rewirebio.iobenchmarks
Evaluation

ClairS-TO SS on ont-hcc1395 tumour-only Indel (Chen et al. 2025)

Published comparison transcribed from the pinned source; not reproduced.

Evaluation results

1 evaluation · 21 results. Different protocols are not a single leaderboard.

Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b) · Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)

Sorted by AUPRC (indel only, tumour-only, 25x 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, 25x tumour coverage)AUPRC (indel only, tumour-only, 50x tumour coverage)AUPRC (indel only, tumour-only, 75x tumour coverage)F1 (indel only, tumour-only, 25x tumour coverage, at the best-F1 threshold)F1 (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)F1 (indel only, tumour-only, 75x tumour coverage, at the best-F1 threshold)False negatives (indel only, tumour-only, 25x tumour coverage, at the best-F1 threshold)False negatives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)False negatives (indel only, tumour-only, 75x tumour coverage, at the best-F1 threshold)False positives (indel only, tumour-only, 25x tumour coverage, at the best-F1 threshold)False positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)False positives (indel only, tumour-only, 75x tumour coverage, at the best-F1 threshold)Precision (indel only, tumour-only, 25x tumour coverage, at the best-F1 threshold)Precision (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)Precision (indel only, tumour-only, 75x tumour coverage, at the best-F1 threshold)Recall (indel only, tumour-only, 25x tumour coverage, at the best-F1 threshold)Recall (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)Recall (indel only, tumour-only, 75x tumour coverage, at the best-F1 threshold)True positives (indel only, tumour-only, 25x tumour coverage, at the best-F1 threshold)True positives (indel only, tumour-only, 50x tumour coverage, at the best-F1 threshold)True positives (indel only, tumour-only, 75x tumour coverage, at the best-F1 threshold)
ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Evaluation0.4070.4160.4340.4480.5120.5338264634334791,2411,1850.5250.4180.4380.3910.6590.681530893923
All 21 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, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.407 AUPRC (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'AUPRC'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.448 F1 (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'F1-score'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
826 False negatives (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'FN'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
479 False positives (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'FP'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.525 Precision (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'Precision'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.391 Recall (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'Recall'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
530 True positives (indel only, tumour-only, 25x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '25x', Type 'Indel', column 'TP'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.416 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'AUPRC'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.512 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'F1-score'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
463 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'FN'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
1,241 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'FP'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.418 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'Precision'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.659 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'Recall'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
893 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '50x', Type 'Indel', column 'TP'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.434 AUPRC (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'AUPRC'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.533 F1 (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'F1-score'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
433 False negatives (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'FN'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
1,185 False positives (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'FP'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.438 Precision (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'Precision'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
0.681 Recall (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'Recall'
Configuration: ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)Protocol: ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset: HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
923 True positives (indel only, tumour-only, 75x 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 ont-hcc1395 tumour-only Indel (Chen et al. 2025)

somatic-clairs-to-20261011-protocol-ont-hcc1395-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 2b, Dataset 'HCC1395', Caller 'ClairS-TO SS', Tumor coverage '75x', Type 'Indel', column 'TP'

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

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-10-22-1b7cf027e4f6 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
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  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
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Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Evaluation procedure

ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)

Configuration
ClairS-TO SS v0.4.0, tumour-only, ONT (Chen et al. 2025)
Protocol
ONT HCC1395 tumour-only, 25x to 75x, somatic indels (Chen et al. 2025 Supplementary Table 2b)
Dataset
HCC1395 tumour ONT R10.4.1 WGS (ClairS-TO benchmark)
origin
Author-reported evaluation
configuration
Primary source as retrieved 2026-10-11
protocol id
somatic-clairs-to-20261011-protocol-ont-hcc1395-indel
dataset version
Not reported
split
Held-out cell line
population
HCC1395 tumour sample
inputs
ONT tumour reads only
adaptation
Not reported
metric implementation
som.py (hap.py 0.3.12) and ClairS-TO compare_vcf; precision, recall and F1 at the best-F1 quality threshold
aggregation
Single sample per coverage level
budget
Not reported

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Held-out cell line
Adaptation
Not reported
Scoring implementation
som.py (hap.py 0.3.12) and ClairS-TO compare_vcf; precision, recall and F1 at the best-F1 quality threshold

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

54 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
Comparison: adaptation
Not reported
Context-only references
ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Nature Communications, published 2025-10-31; PMC12579226 full-text XML
Retrieved: 2026-10-11T21:37:39Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 6b5e5262df96467010d539e919c7a52aac3e49c616b3eeb403d1865dcb173b8a

