rewirebio.iobenchmarks
Evidence claim

Relevance of Huh7 known-fusion recovery by platform (Dorney et al. 2026) to "Select a tumour RNA fusion-detection workflow"

Use case
Select a tumour RNA fusion-detection workflow
Assessed by
Huh7 recovery of 34 previously reported fusions by library type, union of callers (Dorney et al. 2026)
Relevance
Proxy evidence
Endpoint
Known Huh7 fusions recovered (of 34) by the union of callers on PacBio Kinnex, ONT PCR-cDNA and Illumina libraries of the same RNA

Proxy, not direct: the same Huh7 RNA sequenced on PacBio Kinnex, ONT PCR-cDNA and Illumina gives the first linked short- versus long-read comparison on identical samples, but each value pools several callers (six long-read callers, three short-read callers for Illumina), so it compares platforms with unequal caller pools, not workflows a user would run.

3 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
1 values
  • source id
    rna-fusion-longread-20261011-source-dorney2026
    locator
    Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests
Context-only references
A comprehensive benchmark of transcriptome-wide fusion detection using long-read RNA sequencing

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: bioRxiv preprint version 1, posted 2026-08-12; JATS XML
Retrieved: 2026-10-11T21:36:20Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.citation_locators

Source artifact SHA-256: c665bb407799324bc50ae1792d82574a41ae4a9182befd360973d89a82cbaa5b

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

Inspected artifact

Citation locations
1 values
  • source id
    rna-fusion-longread-20261011-source-dorney2026
    locator
    Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests
Context-only references
LRFusionBenchmark repository (Dorney et al.): result tables and run scripts

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: Git commit 83e629fed3098881079fd9ac1c8bc13478ce69ed (pushed 2026-08-25); files: Figures/Input_dataframes/stat_summary.tsv, Figures/Input_dataframes/counts_SGNex_summary.tsv.gz, Fusions/runtools/Run_GFSLGF.sh, Fusions/runtools/RunJAFFAL.sh, Fusions/runtools/RunCTAT-LR-fusion.sh, Fusions/runtools/RunGFSeeker.sh, SimulatedData/Data_Analysis_Scripts/Precision_Recall_ReadSupp_stats.R, CellLineData/SGNex_DiscoveryNRecall.R
Retrieved: 2026-10-11T21:48:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.citation_locators

Source artifact SHA-256: c2fa853553979a11b8cb665cf3d195cbe64530c755054f5768d05ab6ba46d17e

Hash scope: SHA-256 of a JSON bundle listing each retrieved file with its path, its own SHA-256 and its content (gzipped files decompressed); archived as artifacts/lrfusionbenchmark-bundle.json.gz

Inspected artifact

Comparison group
dorney2026-longread
Context-only references
A comprehensive benchmark of transcriptome-wide fusion detection using long-read RNA sequencing

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: bioRxiv preprint version 1, posted 2026-08-12; JATS XML
Retrieved: 2026-10-11T21:36:20Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_group

Source artifact SHA-256: c665bb407799324bc50ae1792d82574a41ae4a9182befd360973d89a82cbaa5b

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

Inspected artifact

Comparison group
dorney2026-longread
Context-only references
LRFusionBenchmark repository (Dorney et al.): result tables and run scripts

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: Git commit 83e629fed3098881079fd9ac1c8bc13478ce69ed (pushed 2026-08-25); files: Figures/Input_dataframes/stat_summary.tsv, Figures/Input_dataframes/counts_SGNex_summary.tsv.gz, Fusions/runtools/Run_GFSLGF.sh, Fusions/runtools/RunJAFFAL.sh, Fusions/runtools/RunCTAT-LR-fusion.sh, Fusions/runtools/RunGFSeeker.sh, SimulatedData/Data_Analysis_Scripts/Precision_Recall_ReadSupp_stats.R, CellLineData/SGNex_DiscoveryNRecall.R
Retrieved: 2026-10-11T21:48:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_group

