rewirebio.iobenchmarks
Protocol

Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)

Tumour-only somatic indel calling scored by AUPRC and by precision, recall and F1 at the best-F1 threshold, with TP, FP and FN counts.

6 evaluations · 42 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.

6 recorded evaluations, 42 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

6 evaluations · 42 results. Different protocols are not a single leaderboard.

Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b) · Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)

Sorted by AUPRC (indel only, tumour-only, 50x tumour coverage) (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.

Tested configurationAUPRC (indel only, tumour-only, 50x tumour coverage)F1 (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)False negatives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)False positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)Precision (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)Recall (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)True positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Evaluation0.242 (best in column)0.2933841,210 (best in column)0.2150.463331
ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Evaluation0.2330.294 (best in column)3821,2150.215 (best in column)0.466333
DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Evaluation0.05210.07886071,9190.05330.151108
Mutect2 GATK v4.2.6.1, tumour-only, Illumina (Chen et al. 2025)Evaluation0.02230.04765147,4920.0260.28200
Octopus v0.7.4, tumour-only, Illumina (Chen et al. 2025)Evaluation0.00440.009660920,8090.0050.146104
Pisces v5.3.0, tumour-only, Illumina (Chen et al. 2025)Evaluation0.00080.003291 (best in column)282,3280.00150.593 (best in column)424 (best in column)
All 42 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 SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.242 AUPRC (indel only, tumour-only, 50x tumour coverage)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'AUPRC'
Configuration: ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.293 F1 (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'F1-score'
Configuration: ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
384 False negatives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'FN'
Configuration: ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
1,210 False positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'FP'
Configuration: ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.215 Precision (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'Precision'
Configuration: ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.463 Recall (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'Recall'
Configuration: ClairS-TO SS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
331 True positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'TP'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.233 AUPRC (indel only, tumour-only, 50x tumour coverage)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'AUPRC'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.294 F1 (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'F1-score'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
382 False negatives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'FN'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
1,215 False positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'FP'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.215 Precision (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'Precision'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.466 Recall (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
fraction · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'Recall'
Configuration: ClairS-TO SSRS v0.4.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
333 True positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

ClairS-TO SSRS on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'ClairS-TO SSRS', Tumor coverage '50x', Type 'Indel', column 'TP'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.0521 AUPRC (indel only, tumour-only, 50x tumour coverage)
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 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'AUPRC'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.0788 F1 (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
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 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'F1-score'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
607 False negatives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSomatic on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'FN'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
1,919 False positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSomatic on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'FP'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.0533 Precision (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
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 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'Precision'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.151 Recall (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
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 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'Recall'
Configuration: DeepSomatic v1.7.0, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
108 True positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

DeepSomatic on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'DeepSomatic', Tumor coverage '50x', Type 'Indel', column 'TP'
Configuration: Mutect2 GATK v4.2.6.1, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.0223 AUPRC (indel only, tumour-only, 50x tumour coverage)
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 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'Mutect2', Tumor coverage '50x', Type 'Indel', column 'AUPRC'
Configuration: Mutect2 GATK v4.2.6.1, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
0.0476 F1 (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
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 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'Mutect2', Tumor coverage '50x', Type 'Indel', column 'F1-score'
Configuration: Mutect2 GATK v4.2.6.1, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
514 False negatives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Mutect2 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'Mutect2', Tumor coverage '50x', Type 'Indel', column 'FN'
Configuration: Mutect2 GATK v4.2.6.1, tumour-only, Illumina (Chen et al. 2025)Protocol: Illumina COLO829 tumour-only, 50x, somatic indels (Chen et al. 2025 Supplementary Table 7b)
Dataset: COLO829 tumour Illumina NovaSeq 6000 WGS (ClairS-TO benchmark)
7,492 False positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)
count · lower

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

Mutect2 on illumina-colo829 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-illumina-colo829-indel

Aggregation: Not reported

ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling; ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines); ClairS-TO Source Data workbook · Supplementary Table 7b, Dataset 'COLO829', Caller 'Mutect2', Tumor coverage '50x', Type 'Indel', column 'FP'

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

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Stable ID: somatic-clairs-to-20261011-protocol-illumina-colo829-indel

areas
dna-genomes
contexts
clinical_research
protocol
Each caller is run on the tumour BAM alone; calls are compared with the filtered cell-line truth set using som.py (hap.py 0.3.12) and ClairS-TO compare_vcf, which the authors cross-checked. Precision, recall and F1 are reported at the quality threshold giving the best F1.
version
Supplementary Table 7b, Type 'Indel'
metric
f1-score
limitations
Developer paper: the authors developed ClairS-TO and its SS and SSRS models (author_reported); Clair3, also run here, comes from the same group. Comparators were run by the authors with their recommended settings.; Tumour-only calling of cell lines; the truth sets were derived from tumour-normal data and are filtered to variants with coverage at least 4, at least 3 alternative reads and VAF at least 0.05, so very low-VAF variants are not scored.; Precision, recall and F1 are at the best achievable F1 over the caller's quality threshold, chosen on the test data (Figure 2 legend); AUPRC summarises the whole curve. Neither is an operating point fixed in advance.; Clair3 is a germline caller; its calls were treated as somatic after removing those tagged by ClairS-TO's panels of normals.; Single sample per dataset; no interval estimates.; Comparator versions are old relative to the paper (DeepSomatic 1.7.0 run from the 'latest' container; Mutect2 4.2.6.1; Octopus 0.7.4; Pisces 5.3.0).; Competing interests: the senior author (R.L.) receives research funding from ONT.; Short-read comparators (DeepSomatic WGS_TUMOR_ONLY, Mutect2 with gnomAD germline resource, Octopus, Pisces) were run in tumour-only mode; the panel-of-normals and filtering choices for each are in the Supplementary Information command lines.; TP + FN is not identical across callers (SNV 40,232, but 40,230 for Pisces; indel 715, but 714 for Mutect2 and 713 for Octopus), so the scored truth set differs slightly between rows; the source does not explain this.; Whether the DeepSomatic 1.7.0 models were trained with COLO829 data is not stated in the source.
source locator
Supplementary Table 7b; Results 'Benchmarking datasets and evaluation'; Methods 'Benchmarking'; Supplementary Information 'Command lines used'
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