rewirebio.iobenchmarks
Protocol

COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)

Area under the precision-recall curve for tumour-only calling: COLO829 tumour-only, indels.

9 evaluations · 9 results

Overview

An explanatory profile has not yet been reviewed for this record.

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

9 recorded evaluations, 9 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

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

All evaluations

9 evaluations · 9 results. Different protocols are not a single leaderboard.

Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1) · Dataset: COLO829 tumour Illumina WGS (TGen reference set)

Sorted by AUPRC (indel only, tumour-only) (higher 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.

All 9 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: ClairS-TO v0.4.0, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.092 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

ClairS-TO on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'ClairS-TO', column 'COLO829 INDEL'
Configuration: DeepSom-BLCA, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.029 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSom-BLCA on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'DeepSom-BLCA', column 'COLO829 INDEL'
Configuration: DeepSom-ESAD, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.051 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSom-ESAD on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'DeepSom-ESAD', column 'COLO829 INDEL'
Configuration: DeepSom-GACA, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.016 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSom-GACA on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'DeepSom-GACA', column 'COLO829 INDEL'
Configuration: DeepSom-LAML, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.015 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSom-LAML on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'DeepSom-LAML', column 'COLO829 INDEL'
Configuration: DeepSom-LINC, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.067 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSom-LINC on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'DeepSom-LINC', column 'COLO829 INDEL'
Configuration: Deepsomatic (tumor-only) v1.7.0, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.002 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Deepsomatic (tumor-only) on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'Deepsomatic (tumor-only)', column 'COLO829 INDEL'
Configuration: Mutect2 (tumor-only), tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.002 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Mutect2 (tumor-only) on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'Mutect2 (tumor-only)', column 'COLO829 INDEL'
Configuration: VarNet-T, tumour-only Illumina WGS (Krishnamachari et al. 2026)Protocol: COLO829 tumour-only, indels, AUPRC (Krishnamachari et al. 2026 Supplementary Table 1)
Dataset: COLO829 tumour Illumina WGS (TGen reference set)
0.101 AUPRC (indel only, tumour-only)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

VarNet-T on colo829-indel tumour-only (Krishnamachari et al. 2026)

somatic-varnet-t-20261011-protocol-colo829-indel

Aggregation: Not reported

Improved tumor-only variant calling and mutation burden estimation with VarNet-T; VarNet-T Supplementary Information; VarNet-T Source Data workbook · Supplementary Table 1, row 'VarNet-T', column 'COLO829 INDEL'

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Recorded evaluations

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Baseline coverage

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Author-reported evaluations
1
External evaluations
8

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

Coverage is derived from release 2026-10-22-1b7cf027e4f6. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

Run instructions

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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 2026-10-22-1b7cf027e4f6
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Sources and history

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

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

Stable ID: somatic-varnet-t-20261011-protocol-colo829-indel

areas
dna-genomes
contexts
clinical_research
protocol
Tumour BAM only; each caller's score (VarNet-T score, Mutect2 TLOD, DeepSomatic QUAL, DeepSom cnn_score, ClairS-TO QUAL) is varied to trace a precision-recall curve against the truth set; AUPRC reported.
version
Supplementary Table 1, column COLO829 INDEL
metric
auprc
limitations
Developer paper: the authors developed VarNet-T (and earlier VarNet); its rows are author_reported. Comparators were run by the authors.; Tumour-only calling: the matched normal was used only to build the truth sets, not by the callers.; Only AUPRC is extracted; the threshold-optimised best F1 values are shown in figures only.; No interval estimates.; DeepSom's developers describe it as a caller of somatic SNVs (github.com/sergeyvilov/DeepSom repository description, checked 2026-10-11; not a pinned source); this source prints indel AUPRC for its models without explanation.; COLO829 truth is the TGen reference set and the reads are EGA EGAD00001002142; Chen et al. 2025 used the NYGC truth set and other COLO829 sequencing, so COLO829 values from the two papers are not comparable (ClairS-TO Illumina SSRS v0.4.0 SNV AUPRC 0.6500 there, 0.270 here).
source locator
Supplementary Table 1, column COLO829 INDEL; Methods 'Implementation of tumor-only variant callers' and 'Performance metrics'
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