Source artifact SHA-256: c2fa853553979a11b8cb665cf3d195cbe64530c755054f5768d05ab6ba46d17e

Hash scope: SHA-256 of a JSON bundle listing each retrieved file with its path, its own SHA-256 and its content (gzipped files decompressed); archived as artifacts/lrfusionbenchmark-bundle.json.gz

Inspected artifact

Comparison title
Long-read fusion callers, independent benchmark (Dorney et al. 2026)
Context-only references
A comprehensive benchmark of transcriptome-wide fusion detection using long-read RNA sequencing

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: bioRxiv preprint version 1, posted 2026-08-12; JATS XML
Retrieved: 2026-10-11T21:36:20Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_title

Source artifact SHA-256: c665bb407799324bc50ae1792d82574a41ae4a9182befd360973d89a82cbaa5b

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

Inspected artifact

Comparison title
Long-read fusion callers, independent benchmark (Dorney et al. 2026)
Context-only references
LRFusionBenchmark repository (Dorney et al.): result tables and run scripts

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: Git commit 83e629fed3098881079fd9ac1c8bc13478ce69ed (pushed 2026-08-25); files: Figures/Input_dataframes/stat_summary.tsv, Figures/Input_dataframes/counts_SGNex_summary.tsv.gz, Fusions/runtools/Run_GFSLGF.sh, Fusions/runtools/RunJAFFAL.sh, Fusions/runtools/RunCTAT-LR-fusion.sh, Fusions/runtools/RunGFSeeker.sh, SimulatedData/Data_Analysis_Scripts/Precision_Recall_ReadSupp_stats.R, CellLineData/SGNex_DiscoveryNRecall.R
Retrieved: 2026-10-11T21:48:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.comparison_title

Source artifact SHA-256: c2fa853553979a11b8cb665cf3d195cbe64530c755054f5768d05ab6ba46d17e

Hash scope: SHA-256 of a JSON bundle listing each retrieved file with its path, its own SHA-256 and its content (gzipped files decompressed); archived as artifacts/lrfusionbenchmark-bundle.json.gz

Inspected artifact

Constraints
2 values
  • Inspect every linked evaluation's source locator before citing a result.
  • Do not combine this mapping's evaluations with any other protocol's results; truth sets, specimens, sequencing and caller versions differ between sources.
Context-only references
A comprehensive benchmark of transcriptome-wide fusion detection using long-read RNA sequencing

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: bioRxiv preprint version 1, posted 2026-08-12; JATS XML
Retrieved: 2026-10-11T21:36:20Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.constraints

Source artifact SHA-256: c665bb407799324bc50ae1792d82574a41ae4a9182befd360973d89a82cbaa5b

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

Inspected artifact

Constraints
2 values
  • Inspect every linked evaluation's source locator before citing a result.
  • Do not combine this mapping's evaluations with any other protocol's results; truth sets, specimens, sequencing and caller versions differ between sources.
Context-only references
LRFusionBenchmark repository (Dorney et al.): result tables and run scripts

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: Git commit 83e629fed3098881079fd9ac1c8bc13478ce69ed (pushed 2026-08-25); files: Figures/Input_dataframes/stat_summary.tsv, Figures/Input_dataframes/counts_SGNex_summary.tsv.gz, Fusions/runtools/Run_GFSLGF.sh, Fusions/runtools/RunJAFFAL.sh, Fusions/runtools/RunCTAT-LR-fusion.sh, Fusions/runtools/RunGFSeeker.sh, SimulatedData/Data_Analysis_Scripts/Precision_Recall_ReadSupp_stats.R, CellLineData/SGNex_DiscoveryNRecall.R
Retrieved: 2026-10-11T21:48:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.constraints

Source artifact SHA-256: c2fa853553979a11b8cb665cf3d195cbe64530c755054f5768d05ab6ba46d17e

