NMD-VCell Neuromuscular Virtual Cell Research Platform Neuromuscular Virtual Cell Platform · Evidence → perturbation → experiment → outcome NMD = neuromuscular disorders

Release 2026.08DMD context observedDMD candidate-conditioned prediction not yet eligible

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Evidence freeze: 3 August 2026 Resource: v1.2.0-measured-dmd-evidence Schema: 1.1 Open release status →

Candidate evidence workbench · DMD hypotheses

Compare evidence vectors, then decide what to test next.

Use candidates to decide what to test next. A candidate is useful only when it resolves a named uncertainty. The default matrix keeps direct observation, muscle context, source agreement, model gate and missing replication separate—without a target score or winner.

Useful for
  • selecting validation questions
  • choosing an assay or analysis
  • balancing a pilot perturbation panel
  • creating a Study Card with explicit controls
Not evidence of
  • a proven therapeutic target
  • clinical benefit or safety
  • a calibrated DMD response prediction
  • superiority over another candidate

Shared reading grammar

Evidence metadata fields—never one confidence score.

Every state uses text plus a shape or border. Missing evidence and a equivalent-null result are different states.

Origin Observed Computational Missing
Context relation Target context Same tissue Locus correction External cell
Unit structure Donor / line Culture Pathway Not estimable
Lifecycle Draft Frozen Registered Released
Outcome / absence Supportive Measured null Inconclusive Not measured

Candidate evidence vector matrix

All 21 hypotheses, compared without ranking.

Each cell is one frozen evidence dimension—not a component of a hidden score. Text and symbols distinguish available, contextual, conflicted, below-threshold and missing evidence.

Download candidate TSV
7Computational replication7Risk/context review4Verify expression2Muscle-context assay1Provisional hold · external report not yet audited
available/supporting partial/context conflicted !below expression threshold missing/locked
Current display order is action then gene; no numeric current rank or winner is generated.
Gene Current action L2 obs. Muscle expr. Source agree Counteralignment range Strict gate L3b rep.
CPEB1 Verify expression yeslow0.670.01…0.12not passedpending
DNAAF3 Verify expression yeslow1-0.04…0.06not passedpending
EPS8L1 Verify expression yeslow1-0…0.11not passedpending
ZFP69B Verify expression yeslow0.67-0.05…0.06not passedpending
INTS13 Risk/context review yesTPM>11-0.03…0.06not passedpending
NAGLU Risk/context review yesTPM>10.75-0.04…0.05not passedpending
RAC3 Risk/context review yeslow0.750.01…0.09not passedpending
RNASEH2C Risk/context review yesTPM>11-0.05…0.04not passedpending
RNF8 Risk/context review yesTPM>10.5-0.03…0.04not passedpending
WDR4 Risk/context review yesTPM>11-0.02…0.06not passedpending
ZNF236 Risk/context review yesTPM>10.5-0.07…0.09not passedpending
MON1A Muscle-context assay yesTPM>10.5-0.07…0.05not passedpending
ZNF133 Muscle-context assay yesTPM>10.75-0.04…0.07not passedpending
ADAM10 Computational replication yesTPM>10.5-0.01…0.08not passedpending
CALR Computational replication yesTPM>10.75-0.01…0.07not passedpending
DDX19B Computational replication yesTPM>10.5-0.05…0.02not passedpending
DNM1 Computational replication yesTPM>10.5-0.07…0.02not passedpending
EHMT2 Computational replication yesTPM>10.75-0.03…0.03not passedpending
LMO2 Computational replication yesTPM>10.75-0.08…0.02not passedpending
MPHOSPH6 Computational replication yesTPM>11-0.04…0.08not passedpending
GFOD2 Provisional hold · external report not yet audited yesTPM>10.5-0.05…0.08not passedpending

Candidate Decision Layer · 21 governed hypotheses

What is each candidate actually for?

Each card binds one gene to one research question, one decision-blocking gap and one result rule. The cards are grouped by current action and alphabetized within each group; they are not ranked.

Candidate a governed hypothesisUse the uncertainty it can resolveNext action the smallest valid handoffResult rule what changes our mind
2 candidates

Test in human myogenic cells

Muscle-context assay

MON1A

GAP-02

Does the MON1A response observed outside muscle transfer to a controlled human myogenic system?

Why this candidate is useful
Use this candidate to test context transfer and decide whether a matched DMD/control study is justified.
Decision available now
Eligible for a preregistered human-myogenic feasibility experiment; not established as a therapeutic target.
What blocks the decision
Independent muscle-context perturbation is absent
Minimum next action
Perturb MON1A with at least two independent reagents in a declared human myogenic state and freeze one functional primary endpoint.
How would the result change the decision?

