rewirebio.iobenchmarks
Protocol

Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)

Proportion of solved cases whose causal gene each tool and parameter protocol ranks within the top k.

13 evaluations · 91 results

Overview

Proportion of solved cases whose causal gene each tool and parameter protocol ranks within the top k.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

13 recorded evaluations, 91 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

View coverage and remaining gaps across all benchmarks

Results

Results are available, but no reviewed comparison panel is linked in this release.

All evaluations

13 evaluations · 91 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: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
50.7% top-1-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top1 (%)'
Configuration: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
86.8% top-10-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top10 (%)'
Configuration: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
88.2% top-20-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top20 (%)'
Configuration: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
89.5% top-30-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top30 (%)'
Configuration: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
89.5% top-40-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top40 (%)'
Configuration: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
79.6% top-5-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top5 (%)'
Configuration: AMELIE 3.1.0, Protocol A (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
89.5% top-50-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol A on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT A), column 'Top50 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
52% top-1-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top1 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
87.5% top-10-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top10 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
88.8% top-20-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top20 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
90.1% top-30-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top30 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
90.8% top-40-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top40 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
80.3% top-5-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top5 (%)'
Configuration: AMELIE 3.1.0, Protocol B (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
90.8% top-50-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol B on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT B), column 'Top50 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
54.6% top-1-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top1 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
86.8% top-10-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top10 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
87.5% top-20-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top20 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
88.2% top-30-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top30 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
88.2% top-40-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top40 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
81.6% top-5-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top5 (%)'
Configuration: AMELIE 3.1.0, Protocol C (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
88.2% top-50-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol C on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT C), column 'Top50 (%)'
Configuration: AMELIE 3.1.0, Protocol D (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
55.9% top-1-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol D on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT D), column 'Top1 (%)'
Configuration: AMELIE 3.1.0, Protocol D (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
86.8% top-10-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol D on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT D), column 'Top10 (%)'
Configuration: AMELIE 3.1.0, Protocol D (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
87.5% top-20-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol D on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT D), column 'Top20 (%)'
Configuration: AMELIE 3.1.0, Protocol D (Yuan et al. 2024)Protocol: Causal-gene rank in 152 KGD trio-family exomes across parameter protocols (Yuan et al. 2024 Table 1)
Dataset: KingMed in-house trio cohort, 152 families (Yuan et al. 2024)
88.2% top-30-accuracy
percent · higher

Uncertainty: Not reported by the source

Coverage: Not reported scored / Not reported eligible

Independent external evaluation · Source checked
Methods, coverage and source

AMELIE Protocol D on KGD

rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

Aggregation: Not reported

Refined preferences of prioritizers improve intelligent diagnosis for Mendelian diseases · Table 1 row (KGD, AMELIE, PROT D), column 'Top30 (%)'

Source checking is not independent reproduction. Release 2026-10-10-6e93f504adfc.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Recorded evaluations

Each evaluation records what was tested and under which conditions.

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Baseline coverage

Reference methods help show what a model adds beyond simple controls. We track a null control and a conventional method for each protocol.

0 of 2 active baseline roles have published Rewire measurements in this release. Measurements on a selected protocol do not establish coverage of an entire suite.

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External evaluations
13

Literature evidence is not a Rewire measurement. Executed but unpublished runs and private review status are not included.

Null control

Proposed control: requires review

Select a task-valid null control after reviewing inputs and metric

Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.

This is a suggested selection rule, not a validated method or a measured score.

Conventional reference

Proposed control: requires review

Select an upstream conventional reference after reviewing the full protocol

Protocol-specific applicability, permitted inputs, access, split, evaluator and execution requirements need review before implementation or execution.

This is a suggested selection rule, not a validated method or a measured score.

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Coverage is derived from release 2026-10-10-6e93f504adfc. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

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Strengths, limitations and unresolved questions

Evidence

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Evidence table

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Sources and history

Release 2026-10-10-6e93f504adfc · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: rare-ranking-20261009-protocol-yuan2024-kgd-parameter-protocols

areas
dna-genomes
contexts
clinical_research
protocol
Run Exomiser and PhenIX under Protocols A-D (pathogenicity source and trio mode), AMELIE under Protocols A-D (allele-frequency cutoff and filterByCount) and LIRICAL once; record the rank of the causal gene; report the percentage of cases in the top 1 and within top 5, 10, 20, 30, 40 and 50.
version
Table 1 rows 'KGD'
source locator
Table 1 rows 'KGD'; Methods 'Visualization and statistical analysis'
limitations
Ranking of the known causal gene in solved cases; does not establish pathogenicity or a diagnosis.; Each case has a single causal gene; cases with no or several causal genes are not represented.; Only Exomiser and PhenIX Protocols C and D are trio mode. Every other row, including all AMELIE and LIRICAL rows, is singleton (Discussion paragraph 1, item 4). The authors' comparison of optimised settings sets trio-mode Exomiser and PhenIX (Protocol D) against singleton AMELIE (Protocol B) and LIRICAL; compare within mode only.; The authors chose Protocol D for Exomiser and PhenIX and Protocol B for AMELIE on these same cohorts, so those six rows (two cohorts) overstate expected performance on new cases. The values of all rows are as printed.; Same authors as Yuan et al. 2022; none developed the tools compared.; What distinguishes Exomiser and PhenIX Protocol C from Protocol D is shown only in the Figure 2 option table (image, not read); the text says only that both are trio mode. The pathogenicity source for C and D is not stated in the text.
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