Hash scope: SHA-256 of a JSON bundle listing each retrieved file with its path, its own SHA-256 and its content (gzipped files decompressed); archived as artifacts/lrfusionbenchmark-bundle.json.gz

Inspected artifact

Endpoint
Known Huh7 fusions recovered (of 34) by the union of callers on PacBio Kinnex, ONT PCR-cDNA and Illumina libraries of the same RNA
Context-only references
A comprehensive benchmark of transcriptome-wide fusion detection using long-read RNA sequencing

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: bioRxiv preprint version 1, posted 2026-08-12; JATS XML
Retrieved: 2026-10-11T21:36:20Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.endpoint

Source artifact SHA-256: c665bb407799324bc50ae1792d82574a41ae4a9182befd360973d89a82cbaa5b

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

Inspected artifact

Endpoint
Known Huh7 fusions recovered (of 34) by the union of callers on PacBio Kinnex, ONT PCR-cDNA and Illumina libraries of the same RNA
Context-only references
LRFusionBenchmark repository (Dorney et al.): result tables and run scripts

Original source ↗

rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests

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

Version: Git commit 83e629fed3098881079fd9ac1c8bc13478ce69ed (pushed 2026-08-25); files: Figures/Input_dataframes/stat_summary.tsv, Figures/Input_dataframes/counts_SGNex_summary.tsv.gz, Fusions/runtools/Run_GFSLGF.sh, Fusions/runtools/RunJAFFAL.sh, Fusions/runtools/RunCTAT-LR-fusion.sh, Fusions/runtools/RunGFSeeker.sh, SimulatedData/Data_Analysis_Scripts/Precision_Recall_ReadSupp_stats.R, CellLineData/SGNex_DiscoveryNRecall.R
Retrieved: 2026-10-11T21:48:03Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.endpoint

Source artifact SHA-256: c2fa853553979a11b8cb665cf3d195cbe64530c755054f5768d05ab6ba46d17e

Hash scope: SHA-256 of a JSON bundle listing each retrieved file with its path, its own SHA-256 and its content (gzipped files decompressed); archived as artifacts/lrfusionbenchmark-bundle.json.gz

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-fusion-longread-20261011-huh7-known-fusions

