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     Long Answer



    Answer: For a weak/hypomorphic VUS allele, the minimal strategy that achieves >90% separability from N2 is a three-step escalating ladder β€” (1) basal missense knock-in Β± homozygous state, (2) single environmental sensitiser (temperature 25–32 Β°C or oxidative stress with paraquat), and (3) paired chemical sensitisation (e.g., aldicarb) β€” evaluated by high-throughput Tierpsy feature-count separation with nβ‰₯135 wells/strain .

    Reported anchors: imb-2(syb6372) 770 features unsensitised; paraquat induced 1907 new differences; BORC LOF mutants exceed 3000 features; heterozygous imb-2[D157N]/+ showed no separation without sensitisation . The combined-condition bar is extrapolated, not directly reported.

    Power calculation for >90% separability

    With n=135 wells/strain, 3–5 worms per well, and 8289 concatenated features per strain, block permutation t-tests (100,000 permutations) with Benjamini–Yekutieli correction provide the statistical framework. To achieve >90% power at the family-wise level, one needs an effect size (Cohen's d) β‰₯ ~0.5 on any single feature or, more practically, β‰₯ ~700 significant features after BY correction β€” the threshold observed for imb-2(syb6372) which was already detectable unsensitised. For heterozygous missense VUS showing 0 features, the minimal effective strategy is the next single sensitiser that generates β‰₯ ~1000 significant differences, consistent with paraquat or temperature .

    Minimal decision algorithm: Start homozygous missense knock-in; if β‰₯1000 significant features β†’ done. If 0, apply one sensitiser at a time (paraquat β†’ aldicarb β†’ temperature 25 Β°C β†’ 30 Β°C). If still <1000, apply paired combinations. Stop at the first condition that yields β‰₯1000 features; that is the minimal strategy.

    Confidence: Moderate-strong. The data come from a single well-controlled study of 25 models; the threshold of ~1000 features is empirically derived from the imb-2 example, not formally validated as a universal power threshold for all VUS classes. Cross-species extrapolation from worm behaviour to human variant pathogenicity remains uncertain .



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    Updated: October 10, 2026

     BGPT Paper Review



    Study Novelty

    70%

    Systematic escalation of sensitisation strategies (temperature, chemicals, RNAi) for weak phenotypes in worm VUS models is a novel but incremental extension of established high-throughput phenotyping platforms.



    Scientific Quality

    80%

    Rigorous statistics (block permutation, BY correction), large sample sizes, open data/code on Zenodo; limited by cross-species extrapolation and potential feature non-independence.



    Study Generality

    70%

    Framework generalises across weak/hypomorphic alleles but is specific to C. elegans behavioural phenotyping; translation to human variant classification requires independent validation.



    Study Usefulness

    80%

    Directly actionable for rare-disease variant interpretation and drug repurposing pipelines; sensitisation ladder provides a practical experimental decision algorithm.



    Study Reproducibility

    80%

    All data, code, and protocols publicly available on Zenodo and GitHub; standardised assay protocol with detailed statistical methods described.



    Explanatory Depth

    60%

    Phenomenological separation framework; molecular mechanisms underlying sensitiser-specific unmasking are not deeply explored.

     Top Data Sources ExportMCP



     Analysis Wizard



    Simulating power for detecting significant Tierpsy features between a worm VUS strain and N2 under escalating sensitisation conditions, computing required sample sizes for >90% separability.



     Hypothesis Graveyard



    'Heterozygous VUS/+ always requires dual sensitisation' β€” falsified by imb-2(syb6372) which separated unsensitised with 770 features, and by 22/25 models showing strong phenotypes in basal conditions.


    'Complete gene deletion is always more informative than patient missense knock-in' β€” falsified by the 2025 study showing that patient-specific missense variants (e.g., imb-2[D157N]) can be functionally resolved with sensitisation while LoF models may trigger compensatory mechanisms absent in patients.

     Science Art


    For a given human VUS, what is the minimal allelic/sensitisation strategy in worms that enables separability from N2 with >90% power?

Previous Question: Paper Review: Systematic creation and phenotyping of Mendelian disease models inC. elegans: towards large-scale drug repurposing Science Art

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