SupportiveIf engagement and QC pass, both reagents agree, and the primary phenotype replicates beyond one biological unit, advance to matched DMD/control validation.

NullIf engagement and QC pass but the primary phenotype is null, record a null muscle-context outcome and stop treating the non-muscle response as transferable.

Inconclusive / QC failureIf reagents, donors or batches disagree, classify the result as inconclusive and resolve heterogeneity before any escalation.

Muscle-context assay

ZNF133

GAP-02

Does the ZNF133 response observed outside muscle transfer to a controlled human myogenic system?

Why this candidate is useful
Use this candidate to test context transfer and decide whether a matched DMD/control study is justified.
Decision available now
Eligible for a preregistered human-myogenic feasibility experiment; not established as a therapeutic target.
What blocks the decision
Independent muscle-context perturbation is absent
Minimum next action
Perturb ZNF133 with at least two independent reagents in a declared human myogenic state and freeze one functional primary endpoint.
How would the result change the decision?

SupportiveIf engagement and QC pass, both reagents agree, and the primary phenotype replicates beyond one biological unit, advance to matched DMD/control validation.

NullIf engagement and QC pass but the primary phenotype is null, record a null muscle-context outcome and stop treating the non-muscle response as transferable.

Inconclusive / QC failureIf reagents, donors or batches disagree, classify the result as inconclusive and resolve heterogeneity before any escalation.

4 candidates

Confirm the gene is detectable

Verify expression

CPEB1

GAP-06

Is CPEB1 detectably expressed at RNA and protein level in the intended human muscle model?

Why this candidate is useful
Use this candidate to decide whether a perturbation experiment would be technically interpretable.
Decision available now
Expression feasibility must be resolved before perturbation resources are committed.
What blocks the decision
Expression feasibility is not verified in the intended model
Minimum next action
Measure CPEB1 RNA and, where a validated reagent exists, protein in the intended myoblast or myotube state.
How would the result change the decision?

SupportiveIf the predeclared detectability threshold is met in independent biological replicates, move to a bounded perturbation design.

NullIf the target stays below the frozen detectability threshold, stop or redesign the assay; this is a feasibility result, not evidence of no biological role.

Inconclusive / QC failureIf RNA and protein or biological replicates disagree, retain the expression gate and resolve assay specificity or state dependence.

Verify expression

DNAAF3

GAP-06

Is DNAAF3 detectably expressed at RNA and protein level in the intended human muscle model?

Why this candidate is useful
Use this candidate to decide whether a perturbation experiment would be technically interpretable.
Decision available now
Expression feasibility must be resolved before perturbation resources are committed.
What blocks the decision
Expression feasibility is not verified in the intended model
Minimum next action
Measure DNAAF3 RNA and, where a validated reagent exists, protein in the intended myoblast or myotube state.
How would the result change the decision?

SupportiveIf the predeclared detectability threshold is met in independent biological replicates, move to a bounded perturbation design.

NullIf the target stays below the frozen detectability threshold, stop or redesign the assay; this is a feasibility result, not evidence of no biological role.

Inconclusive / QC failureIf RNA and protein or biological replicates disagree, retain the expression gate and resolve assay specificity or state dependence.

Verify expression

EPS8L1

GAP-06

Is EPS8L1 detectably expressed at RNA and protein level in the intended human muscle model?

Why this candidate is useful
Use this candidate to decide whether a perturbation experiment would be technically interpretable.
Decision available now
Expression feasibility must be resolved before perturbation resources are committed.
What blocks the decision
Expression feasibility is not verified in the intended model
Minimum next action
Measure EPS8L1 RNA and, where a validated reagent exists, protein in the intended myoblast or myotube state.
How would the result change the decision?

SupportiveIf the predeclared detectability threshold is met in independent biological replicates, move to a bounded perturbation design.

NullIf the target stays below the frozen detectability threshold, stop or redesign the assay; this is a feasibility result, not evidence of no biological role.

Inconclusive / QC failureIf RNA and protein or biological replicates disagree, retain the expression gate and resolve assay specificity or state dependence.

Verify expression

ZFP69B

GAP-06

Is ZFP69B detectably expressed at RNA and protein level in the intended human muscle model?

Why this candidate is useful
Use this candidate to decide whether a perturbation experiment would be technically interpretable.
Decision available now
Expression feasibility must be resolved before perturbation resources are committed.
What blocks the decision
Expression feasibility is not verified in the intended model
Minimum next action
Measure ZFP69B RNA and, where a validated reagent exists, protein in the intended myoblast or myotube state.
How would the result change the decision?

