rewirebio.iobenchmarks
Dataset

BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)

BRCA1 SNVs with functional scores and classes from saturation genome editing (Findlay et al. 2018, reference 26): LOF (823) versus FUNC (2,821) plus INT (249), 3,893 SNVs in coding and noncoding regions.

Evaluation results

76 evaluations · 152 results. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: AlphaMissense (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.69 AUPRC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

AlphaMissense on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J607, row 607: Model 'AlphaMissense', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: AlphaMissense (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.889 AUROC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

AlphaMissense on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I607, row 607: Model 'AlphaMissense', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.73 AUPRC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J608, row 608: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.876 AUROC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I608, row 608: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.521 AUPRC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J609, row 609: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.814 AUROC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I609, row 609: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 intronic SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.362 AUPRC (zero-shot; BRCA1 intronic SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 intronic SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-intronic-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J700, row 700: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Intronic', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 intronic SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.813 AUROC (zero-shot; BRCA1 intronic SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 intronic SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-intronic-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I700, row 700: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Intronic', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.8 AUPRC (zero-shot; BRCA1 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J610, row 610: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.909 AUROC (zero-shot; BRCA1 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I610, row 610: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 splice region SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.856 AUPRC (zero-shot; BRCA1 splice region SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 splice region SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-splice-region-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J685, row 685: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Splice region', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: CADD (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 splice region SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.89 AUROC (zero-shot; BRCA1 splice region SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

CADD on BRCA1 splice region SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-splice-region-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I685, row 685: Model 'CADD', Data 'BRCA1', Genomic_Feature 'Splice region', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.216 AUPRC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J611, row 611: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.497 AUROC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I611, row 611: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.231 AUPRC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J612, row 612: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.519 AUROC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I612, row 612: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 intronic SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.024 AUPRC (zero-shot; BRCA1 intronic SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 intronic SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-intronic-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J696, row 696: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Intronic', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 intronic SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.465 AUROC (zero-shot; BRCA1 intronic SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 intronic SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-intronic-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I696, row 696: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Intronic', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.212 AUPRC (zero-shot; BRCA1 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J613, row 613: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 noncoding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.467 AUROC (zero-shot; BRCA1 noncoding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 noncoding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-noncoding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I613, row 613: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Noncoding', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 splice region SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.403 AUPRC (zero-shot; BRCA1 splice region SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 splice region SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-splice-region-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J681, row 681: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Splice region', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 1 (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 splice region SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.462 AUROC (zero-shot; BRCA1 splice region SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 1 on BRCA1 splice region SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-splice-region-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I681, row 681: Model 'Evo 1', Data 'BRCA1', Genomic_Feature 'Splice region', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.673 AUPRC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J617, row 617: Model 'Evo 2 40B base', Data 'BRCA1', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUPRC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 'Both' (coding and noncoding) SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.897 AUROC (zero-shot; BRCA1 'Both' (coding and noncoding) SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA1 'Both' (coding and noncoding) SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-both-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell I617, row 617: Model 'Evo 2 40B base', Data 'BRCA1', Genomic_Feature 'Both', Variant_Type 'SNV', Sub_category '', column 'AUROC'
Configuration: Evo 2 40B base (Evo 2 paper variant effect evaluations)Protocol: Zero-shot BRCA1 coding SNVs classification (Evo 2 paper, Supplementary Data 1)
Dataset: BRCA1 saturation genome editing SNVs, Findlay et al. 2018 classes (Brixi et al. 2026)
0.559 AUPRC (zero-shot; BRCA1 coding SNVs)
unitless · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

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

Evo 2 40B base on BRCA1 coding SNVs (Evo 2 paper)

gfm-guides-20261014-evo2-brixi2026-protocol-brca1-coding-snv

Aggregation: Not reported

Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026); Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026) · Supplementary Data 1 (sheet 'Sheet1') cell J618, row 618: Model 'Evo 2 40B base', Data 'BRCA1', Genomic_Feature 'Coding', Variant_Type 'SNV', Sub_category '', column 'AUPRC'

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.
  • 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

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
  • Compute requirements are estimated: not yet verified

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.

Dataset and evaluation context

A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.

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.

24 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
Label semantics
LOF versus FUNC and INT combined
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.label_semantics

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Label semantics
LOF versus FUNC and INT combined
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.label_semantics

Source artifact SHA-256: 159f321775d634d9ed53b7a81c5cc1b5ef3d407880997e0f8c69bb8315a20a51

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

Inspected artifact

Label semantics
LOF versus FUNC and INT combined
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.label_semantics

Source artifact SHA-256: fe2a99108a4ce5c0f4ef1595605eaec709fa86204410d5b66c1384327eb7b925

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

Inspected artifact

Negatives
3070
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Negatives
3070
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: 159f321775d634d9ed53b7a81c5cc1b5ef3d407880997e0f8c69bb8315a20a51

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

Inspected artifact

Negatives
3070
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.negatives

Source artifact SHA-256: fe2a99108a4ce5c0f4ef1595605eaec709fa86204410d5b66c1384327eb7b925

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

Inspected artifact

Positives
823
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Positives
823
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Data 1, human variant effect prediction results (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Data 1 file 41586_2026_10176_MOESM3_ESM.xlsx
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: 159f321775d634d9ed53b7a81c5cc1b5ef3d407880997e0f8c69bb8315a20a51

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

Inspected artifact

Positives
823
Context-only references
Genome modelling and design across all domains of life with Evo 2: Supplementary Information (Nature 2026)

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Nature 652 (2026), published 2026-03-04; Supplementary Information file 41586_2026_10176_MOESM1_ESM.pdf (73 pages)
Retrieved: 2026-10-14T12:01:04Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.positives

Source artifact SHA-256: fe2a99108a4ce5c0f4ef1595605eaec709fa86204410d5b66c1384327eb7b925

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

Inspected artifact

Source location
Supplementary Information A.3.15 (page 14); Fig. 3e legend
Context-only references
evo2: Journal full-text XML

Original source ↗

Supplementary Information A.3.15 (page 14); Fig. 3e legend

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

Version: Retrieved page snapshot; no immutable publisher revision supplied
Retrieved: 2026-09-16T20:16:14.422554+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: d043dbda49e023ef6b70e36e7ca7832bda6b7af6c5934368e8778a7f23cda8bd

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

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: gfm-guides-20261014-evo2-brixi2026-data-brca1-sge-findlay2018

areas
dna-genomes
contexts
research
version
Findlay et al. 2018 (Nature 562, 217-222) classifications
positives
823
negatives
3070
split
No split for zero-shot scoring
label semantics
LOF versus FUNC and INT combined
source locator
Supplementary Information A.3.15 (page 14); Fig. 3e legend
Related records

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