Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 88 Data io volume (Variant calling from BAM, whole run; HG003 PacBio 10x)gigabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Total data movement IO (GB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 6,781 Mean memory (Variant calling from BAM, whole run; HG003 PacBio 10x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Average memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 41,832 Peak memory (Variant calling from BAM, whole run; HG003 PacBio 10x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Peak memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 14 Runtime (Variant calling from BAM, whole run; HG003 PacBio 10x)minute · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 10x, column 'Runtime (minutes)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 98 Data io volume (Variant calling from BAM, whole run; HG003 PacBio 20x)gigabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Total data movement IO (GB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 5,758 Mean memory (Variant calling from BAM, whole run; HG003 PacBio 20x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Average memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 52,578 Peak memory (Variant calling from BAM, whole run; HG003 PacBio 20x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Peak memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 13 Runtime (Variant calling from BAM, whole run; HG003 PacBio 20x)minute · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 20x, column 'Runtime (minutes)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 128 Data io volume (Variant calling from BAM, whole run; HG003 PacBio 30x)gigabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Total data movement IO (GB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 8,034 Mean memory (Variant calling from BAM, whole run; HG003 PacBio 30x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Average memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 49,319 Peak memory (Variant calling from BAM, whole run; HG003 PacBio 30x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Peak memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 12 Runtime (Variant calling from BAM, whole run; HG003 PacBio 30x)minute · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 30x, column 'Runtime (minutes)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 125 Data io volume (Variant calling from BAM, whole run; HG003 PacBio 40x)gigabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Total data movement IO (GB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 7,985 Mean memory (Variant calling from BAM, whole run; HG003 PacBio 40x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Average memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 46,024 Peak memory (Variant calling from BAM, whole run; HG003 PacBio 40x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Peak memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 12 Runtime (Variant calling from BAM, whole run; HG003 PacBio 40x)minute · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 40x, column 'Runtime (minutes)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 139 Data io volume (Variant calling from BAM, whole run; HG003 PacBio 50x)gigabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Total data movement IO (GB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 5,489 Mean memory (Variant calling from BAM, whole run; HG003 PacBio 50x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Average memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 55,095 Peak memory (Variant calling from BAM, whole run; HG003 PacBio 50x)megabyte · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Peak memory (MB)' Configuration: Clair3 v1.2.0 GPU mode (Zheng et al. 2026) Protocol: HG003 PacBio Revio WGS variant-calling runtime, memory and I/O, Clair3 versus DeepVariant in GPU mode (Zheng et al. 2026 Supplementary Table 2) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 12 Runtime (Variant calling from BAM, whole run; HG003 PacBio 50x)minute · lower
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3 v1.2.0 (GPU mode), HG003 PacBio runtime and memory (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-resource-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 2 (image, page 2), sample 'HG003 WGS', platform 'PacBio Revio', caller 'Clair3 v1.2.0 (GPU mode)', read coverage 50x, column 'Runtime (minutes)' Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3) Protocol: HG003 PacBio Revio WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 91.4% F1 (Indel; GIAB v4.2.1 HG003 confident regions; PacBio 10x)percent · higher
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3, HG003 PacBio small-variant accuracy (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-accuracy-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'PacBio Revio', read coverage 10x, caller 'Clair3', column 'Indel F1-score' Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3) Protocol: HG003 PacBio Revio WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 94.2% Precision (Indel; GIAB v4.2.1 HG003 confident regions; PacBio 10x)percent · higher
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3, HG003 PacBio small-variant accuracy (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-accuracy-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'PacBio Revio', read coverage 10x, caller 'Clair3', column 'Indel Precision' Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3) Protocol: HG003 PacBio Revio WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 88.7% Recall (Indel; GIAB v4.2.1 HG003 confident regions; PacBio 10x)percent · higher
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3, HG003 PacBio small-variant accuracy (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-accuracy-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'PacBio Revio', read coverage 10x, caller 'Clair3', column 'Indel Recall' Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3) Protocol: HG003 PacBio Revio WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 97.6% F1 (SNPs and indels; GIAB v4.2.1 HG003 confident regions; PacBio 10x)percent · higher
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3, HG003 PacBio small-variant accuracy (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-accuracy-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'PacBio Revio', read coverage 10x, caller 'Clair3', column 'Overall F1-score' Configuration: Clair3, accuracy runs (Zheng et al. 2026 Supplementary Table 3) Protocol: HG003 PacBio Revio WGS small-variant accuracy against GIAB v4.2.1, Clair3 versus DeepVariant (Zheng et al. 2026 Supplementary Table 3) Dataset: GIAB HG003 whole genome, PacBio Revio (2022Q4 release), subsampled to 10x-50x 98.6% Precision (SNPs and indels; GIAB v4.2.1 HG003 confident regions; PacBio 10x)percent · higher
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Supplementary Table 2 runtimes differ from the article's Results for what appear to be the same HG003 comparisons. ONT at 30x and 50x: Clair3 GPU 17 and 20 minutes in the table, 16 and 15 in Results 3.1.1; DeepVariant GPU 48 and 82 in the table, 106 to 128 in the text. PacBio Revio at 30x and 50x: Clair3 GPU 12 and 12 in the table, 23 and 21 in Results 3.1.2; DeepVariant GPU 40 and 53 in the table, 93 and 118 in the text. The table's Clair3 PacBio runtimes equal the macOS M3 Ultra runtime in Results 3.1.3, not the Linux RTX 4090 runtimes. The table and the Supplementary Notes commands give DeepVariant v1.10-beta; Results 3.1 say v1.8. Supplementary Table 3 DeepVariant ONT SNP precision, recall and F1 at 10x and 20x (97.58%, 92.35%, 94.89% and 99.32%, 99.02%, 99.17%) differ from Results 3.2 (97.34%, 92.17%, 94.68% and 98.75%, 98.79%, 98.79%), while the Clair3 values agree. Results 3.2 cite Supplementary Table 2 for the HG001 to HG007 comparison, which is Supplementary Table 4. The hardware, DeepVariant version and runs behind Supplementary Tables 2 and 3 are therefore uncertain. Supplementary Table 1 agrees with Results 3.1.4 except WhatsHap ONT 30x (723 seconds in the table, 724 in the text). Table values are recorded; text values are not.Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Tables 1 to 3 (pages 2 and 3) versus article Results 3.1.1 to 3.1.4 and 3.2
Methods, coverage and source Clair3, HG003 PacBio small-variant accuracy (Zheng et al. 2026)
model-execution-20261011-protocol-zheng2026-hg003-accuracy-pacbio
Aggregation: Not reported
Accelerated long-read variant calling with Clair3 for whole-genome sequencing ; Accelerated long-read variant calling with Clair3: Supplementary Data · Supplementary Table 3 (image, page 3), platform 'PacBio Revio', read coverage 10x, caller 'Clair3', column 'Overall Precision'