SupportiveIf the predeclared detectability threshold is met in independent biological replicates, move to a bounded perturbation design.

NullIf the target stays below the frozen detectability threshold, stop or redesign the assay; this is a feasibility result, not evidence of no biological role.

Inconclusive / QC failureIf RNA and protein or biological replicates disagree, retain the expression gate and resolve assay specificity or state dependence.

7 candidates

Review safety and biological context

Risk/context review

INTS13

GAP-08

Does INTS13 have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for INTS13 with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

Risk/context review

NAGLU

GAP-08

Does NAGLU have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for NAGLU with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

Risk/context review

RAC3

GAP-08

Does RAC3 have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for RAC3 with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

Risk/context review

RNASEH2C

GAP-08

Does RNASEH2C have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for RNASEH2C with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

Risk/context review

RNF8

GAP-08

Does RNF8 have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for RNF8 with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

Risk/context review

WDR4

GAP-08

Does WDR4 have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for WDR4 with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

Risk/context review

ZNF236

GAP-08

Does ZNF236 have a dependency, toxicity or context-specific safety profile that blocks escalation?

Why this candidate is useful
Use this candidate to decide whether a usable perturbation window exists before testing disease relevance.
Decision available now
Safety and dependency context require review before a larger perturbation experiment.
What blocks the decision
Safety and dependency context blocks escalation
Minimum next action
Run a context-matched dose/time and viability review for ZNF236 with engagement, toxicity and stop rules declared in advance.
How would the result change the decision?

SupportiveIf a reproducible perturbation window meets engagement and viability gates across biological units, advance to a functional muscle assay.

NullIf no acceptable window remains after engagement and QC, stop escalation and retain the negative feasibility evidence.

Inconclusive / QC failureIf the window is donor-, dose- or reagent-specific, classify the result as context dependent and redesign before escalation.

7 candidates

Reproduce the result independently

Computational replication

ADAM10

GAP-07

Does the ADAM10 evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the ADAM10 analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

Computational replication

CALR

GAP-07

Does the CALR evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the CALR analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

Computational replication

DDX19B

GAP-07

Does the DDX19B evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the DDX19B analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

Computational replication

DNM1

GAP-07

Does the DNM1 evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the DNM1 analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

Computational replication

EHMT2

GAP-07

Does the EHMT2 evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the EHMT2 analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

Computational replication

LMO2

GAP-07

Does the LMO2 evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the LMO2 analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

Computational replication

MPHOSPH6

GAP-07

Does the MPHOSPH6 evidence pattern survive an independent dataset and frozen analysis workflow?

Why this candidate is useful
Use this candidate to decide whether the current computational signal is reproducible enough to justify experimental escalation.
Decision available now
Experimental escalation remains provisional until the signal is independently reproduced.
What blocks the decision
Independent computational replication is absent
Minimum next action
Repeat the MPHOSPH6 analysis in an independent dataset with frozen mapping, contrasts, baselines, null controls and uncertainty reporting.
How would the result change the decision?

SupportiveIf direction and uncertainty reproduce under the frozen plan, retain the candidate and move to its next context-specific gate.

NullIf the signal does not reproduce despite adequate coverage and QC, retain the negative result and do not escalate from the original analysis alone.

Inconclusive / QC failureIf coverage, mapping or source design prevents a fair comparison, mark the replication non-evaluable rather than positive or negative.

1 candidate

Pause until external evidence is audited

Provisional hold · external report not yet audited

GFOD2

GAP-09

Can the reported external GFOD2 evidence be reproduced from traceable quantitative data and provenance?

Why this candidate is useful
Use this candidate to decide whether an external report is strong enough to change the governed evidence state.
Decision available now
Keep the current status unchanged until the external result is imported and audited.
What blocks the decision
External quantitative evidence has not been imported and audited
Minimum next action
Import the GFOD2 effect estimates, denominators, analysis rules and provenance, then reproduce the reported conclusion.
How would the result change the decision?

SupportiveIf the quantitative result and provenance reproduce, reassign the candidate through the normal evidence-transition rules.

NullIf the report cannot be reproduced or supported by its source data, keep the hold and retain the failed audit as evidence.

Inconclusive / QC failureIf essential files or metadata are unavailable, keep the report unassessed and do not translate absence into a negative biological result.

Claim boundary: a Candidate Decision Card authorizes a question and next study, never therapeutic efficacy, safety, DMD benefit or superiority over another gene.

Choose by next action

Start from the uncertainty you can resolve.

