rewirebio.iobenchmarks
Protocol

Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)

Per-sample sensitivity, specificity, precision and F1 of four long-read fusion callers, high-depth cohort.

4 evaluations · 16 results

Overview

Per-sample sensitivity, specificity, precision and F1 of four long-read fusion callers, high-depth cohort.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

4 recorded evaluations, 16 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

View coverage and remaining gaps across all benchmarks

Results

Results are available, but no reviewed comparison panel is linked in this release.

All evaluations

4 evaluations · 16 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: FUSILLI on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.86 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

FUSILLI on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FUSILLI', column 'F1'
Configuration: FUSILLI on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.92 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

FUSILLI on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FUSILLI', column 'Precision'
Configuration: FUSILLI on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.81 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

FUSILLI on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FUSILLI', column 'Sensitivity (recall)'
Configuration: FUSILLI on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.92 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

FUSILLI on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FUSILLI', column 'Specificity'
Configuration: FusionSeeker on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.76 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

FusionSeeker on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FusionSeeker', column 'F1'
Configuration: FusionSeeker on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.94 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

FusionSeeker on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FusionSeeker', column 'Precision'
Configuration: FusionSeeker on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.63 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

FusionSeeker on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FusionSeeker', column 'Sensitivity (recall)'
Configuration: FusionSeeker on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.96 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

FusionSeeker on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'FusionSeeker', column 'Specificity'
Configuration: JAFFAL on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.78 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

JAFFAL on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'JAFFAL', column 'F1'
Configuration: JAFFAL on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.79 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

JAFFAL on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'JAFFAL', column 'Precision'
Configuration: JAFFAL on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.76 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

JAFFAL on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'JAFFAL', column 'Sensitivity (recall)'
Configuration: JAFFAL on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.81 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

JAFFAL on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'JAFFAL', column 'Specificity'
Configuration: LongGF on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.81 f1-score
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

LongGF on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'LongGF', column 'F1'
Configuration: LongGF on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.95 precision
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

LongGF on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'LongGF', column 'Precision'
Configuration: LongGF on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.7 recall
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

LongGF on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'LongGF', column 'Sensitivity (recall)'
Configuration: LongGF on nanopore cDNA reads (Lin et al. 2026)Protocol: Paediatric B-ALL nanopore WTS, high-depth cohort, dominant-fusion classification (Lin et al. 2026 Table 3)
Dataset: Paediatric B-ALL nanopore PCR-cDNA whole-transcriptome sequencing (UNC, St Jude, ECOG-ACRIN)
0.96 specificity
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

LongGF on paediatric B-ALL nanopore WTS, high-depth (Lin et al. 2026)

rna-fusion-20261009-protocol-lin2026-high-depth

Aggregation: Not reported

Long-Read Whole-Transcriptome Sequencing and Selective Gene Panel Profiling Enable Sensitive Detection of Fusion Oncogenes in Pediatric B-Cell Acute Lymphoblastic Leukemia · Table 3, row 'LongGF', column 'Specificity'

Source checking is not independent reproduction. Release 2026-10-10-7b8f80935f90.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Recorded evaluations

Each evaluation records what was tested and under which conditions.

Baseline coverage

Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.

0 of 2 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.

No execution recipe linked to this protocol. Recipe availability does not establish a completed evaluation.

Author-reported evaluations
1
External evaluations
3

Literature evidence is not a Rewire measurement. Executed but unpublished runs and private review status are not included.

Null control

Proposed control: requires review

Training-set class prior where supervised fitting is permitted

Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.

This is a suggested selection rule, not a validated method or a measured score.

Conventional reference

Proposed control: requires review

Regularised classifier on simple permitted features, or protocol's conventional reference

Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.

This is a suggested selection rule, not a validated method or a measured score.

Protocol coverage CSV (gzip) · Model evaluation matrix (gzip) · Source table (gzip) · Release and checksums (gzip)

Coverage is derived from release 2026-10-10-7b8f80935f90. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

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Strengths, limitations and unresolved questions

Evidence

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Evidence table

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Claims, original sources and review scope · Release 2026-10-10-7b8f80935f90
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Sources and history

Release 2026-10-10-7b8f80935f90 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: rna-fusion-20261009-protocol-lin2026-high-depth

areas
rna-transcriptomes
contexts
clinical_research
protocol
The dominant detected B-ALL fusion (most supporting reads) is compared with the sample's known fusion subtype. TP: concordant; TN: no fusion and none detected; FN: known fusion and none detected; FP: a B-ALL fusion detected that does not match or in a fusion-negative sample.
version
Table 3
metric
recall
limitations
FUSILLI was developed by the authors and is author_reported. Its filters (two supporting reads, gene distance and overlap) were set from analyses of candidate fusion-supporting reads (Methods 'FUSILLI'; Supplemental Figure S1), and the source does not say these were held out from the evaluated cohorts. FusionSeeker, JAFFAL and LongGF were run by the same authors, who did not develop them.; Per-sample classification by the dominant fusion among detected B-ALL list fusions (74 fusions); calls outside the list and secondary fusions are not scored, so this does not measure the review burden of a caller's full output.; A sample with a known fusion whose dominant call is a different fusion counts as a false positive, not a false negative, so sensitivity is not the fraction of known-fusion samples correctly typed.; Truth is the clinical genomic subtype from cytogenetics, FISH and short-read RNA-seq (CICERO, FusionCatcher and manual review).; Paediatric B-ALL only; PAX5::ZCCHC7 excluded from scoring; the authors note IGH::DUX4, KMT2A and ZNF384 rearrangements were not tested.; Caller versions are not printed; JAFFAL ran from the 'latest' container image.; 51 samples, 27 with a known B-ALL fusion; the samples are a subset of the low-depth cohort.
source locator
Table 3; Materials and Methods 'Fusion Performance Evaluations'
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