field
links:assessed_by:rna-fusion-longread-20261011-protocol-huh7-known-fusions
value
rna-fusion-longread-20261011-protocol-huh7-known-fusions
relevance
proxy
endpoint
Known Huh7 fusions recovered (of 34) by the union of callers on PacBio Kinnex, ONT PCR-cDNA and Illumina libraries of the same RNA
rationale
Proxy, not direct: the same Huh7 RNA sequenced on PacBio Kinnex, ONT PCR-cDNA and Illumina gives the first linked short- versus long-read comparison on identical samples, but each value pools several callers (six long-read callers, three short-read callers for Illumina), so it compares platforms with unequal caller pools, not workflows a user would run.
constraints
Inspect every linked evaluation's source locator before citing a result.; Do not combine this mapping's evaluations with any other protocol's results; truth sets, specimens, sequencing and caller versions differ between sources.
limitations
Independent benchmark: the authors developed none of the six callers (Competing interests: none). Preprint, not peer reviewed.; Caller versions for CTAT-LR-Fusion and GFSeeker are not stated.; Union of several callers per platform, so it compares sequencing platforms, not individual callers.; The Figure 4C legend refers to 25 curated known Huh7 or HCC fusions, while the text counts 34 previously reported Huh7 fusions, 21 of them recovered; the relation between the two lists is not explained.; None of the three RT-PCR or Sanger validated Huh7 fusions was detected by any library (Results).; ONT direct cDNA and direct RNA counts are shown only in Figure 4C and are not recorded.; Short-read callers' versions are not stated.
citation locators
source id: rna-fusion-longread-20261011-source-dorney2026; locator: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests
source locator
rna-fusion-longread-20261011-source-dorney2026: Results; Methods 'Simulation datasets', 'Public long-read datasets', 'Benchmark evaluation criteria'; Competing interests
headline metric
true-positive-count
reason
Add a relevance judgement from the 2026-10-11 oncology use-case literature pass.
comparison group
dorney2026-longread
comparison title
Long-read fusion callers, independent benchmark (Dorney et al. 2026)
stratum label
Huh7, platform comparison
stratum order
4
reviewed evaluations
rna-fusion-longread-20261011-eval-union-illumina-huh7; rna-fusion-longread-20261011-eval-union-ont-pcr-cdna-huh7; rna-fusion-longread-20261011-eval-union-pacbio-kinnex-huh7
review
method: ai-assisted-source-review; scope-review; method note: Reviewer checked the endpoint against the use case's inputs and output, the relevance rating and the limitations; every evaluation on the protocol had its values checked in the batch review. Corrections listed in review.md were applied by the extractor.; reviewer: claude; reviewer note: Claude research agent reviewer-onc-2, independent of the extractor uc-oncology; no human review claimed; reviewed at: 2026-10-11T23:30:00Z; note: Automated review; not human scientific review. See docs/reviews/use-cases/tumour-rna-fusion-detection-2026-10-11.md.
pins
record id: rna-fusion-longread-20261011-eval-union-illumina-huh7; fields: status; links; attributes.origin; attributes.comparison; sha256: cd06549fb5c84af3a22d777dddb42ce668f47ff8011377830910f00e664b5bcd; record id: rna-fusion-longread-20261011-eval-union-ont-pcr-cdna-huh7; fields: status; links; attributes.origin; attributes.comparison; sha256: c46edd6d15c75c41355ce4fd9837af7b237894983b6c460efb0204e674f5e699; record id: rna-fusion-longread-20261011-eval-union-pacbio-kinnex-huh7; fields: status; links; attributes.origin; attributes.comparison; sha256: fdd72ce1234acf0d35682683f10c972773241b21b543ffd0abfe5fbb4f088246; record id: rna-fusion-longread-20261011-protocol-huh7-known-fusions; fields: status; name; description; facets; source_ids; links; attributes; sha256: d24320afc634b8d7a322d44e384a139694a24cdce71833c496ac37a91dc37c3b; record id: rna-fusion-longread-20261011-result-union-illumina-huh7-known; fields: status; attributes.metric; attributes.metric_qualifier; attributes.printed_value; attributes.numeric_value; sha256: ae827269c9332077d59bf8dbf40a40f1ccc110687983fa1d162e8622594edcfe; record id: rna-fusion-longread-20261011-result-union-ont-pcr-cdna-huh7-known; fields: status; attributes.metric; attributes.metric_qualifier; attributes.printed_value; attributes.numeric_value; sha256: 55ea04e913970ea6411790ab9a522c9c1f19f843160c80cde9566b126ce29bab; record id: rna-fusion-longread-20261011-result-union-pacbio-kinnex-huh7-known; fields: status; attributes.metric; attributes.metric_qualifier; attributes.printed_value; attributes.numeric_value; sha256: 00052fffaea9313fc36305c8d9d97cad28d01f71da349a8556fd9e60d249fe7a; record id: rna-fusion-longread-20261011-source-dorney2026; fields: status; attributes.artifact_sha256; sha256: aeda3f021bd2c06aff8a5811545c403310881bcb55e891090d270276fe45a653; record id: rna-fusion-longread-20261011-source-dorney2026-repository; fields: status; attributes.artifact_sha256; sha256: 4b9ba39531d80aad2b619045fdf206edc54f32decf84b18bbf9abaa88268c215; record id: use-case-tumour-rna-fusion-detection; fields: status; name; description; facets; attributes.question; attributes.decision; attributes.inputs; attributes.output; attributes.exclusions; attributes.setting; attributes.clinical_scope; attributes.intended_users; sha256: 813ef5e1275c5b78b486810d5445b67c9069bf366d78399aa2098727d56b2d15
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