These five groups say what should happen before a gene advances. Group size is workload, not importance; genes inside a group are alphabetical, not ranked.

2 genes

Ready for a muscle-cell test

These genes have enough current evidence to justify a controlled human muscle-cell experiment.

Next: Test in matched DMD and control muscle cells.
4 genes

Confirm the gene is detectable first

Very low or uncertain muscle expression could make a perturbation result hard to interpret.

Next: Measure target RNA or protein before escalating.
7 genes

Review safety or biological context

A dependency, toxicity or context concern should be resolved before a larger experiment.

Next: Run the stated safety or context check first.
7 genes

Reproduce the analysis independently

The current result should be repeated in a separate frozen workflow before experimental escalation.

Next: Repeat the analysis and compare the direction and uncertainty.
1 gene

Pause until external evidence is reviewed

A reported external result has not yet passed the platform’s evidence review.

Next: Import and audit the evidence before changing the plan.

Reading rule: “ready for a muscle-cell test” means ready for a controlled experiment—not proven to benefit DMD.

How to use one record

Evidence → interpretation → gap → experiment

  1. 1Open a geneCheck identifiers and source-linked observations.
  2. 2Read by contextSeparate DMD, muscle, healthy-myoblast and benchmark evidence.
  3. 3Find the blocking gapDo not treat “not assessed” as “no effect”.
  4. 4Open the Study CardFreeze the minimum experiment that can change the conclusion.
Advanced: how candidates enter the prospective pilot panel

Prospective selection flow

How 21 hypotheses become a balanced 24-slot panel.

Open current project state →
  1. 1
    Freeze the eligible universe21 governed candidate recordsHistorical rank is excluded from the current selection rule.
  2. 2
    Assign candidate strata14 provisional candidate slots6 muscle-context, 4 high-uncertainty and 4 mechanism-diversity slots.
  3. 3
    Add calibration controls10 provisional control slotsKnown, negative/random and toxicity controls remain distinct strata.
  4. 4
    Checksum-freeze the panelSignoff pendingImmutable replacement rules must be approved before registration.
  5. 5
    Register the truth-generation studyAwaiting experimental authorityRequires one endpoint, effect thresholds, approvals and an immutable Study object. Prediction is a separate validation-track requirement.

Selection boundary: occupying a provisional slot means “chosen for a balanced pilot design,” not “ranked as a therapeutic target.”

Expert view: inspect all evidence dimensions and filters

Plan experiments from evidence gaps

Filter the 21 governed hypotheses

All 21 have L2-bounded target-level HepG2 evidence. This research route does not load historical ranks or scores; use the separate historical audit route when provenance fields are required.

Candidate visual dashboard

One screen for action, agreement and missing evidence

Click a bar or tile to filter the table. The tile order follows current action and gene name; it is not clustered and not ranked.

21L2 hypotheses
9L3a assessed
16Muscle TPM ≥ 1
7Dependency caution
Action queueCurrent next step; bar length is count.
Source-agreement heatmapEach tile is a candidate gene; color is source-direction agreement, not biological truth.
Conflicted Partial agreement Full agreement Muscle expression L3a assessed Dependency caution

Gene evidence card

Click any tile to inspect one candidate

The card converts the selected row into a compact evidence route, current gap and minimum next experiment. It is descriptive and reuses frozen fields only.

Showing ZNF133 as an example entry.

Gene evidence card

ZNF133

Muscle-context assay · current research action, not a target rank.

Evidence route

  1. L2 perturbation Observed same-context perturbation
  2. Expression feasibility 4.558 TPM
  3. DMD source direction Conflicted · 3/4 sources
  4. Muscle screen Assessed · no current hit
  5. Dependency context No moderate-dependency flag
Source agreement
3/4 sources
Legacy integrated DMD prior
up
Variant stability
sign varied across variants
Observed cells
84
GAP-02

Independent muscle-context perturbation is absent Highest missing layer: L4 dmd functional validation. Secondary gaps: GAP-03 DMD-relevant functional validation; GAP-07 independent replication.

Minimum next experiment

Design a preregistered muscle-context perturbation assay with controls, QC and stop rules.

No new score or ranking is generated; this card reorganizes frozen current-status and evidence-gap fields for inspection.

