Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
Does supervised combination of sequence-derived modalities better predict CAGI5 reporter-assay effects?
Explanatory profile: limited source coverage · Automated source review, 2026-09-17. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.
| Property | Description and evidence |
|---|---|
| Dataset and biological context | CAGI5 training/test sets per locus, using native hg19 sequence and GENCODEv19.Sources (3)AlphaGenome Nature 2026 supplementary comparison tables; AlphaGenome Nature 2026 supplementary methods; alphagenome: Journal full-text XML · 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 |
| Split | Fit feature scaling on challenge training data only; tune a separate LassoCV per locus with10-fold cross-validation, then evaluate the challenge test set.Sources (3)AlphaGenome Nature 2026 supplementary comparison tables; AlphaGenome Nature 2026 supplementary methods; alphagenome: Journal full-text XML · 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 |
| Allowed inputs and adaptation | DNase, histone ChIP-seq and target-gene RNA variant-score features across available cell types.Sources (3)AlphaGenome Nature 2026 supplementary comparison tables; AlphaGenome Nature 2026 supplementary methods; alphagenome: Journal full-text XML · 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 |
| Metrics as reported | Lasso pearsonr (DNASE + RNA + CHIP)Sources (3)AlphaGenome Nature 2026 supplementary comparison tables; AlphaGenome Nature 2026 supplementary methods; alphagenome: Journal full-text XML · 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 |
| Aggregation | Mean Pearson correlation across included locus/context tests. The figure-average protocol excludes MYC for LASSO non-convergence and TERT-GBM for matched comparisons.Sources (3)AlphaGenome Nature 2026 supplementary comparison tables; AlphaGenome Nature 2026 supplementary methods; alphagenome: Journal full-text XML · 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 |
| Uncertainty | Not reported for these summary-table scores. · Not reported in inspected sourcesSources (3)AlphaGenome Nature 2026 supplementary comparison tables; AlphaGenome Nature 2026 supplementary methods; alphagenome: Journal full-text XML · 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 |
| Organisms | Not extracted or verified for this record. |
| Assays | Not extracted or verified for this record. |
| Baselines | Not extracted or verified for this record. |
Conceptual summary of the cited procedure; model-specific conditions are given below.
Does supervised combination of sequence-derived modalities better predict CAGI5 reporter-assay effects?
Generate multimodal features using the Borzoi-comparison scoring strategy, standardize from training statistics and fit per-locus LASSO.
Each evaluation records what was tested and under which conditions.
Explore the results reported under one evaluation protocol. Each figure keeps its source, dataset and metric together; it is not a ranking across studies.
Lasso pearsonr (DNASE + RNA + CHIP) (correlation) · Higher values are better for this metric.
Does supervised combination of sequence-derived modalities better predict CAGI5 reporter-assay effects?
Evaluation protocol · Supervised multimodal CAGI5 MPRA prediction: evaluated data subset
Source order is preserved. Plotted marks show point estimates; uncertainty, where reported, is retained in the printed values and table. Differences do not establish statistical significance.
AlphaGenome Nature 2026 supplementary comparison tables · 'Suppl Table 4 Variant performan'!L12; 'Suppl Table 4 Variant performan'!M12| Tested entity | Printed value | Uncertainty | Evidence |
|---|---|---|---|
| borzoi-ensemble: multimodal features + LASSO (paper Table 4) · Pipeline | 0.615 correlation | Not reported | Author-reported evaluation · source checkedAlphaGenome Nature 2026 supplementary comparison tables · 'Suppl Table 4 Variant performan'!L12 |
| AlphaGenome distilled multimodal DNase, RNA-seq and histone ChIP-seq features → per-locus LassoCV · Pipeline | 0.65 correlation | Not reported | Author-reported evaluation · source checkedAlphaGenome Nature 2026 supplementary comparison tables · 'Suppl Table 4 Variant performan'!M12 |
Source transcription and grouping reviewed by automated source review on 2026-09-17. These experiments were not independently reproduced by rewire.
Release 2026-09-17-d277315f7d76 · 2 evaluations · 2 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| borzoi-ensemble: multimodal features + LASSO (paper Table 4): Supervised multimodal CAGI5 MPRA prediction Pipeline: borzoi-ensemble: multimodal features + LASSO (paper Table 4)Protocol: Supervised multimodal CAGI5 MPRA prediction (AlphaGenome paper)Dataset subset: Supervised multimodal CAGI5 MPRA prediction: evaluated data subset Generate multimodal features using the Borzoi-comparison scoring strategy, standardize from training statistics and fit per-locus LASSO. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.615 Lasso pearsonr (DNASE + RNA + CHIP) Unit: correlation · Direction: higher Aggregation: Mean Pearson correlation across included locus/context tests. The figure-average protocol excludes MYC for LASSO non-convergence and TERT-GBM for matched comparisons. | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAlphaGenome Nature 2026 supplementary comparison tables · 'Suppl Table 4 Variant performan'!L12 Source checking is not independent reproduction. |
| AlphaGenome distilled multimodal DNase, RNA-seq and histone ChIP-seq features → per-locus LassoCV: Supervised multimodal CAGI5 MPRA prediction Pipeline: AlphaGenome distilled multimodal DNase, RNA-seq and histone ChIP-seq features → per-locus LassoCVProtocol: Supervised multimodal CAGI5 MPRA prediction (AlphaGenome paper)Dataset subset: Supervised multimodal CAGI5 MPRA prediction: evaluated data subset Generate multimodal features using the Borzoi-comparison scoring strategy, standardize from training statistics and fit per-locus LASSO. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.65 Lasso pearsonr (DNASE + RNA + CHIP) Unit: correlation · Direction: higher Aggregation: Mean Pearson correlation across included locus/context tests. The figure-average protocol excludes MYC for LASSO non-convergence and TERT-GBM for matched comparisons. | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedAlphaGenome Nature 2026 supplementary comparison tables · 'Suppl Table 4 Variant performan'!M12 Source checking is not independent reproduction. |
Last literature check: 2026-09-17. Original Nature paper comparison; numerical source transcription was separately reviewed. No independent model execution.