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

Inspected artifact

Comparison: adaptation
Not reported
Context-only references
ClairS-TO Source Data workbook

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Source Data file (41467_2025_64547_MOESM6_ESM.xlsx) of the published article
Retrieved: 2026-10-11T21:38:10Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 4347c74fe0ce2ed04b1ac40d28bd4f8885c77f628e911a7027a275b1234828f8

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

Inspected artifact

Comparison: adaptation
Not reported
Context-only references
ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines)

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Supplementary Information PDF (41467_2025_64547_MOESM1_ESM.pdf) of the published article
Retrieved: 2026-10-11T21:37:53Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.adaptation

Source artifact SHA-256: 806cd47423031495bf00543d7e3e3abad3f93fc4ee3ee2a7a570c335227f5603

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

Inspected artifact

Comparison: aggregation
Single sample per coverage level
Context-only references
ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Nature Communications, published 2025-10-31; PMC12579226 full-text XML
Retrieved: 2026-10-11T21:37:39Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 6b5e5262df96467010d539e919c7a52aac3e49c616b3eeb403d1865dcb173b8a

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

Inspected artifact

Comparison: aggregation
Single sample per coverage level
Context-only references
ClairS-TO Source Data workbook

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Source Data file (41467_2025_64547_MOESM6_ESM.xlsx) of the published article
Retrieved: 2026-10-11T21:38:10Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 4347c74fe0ce2ed04b1ac40d28bd4f8885c77f628e911a7027a275b1234828f8

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

Inspected artifact

Comparison: aggregation
Single sample per coverage level
Context-only references
ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines)

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Supplementary Information PDF (41467_2025_64547_MOESM1_ESM.pdf) of the published article
Retrieved: 2026-10-11T21:37:53Z

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.aggregation

Source artifact SHA-256: 806cd47423031495bf00543d7e3e3abad3f93fc4ee3ee2a7a570c335227f5603

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Nature Communications, published 2025-10-31; PMC12579226 full-text XML
Retrieved: 2026-10-11T21:37:39Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 6b5e5262df96467010d539e919c7a52aac3e49c616b3eeb403d1865dcb173b8a

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
ClairS-TO Source Data workbook

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Source Data file (41467_2025_64547_MOESM6_ESM.xlsx) of the published article
Retrieved: 2026-10-11T21:38:10Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 4347c74fe0ce2ed04b1ac40d28bd4f8885c77f628e911a7027a275b1234828f8

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

Inspected artifact

Comparison: budget
Not reported
Context-only references
ClairS-TO Supplementary Information (Supplementary Tables 1-8 and command lines)

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Supplementary Information PDF (41467_2025_64547_MOESM1_ESM.pdf) of the published article
Retrieved: 2026-10-11T21:37:53Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.budget

Source artifact SHA-256: 806cd47423031495bf00543d7e3e3abad3f93fc4ee3ee2a7a570c335227f5603

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

Inspected artifact

Comparison: dataset version
Not reported
Context-only references
ClairS-TO: a deep-learning method for long-read tumor-only somatic small variant calling

Original source ↗

Supplementary Table 2b, rows 'ClairS-TO SS'

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

Version: Nature Communications, published 2025-10-31; PMC12579226 full-text XML
Retrieved: 2026-10-11T21:37:39Z

missing or unspecified

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.dataset_version

Source artifact SHA-256: 6b5e5262df96467010d539e919c7a52aac3e49c616b3eeb403d1865dcb173b8a

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

Inspected artifact

How to read the evidence

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-clairs-to-20261011-eval-clairs-to-ss-ont-hcc1395-indel

areas
dna-genomes
contexts
clinical_research
origin
author_reported
protocol
somatic-clairs-to-20261011-protocol-ont-hcc1395-indel
version
Primary source as retrieved 2026-10-11
comparison
protocol id: somatic-clairs-to-20261011-protocol-ont-hcc1395-indel; dataset version: Not reported; split: Held-out cell line; population: HCC1395 tumour sample; inputs: ONT tumour reads only; adaptation: Not reported; metric implementation: som.py (hap.py 0.3.12) and ClairS-TO compare_vcf; precision, recall and F1 at the best-F1 quality threshold; aggregation: Single sample per coverage level; budget: Not reported
source locator
Supplementary Table 2b, rows 'ClairS-TO SS'
missing metadata
comparison.adaptation: reason: inapplicable; note: Pre-trained models used without retraining on the test cell line; comparison.budget: reason: unreported; comparison.dataset version: reason: unreported
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