Interpretation boundary: this view is a triage dashboard. It does not create a target score, rank, cluster, perturbation outcome label or prediction claim.
Current action and evidence state; no historical rank or score is shown
Gene Current action Highest supported level Integrated direction Source agreement Source state Prior-variant stability Evidence modules Statistical support Muscle context External screen (L3a) Decision-blocking gap Highest missing layer Secondary gaps
CPEB1 Verify expression L2 · observed same-context perturbation up 2/3 Conflicted same sign across variants direction conflicted direction only no significant context rows 0.731 TPM · confirm expression Not assessed GAP-06 Expression feasibility is not verified in the intended model L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
DNAAF3 Verify expression L2 · observed same-context perturbation up 1/1 Direction-consistent up sign varied across variants source limited direction only no significant context rows 0.076 TPM · confirm expression Not assessed GAP-06 Expression feasibility is not verified in the intended model L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
EPS8L1 Verify expression L2 · observed same-context perturbation up 2/2 Direction-consistent up sign varied across variants multisource direction consistent direction only no significant context rows 0.236 TPM · confirm expression Not assessed GAP-06 Expression feasibility is not verified in the intended model L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
ZFP69B Verify expression L2 · observed same-context perturbation up 2/3 Conflicted sign varied across variants direction conflicted direction only no significant context rows 0.155 TPM · confirm expression Not assessed GAP-06 Expression feasibility is not verified in the intended model L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
INTS13 Risk/context review L2 · observed same-context perturbation up 4/4 Direction-consistent up sign varied across variants exploratory multisource core direction only no significant context rows 10.991 TPM Not assessed GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
NAGLU Risk/context review L2 · observed same-context perturbation up 3/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 8.664 TPM Assessed · no current hit GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
RAC3 Risk/context review L2 · observed same-context perturbation up 3/4 Conflicted same sign across variants direction conflicted direction only no significant context rows 0.339 TPM · confirm expression Not assessed GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
RNASEH2C Risk/context review L2 · observed same-context perturbation up 4/4 Direction-consistent up sign varied across variants exploratory multisource core direction only no significant context rows 9.526 TPM Assessed · no current hit GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
RNF8 Risk/context review L2 · observed same-context perturbation up 2/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 4.105 TPM Not assessed GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
WDR4 Risk/context review L2 · observed same-context perturbation up 4/4 Direction-consistent up sign varied across variants exploratory multisource core direction only no significant context rows 4.159 TPM Assessed · no current hit GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
ZNF236 Risk/context review L2 · observed same-context perturbation up 2/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 2.007 TPM Not assessed GAP-08 Safety and dependency context blocks escalation L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
MON1A Muscle-context assay L2 · observed same-context perturbation up 2/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 8.057 TPM Assessed · no current hit GAP-02 Independent muscle-context perturbation is absent L4 dmd functional validation GAP-03 DMD-relevant functional validation; GAP-07 independent replication
ZNF133 Muscle-context assay L2 · observed same-context perturbation up 3/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 4.558 TPM Assessed · no current hit GAP-02 Independent muscle-context perturbation is absent L4 dmd functional validation GAP-03 DMD-relevant functional validation; GAP-07 independent replication
ADAM10 Computational replication L2 · observed same-context perturbation up 2/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 3.116 TPM Assessed · no current hit GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
CALR Computational replication L2 · observed same-context perturbation up 3/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 88.631 TPM Assessed · no current hit GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
DDX19B Computational replication L2 · observed same-context perturbation up 1/2 Conflicted sign varied across variants direction conflicted direction only no significant context rows 7.229 TPM Assessed · no current hit GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
DNM1 Computational replication L2 · observed same-context perturbation up 2/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 1.4 TPM Not assessed GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
EHMT2 Computational replication L2 · observed same-context perturbation up 3/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 6.406 TPM Not assessed GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
LMO2 Computational replication L2 · observed same-context perturbation up 3/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 15.237 TPM Not assessed GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
MPHOSPH6 Computational replication L2 · observed same-context perturbation up 4/4 Direction-consistent up sign varied across variants exploratory multisource core direction only no significant context rows 4.946 TPM Assessed · no current hit GAP-07 Independent computational replication is absent L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation
GFOD2 Provisional hold · external report not yet audited L2 · observed same-context perturbation up 2/4 Conflicted sign varied across variants direction conflicted direction only no significant context rows 2.947 TPM Not assessed GAP-09 External quantitative evidence has not been imported and audited L4 dmd functional validation GAP-02 independent muscle-context perturbation; GAP-03 DMD-relevant functional validation; GAP-07 independent replication
Gap ontology

GAP-01 no independent perturbation · GAP-02 no muscle-context perturbation · GAP-03 no DMD-derived model · GAP-04 no functional phenotype · GAP-05 no dose/time response · GAP-06 no protein/expression validation · GAP-07 no donor or dataset replication · GAP-08 no safety assessment · GAP-09 external evidence not imported.