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
- FRASER on the NIH neuromuscular diagnosed RNA-seq truth set (splicing)
- FRASER2.0 on the NIH neuromuscular diagnosed RNA-seq truth set (splicing)
- LeafcutterMD on the NIH neuromuscular diagnosed RNA-seq truth set (splicing)
- MINTIE on the NIH neuromuscular diagnosed RNA-seq truth set (splicing)
- rMATS on the NIH neuromuscular diagnosed RNA-seq truth set (splicing)
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
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
Citation locations2 values
| Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026) 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 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Citation locations2 values
| Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx) 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) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison group silverstein2026-neuromuscular Context-only references | Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026) 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 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison group silverstein2026-neuromuscular Context-only references | Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx) 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) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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) 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 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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) 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) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Constraints3 values
| Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026) 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 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Constraints3 values
| Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx) 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) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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) 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 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| 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) 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) | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-10-22-1b7cf027e4f6 · Record review: source checked
2 source records and release history
- Benchmarking RNA-seq Tools for Real-World Diagnostic Applications (Silverstein et al., medRxiv 2026) · Original source · medRxiv preprint version 1, posted 2026-01-28; JATS source XML
- Silverstein et al. 2026 Supplemental Tables S1-S10 (medRxiv media-3.xlsx) · Original source · medRxiv preprint version 1 supplement DC3 (file 344940_file09.xlsx in the JATS XML)
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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