| Paper or primary resource | Version | Reference |
|---|---|---|
| alphagenome: Journal full-text XML | Retrieved page snapshot; no immutable publisher revision supplied | Read source |
| AlphaGenome Nature 2026 supplementary comparison tables | Nature version of record, 28 January 2026 | Read source DOI: 10.1038/s41586-025-10014-0 |
| AlphaGenome Nature 2026 supplementary methods | Supplement to Nature version of record, 28 January 2026; content hash pinned | Read source |
complete comparison extracted
No source-reviewed explanatory claims are recorded here yet.
Primary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction.
Stable record: alphagenome-2026-t4-protocol-10Trace 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.
42 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Diagram caption Conceptual summary of the cited procedure; model-specific conditions are given below. Individual claims | alphagenome: Journal full-text XML 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Retrieved page snapshot; no immutable publisher revision supplied | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
| Diagram caption Conceptual summary of the cited procedure; model-specific conditions are given below. Individual claims | AlphaGenome Nature 2026 supplementary methods 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplement to Nature version of record, 28 January 2026; content hash pinned | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of exact publisher PDF bytes Format: original_pdf |
| Diagram caption Conceptual summary of the cited procedure; model-specific conditions are given below. Individual claims | AlphaGenome Nature 2026 supplementary comparison tables 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Nature version of record, 28 January 2026 | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of exact retrieved original artifact bytes Format: xlsx |
| Diagram steps ["Compute multimodal CAGI5 features","Scale from training data","Fit per-locus cross-validated LASSO","Evaluate test-locus correlations"] Individual claims | alphagenome: Journal full-text XML 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Retrieved page snapshot; no immutable publisher revision supplied | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
| Diagram steps ["Compute multimodal CAGI5 features","Scale from training data","Fit per-locus cross-validated LASSO","Evaluate test-locus correlations"] Individual claims | AlphaGenome Nature 2026 supplementary methods 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplement to Nature version of record, 28 January 2026; content hash pinned | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of exact publisher PDF bytes Format: original_pdf |
| Diagram steps ["Compute multimodal CAGI5 features","Scale from training data","Fit per-locus cross-validated LASSO","Evaluate test-locus correlations"] Individual claims | AlphaGenome Nature 2026 supplementary comparison tables 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Nature version of record, 28 January 2026 | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of exact retrieved original artifact bytes Format: xlsx |
| Diagram title Supervised multimodal CAGI5 MPRA prediction: evaluation procedure Individual claims | alphagenome: Journal full-text XML 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Retrieved page snapshot; no immutable publisher revision supplied | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
| Diagram title Supervised multimodal CAGI5 MPRA prediction: evaluation procedure Individual claims | AlphaGenome Nature 2026 supplementary methods 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplement to Nature version of record, 28 January 2026; content hash pinned | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of exact publisher PDF bytes Format: original_pdf |
| Diagram title Supervised multimodal CAGI5 MPRA prediction: evaluation procedure Individual claims | AlphaGenome Nature 2026 supplementary comparison tables 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Nature version of record, 28 January 2026 | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of exact retrieved original artifact bytes Format: xlsx |
| Dataset and biological context CAGI5 training/test sets per locus, using native hg19 sequence and GENCODEv19. Individual claims | alphagenome: Journal full-text XML 'Suppl Table 4 Variant performan'!A12:P12; Supplementary Methods p.30, Chromosome Splits for Variant Benchmarks; Supplementary Methods p.40, Benchmarking on CAGI5 MPRA; Table10 cell-type matching; ExtendedDataFig8 caption; methods: p.40, Benchmarking on the CAGI5 MPRA challenge; paper: Extended Data Fig.8c; Fig.5j; tables: Suppl Table 4 Variant performan; evaluation index 10; sheet rows 12 Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Retrieved page snapshot; no immutable publisher revision supplied | source checked automated source review · 2026-09-17 Audit detailsPrimary-source transcription and separate automated source review. No human sign-off or independent experimental reproduction. Field: Source artifact SHA-256: Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact |
Release 2026-09-17-d277315f7d76 · Record review: needs review
Stable ID: alphagenome-2026-t4-protocol-10