NMD-VCell Research Workbench Module: Study design · evidence-to-experiment workflow NMD = neuromuscular disorders
v1.0 candidate Frozen 25 Jul 2026 DOI pending
v1.0.0-database-resource Schema 1.1 Model ridge-safe-v2.3 Benchmark repeated-fold-v2.2 Build EA-20260729-15 v1.0 is a database and evidence-governance release; it is not a validated disease-prediction or clinical decision-support release.
Current evidence ceiling L2 observed HepG2 limited L3a context No independent DMD perturbation validation Open boundary

Flagship 01 · draft protocol

DMD Minimum Perturbome

A 24-slot prospective pilot designed to produce the first independently replicated DMD functional perturbation outcomes.

Important. Twenty-four selection slots are defined; the genes, primary endpoint, effect margin, sample size and QC thresholds remain deliberately unfrozen. This is not a registered experiment yet.

Selection frame

Do not select only the highest-scoring candidates

StratumSlotsPurpose
Muscle-context candidates6Highest immediate disease-context utility
High uncertainty4Calibrate abstention and active learning
Mechanism diversity4Avoid a single-pathway panel
Known myogenesis/DMD controls4Assay-positive calibration
Random or negative controls4Estimate selection enrichment
Toxicity controls2Calibrate the safety boundary

Factorial axes

Every outcome retains context, state, time and replication

Disease context

DMD + matched control

DMD-derived human myogenic system plus matched healthy or isogenic-corrected system.

Perturbation

Direction and modality explicit

CRISPRi, CRISPRa, KO or siRNA chosen per question; two independent reagents where feasible.

Cell state

Myoblast → myotube

Proliferation, early differentiation, fusion and maturing myotube are not pooled into one context label.

Replication

Reagent · donor · batch

Cells inside one well are measurements, not independent biological replicates.

Mechanism timeline

Early mechanism precedes late phenotype

T0Baseline

Control state and assay eligibility.

6–12 hMechanism

Direct molecular and signalling response.

24–48 hTransition

Regulatory program and state proportion.

4–7 dFunction

Fusion, morphology, DMD function and toxicity.

Endpoint hierarchy

Target engagement → muscle function → DMD function → safety cost

Planning primary endpoint

Fusion index at an assay-calibrated late timepoint; must be confirmed or replaced before registration.

The final primary endpoint and timepoint must be immutable before outcome access.

Primary estimand

The DMD-versus-matched-control difference in perturbation effect on the frozen primary functional endpoint, with reagent-specific and donor-specific estimates retained.

DMD functional panel

membrane integrity · contraction · calcium handling · mitochondrial function · oxidative stress · injury susceptibility · regeneration response

Safety and cost

viability · proliferation · differentiation blockade · global stress · essentiality · off-target phenotype

Outcome ontology

Failure, null and heterogeneity are first-class results

robust_responderdmd_specific_responderdonor_variablestate_specifictoxic_respondernull_with_equivalence_margindiscordantqc_failureinconclusive

Hard gates

What must be frozen before the first experiment starts

  1. freeze the 24 slot assignments and selection rules
  2. freeze one primary endpoint and numeric minimally important effect
  3. freeze negligible-effect margin
  4. freeze sample size or pilot variance rule
  5. freeze target-engagement, viability and imaging QC thresholds
  6. confirm biospecimen, institutional and laboratory approvals
  7. register the immutable Study and Prediction objects before outcome access
Boundary. This is a draft experiment-registration contract. It contains no assigned 24-gene panel, no experiment, no outcome and no efficacy claim.