NMD-VCell Evidence & Experiment Workbench Audit disease-specific evidence, compare gaps, and freeze the missing test Module: Research Workbench · evidence-to-experiment workflow NMD = neuromuscular disorders

Current limit: disease modules compare measured states and intervention evidence, but none emits a calibrated patient-level prediction. DMD candidate validation remains prospective.

Research evidence only 21 prioritized candidate perturbation records 2,160 benchmark perturbation targets 250 observed human-myoblast fusion hits Prospective DMD candidate validation pending Boundary & release
21 Workbench candidates are surfaced for consideration, not ranked as validated targets 2,160 target-level perturbation responses form the frozen HepG2 benchmark substrate GSE293514 Stage B0 contributes 250 healthy-human-myoblast fusion hits and 125 individually validated genes No validated DMD perturbation prediction v1.2.0-measured-dmd-evidence Frozen 3 August 2026 Schema 1.1 Model ridge-safe-v2.3 Benchmark repeated-fold-v2.2 Build EA-20260804-49 DOI pending Open evidence boundary →

Cross-disease comparison

Compare evidence axes without naming a disease “winner.”

The table preserves different cell systems, statistical units and endpoints. Missing evidence is not converted to zero, and null findings are not hidden.

AxisDMDFSHDDM1SMA
Etiologic anchorDMDDUX4DMPK CTG repeatSMN1 / SMN2
Primary modelDMD muscle/correction + cross-context candidatesPatient myotube nuclei + inducible myoblastIsogenic myoblast + patient muscleSpinal organoid + treated patient muscle
Statistical unitDataset-specific donor / replicate1 donor/state descriptive; 4 wells/induced conditionIndependent biopsy; clone-level correctionLine-aggregated organoid; independent muscle biopsy
Strongest added axisMeasured DMD induction/correctionSparse target program + causal timing36-gene splicing convergenceConcordant KIF5A after SMN loss
Null / negative retained0/21 direct candidate DMD perturbation truthNo donor-general prevalence estimateNo global expression reversalNo global ASO expression reversal; muscle modules q>0.30
Permitted useProspective candidate experiment designState stratification and stress-intervention designMolecular/splicing correction referenceNeural response and residual-muscle study design
Claim ceilingNo calibrated DMD candidate responseNo patient efficacyNo prognosis or treatment rankingNo patient motor-outcome prediction

Measured reanalysis

The three added modules share a visual grammar, not a shared score.

Six-panel comparison of FSHD, DM1 and SMA measured evidence and intervention or correction analyses.