rewirebio.iobenchmarks
Protocol

Talos recovery of known P/LP and VUS variants in 45 singleton cases (Kaschta et al. 2026)

Proportion of initially reported variants that Talos prioritised, with failure modes for missed P/LP variants.

1 evaluation · 4 results

Overview

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

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Results

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All evaluations

1 evaluation · 4 results. Different protocols are not a single leaderboard.

Protocol: Talos recovery of known P/LP and VUS variants in 45 singleton cases (Kaschta et al. 2026) · Dataset: UKSH singleton benchmarking cases with known findings (Kaschta et al. 2026)

Sorted by Proportion (known P/LP variants missed because of HPO annotation gaps) (lower is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationProportion (known P/LP variants missed because of HPO annotation gaps)Proportion (known P/LP variants missed because of pipeline conversion errors)Recall (known P/LP variants prioritised)Count (known VUS prioritised)
Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Evaluation11.4%8.6%80%two
All 4 result rows with coverage, uncertainty and sources
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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 45 singleton cases (Kaschta et al. 2026)
Dataset: UKSH singleton benchmarking cases with known findings (Kaschta et al. 2026)
8.6% Proportion (known P/LP variants missed because of pipeline conversion errors)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos on 45 singleton benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-singleton-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Singleton Cases P3, 'pipeline conversion errors (8.6%)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 45 singleton cases (Kaschta et al. 2026)
Dataset: UKSH singleton benchmarking cases with known findings (Kaschta et al. 2026)
11.4% Proportion (known P/LP variants missed because of HPO annotation gaps)
percent · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos on 45 singleton benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-singleton-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Singleton Cases P3, 'HPO annotation gaps (11.4%)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 45 singleton cases (Kaschta et al. 2026)
Dataset: UKSH singleton benchmarking cases with known findings (Kaschta et al. 2026)
80% Recall (known P/LP variants prioritised)
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos on 45 singleton benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-singleton-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Singleton Cases P2, 'Talos prioritized 28 out of 35 P/LP variants (80.0% concordance)'
Configuration: Talos 8.2.0 on archived DRAGEN v3.7.5 VCFs, pedigree where available (Kaschta et al. 2026)Protocol: Talos recovery of known P/LP and VUS variants in 45 singleton cases (Kaschta et al. 2026)
Dataset: UKSH singleton benchmarking cases with known findings (Kaschta et al. 2026)
two Count (known VUS prioritised)
count · unknown

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Talos on 45 singleton benchmarking cases

reanalysis-kaschta-20261010-protocol-talos-singleton-benchmark

Aggregation: Not reported

Automated versus manual reanalysis in rare disease genomics · Results, Benchmarking of Automated Reanalysis: Singleton Cases P2, 'only two out of 21 VUS were captured'

Source checking is not independent reproduction. Release 2026-10-10-cbb3da59bc08.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Recorded evaluations

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Baseline coverage

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External evaluations
1

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

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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-cbb3da59bc08
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Sources and history

Release 2026-10-10-cbb3da59bc08 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: reanalysis-kaschta-20261010-protocol-talos-singleton-benchmark

areas
dna-genomes
contexts
clinical_research
protocol
Track each reported variant in the benchmarking set; concordance is the share of known P/LP variants prioritised by Talos; misses grouped into error categories.
version
medRxiv v1
source locator
Methods 'Benchmarking of Automated Reanalysis'; Results 'Benchmarking of Automated Reanalysis: Singleton Cases' P1-P3
limitations
Positive controls are known findings from the initial analysis; recovering them does not establish new diagnostic yield.; Concordance is per variant against the initial report, not per case. Methods 'Benchmarking of Automated Reanalysis' P1 defines the detection rate per case; the Results report concordance per variant (for example 28 of 35 P/LP variants), which is what is stored.; The pipeline conversion share for singletons is 8.6% in the text but 9.6% in the Figure 2 legend; the text value is stored (3 of 35 is 8.6%).
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