstein2026-eval-fraser; rna-splicing-20261011-silverstein2026-eval-fraser2-0; rna-splicing-20261011-silverstein2026-eval-leafcuttermd; rna-splicing-20261011-silverstein2026-eval-mintie; rna-splicing-20261011-silverstein2026-eval-rmats
pins
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