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Release 2026.08DMD context observedDMD candidate-conditioned prediction not yet eligible
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Evidence freeze: 3 August 2026Resource: v1.2.0-measured-dmd-evidenceSchema: 1.1Open release status
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Stable server-rendered gene record · v1.2.0-measured-dmd-evidence

GFOD2

Provisional hold · external report not yet audited

G3 · non-DMD perturbation evidenceR1 · non-DMD perturbation substrateSupported · L2 observed same context perturbationAssessed · L2 observed same context perturbation

What this meansGFOD2 has been experimentally perturbed in HepG2 cells, but it has not been independently perturbed in a DMD muscle model. Different DMD datasets do not completely agree on its disease-associated direction. The next useful step is provisional hold · external report not yet audited—not a therapeutic claim.

通俗解释GFOD2已经在HepG2细胞中做过扰动,但尚未在DMD肌肉模型中独立验证。不同DMD数据集对它的疾病相关方向并不完全一致。下一步应完成能弥补当前证据缺口的受控实验,而不能把它直接称为治疗靶点。

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Prediction readinessR1 · non-DMD perturbation substrate
Current evidenceObserved perturbation in the same HepG2 context
Additional contextNo qualifying external myogenic screen
Historical DMD prior (legacy)up
Source agreement2/4 sources

Gene Entity Page 2.1 · quantitative layer

Dataset-level evidence for GFOD2

Every row keeps its original context, metric and denominator. Empty fields remain explicit; no cross-source meta-effect is computed.

Download evidence JSON →
IdentityReleasedHGNC:28159 · ENSG00000141098
PerturbationMeasured in HepG2127 contributing cells
Muscle contextScreen not assessed2.94732 TPM in skeletal muscle
DMD context4 source rowsDirectional conflict retained
DMD perturbation truthMissingNo independent DMD-muscle perturbation outcome
Calibrated predictionLockedR1 · no calibrated DMD response model
Dataset-level evidence rows for GFOD2
Dataset / evidenceContext and endpointObserved valueDenominator / supportState and source
HEPG2_CRISPRI_FROZEN_AGGREGATEperturbation observationEligible cells contributing to the frozen target-level aggregateHepG2; CRISPRi; non-muscle, non-DMD context127 cells127 cellsmeasuredOpen sourceObserved perturbation coverage in HepG2. The cells are not independent biological replicates and do not establish a DMD effect.
GTEX_V8_SKELETAL_MUSCLEexpression contextExpression feasibility contextHuman skeletal muscle tissue2.94732 TPM1 contexts · row count unavailablecontext onlyOpen sourceTissue expression supports assay feasibility only; it does not establish cell-type expression, function or perturbation response.
DEPMAP_CONTEXT_METRICdependency contextMedian gene-effect context metricDepMap cell-line dependency context; not muscle-specific-0.076846 DepMap gene-effect scoreDenominator not carriedcontext onlyOpen sourceA broad dependency context metric. It is not a safety result and is not evidence of disease-selective dependency.
HEPG2_CONTEXT_RELATIONSHIP_V06context relationshipContextual signature relationshipSame processed HepG2 perturbation substrate0.074113 unitless score127 cells contributing to the target aggregatecontext onlyOpen sourceA descriptive relationship within the same processed context; it is not therapeutic rescue or an independently validated effect.
DMD single-cell baseline pseudobulkdisease context effectDisease-associated baseline expressionDMD skeletal-muscle single-cell source; baseline pseudobulk summaries0.127772 source-specific effect scaleMedian signed score 0.0000014516 contexts · 16 rows0 significant rowscontext onlyOpen sourceObserved-expression source summary; contextual evidence rather than candidate perturbation truth.
DMD single-cell delta / DIDdisease context effectDisease-associated change across declared contextsDMD skeletal-muscle single-cell source; final-label delta / DID summaries0.006615 source-specific effect scaleMedian signed score 0.0000005617 contexts · 17 rows0 significant rowscontext onlyOpen sourceObserved-expression source summary; contextual evidence rather than candidate perturbation truth.
SEMA3C DESeq2 source-statedisease context effectSource-specific differential expressionDMD skeletal-muscle source-state analysis-0.06002 source-specific effect scaleMedian signed score -0.000000269 contexts · 9 rows0 significant rowscontext onlyOpen sourceObserved-expression source summary; contextual evidence rather than candidate perturbation truth.
SEMA3C NicheNet target-statedisease context effectInferred target-state relationshipDMD skeletal-muscle regulatory-inference context-0.090854 source-specific effect scaleMedian signed score -0.006728822 contexts · 2 rows0 significant rowscontext onlyOpen sourceRegulatory-inference channel; displayed separately and not pooled as an independent expression cohort.

Source-specific effect display

DMD source-effect forest

Position is scaled to the largest absolute effect shown for this gene. Values remain on source-specific scales and are not pooled.

sc baseline pseudobulk+0.12777216 contexts · 0/16 significant rows
sc delta/DID+0.00661517 contexts · 0/17 significant rows
DESeq2 source-state-0.060029 contexts · 0/9 significant rows
NicheNet target-state-0.0908542 contexts · 0/2 significant rows
independent dmd muscle perturbationmissing not negativeUnlock: Run an independent, quality-controlled perturbation in a declared DMD-relevant human myogenic model with biological replication.
per gene deg pathway and cell state profilesource context summary only dmd perturbation missingUnlock: The v1.7 bridge publishes a HepG2 source-context summary and cross-DMD-source pathway projections. A disease-matched candidate perturbation with a biological denominator remains required.
calibrated dmd response predictionlockedUnlock: Accumulate prospective DMD perturbation outcomes and pass the registered calibration, applicability and external-validation gates.

Dataset rows preserve their original context and scale. They are not pooled into a causal effect, therapeutic rank or calibrated DMD prediction.

Frozen candidate bridge · PCB-v0.2-20260804

Cross-context DMD statistical bridge

Measured HepG2 response is compared with three separately measured DMD pathway axes. Individual source results come first; pooled values are exploratory descriptive summaries only.

Download all 21 rows →
Measured candidate DMD perturbations0/21
Validated candidate-level predictions0

Cross-context projection is not a measured GFOD2 response in DMD muscle and does not establish rescue, efficacy, or a target rank.

HepG2 candidate / control cells127 / 4,976Cell-level exploratory comparison; no biological-replicate column.
Target-gene delta-0.112663Target present in the expression panel.
Exploratory DE rows1731 rows at cell-level FDR < 0.05; donor/disease inference blocked.
Robust Reactome pathways3511 up · 24 down of 1,378 tested.
Cross-DMD-source pathway projections for GFOD2
Measured DMD sourceDirect projection ρCascade projection ρStatistical unit and ceiling
GSE233606-0.351011,360 pathways-0.350271,360 pathwaysone line per condition3566 cells · descriptive unselected gene-axis concordance
GSE272233-0.198931,320 pathways-0.196211,320 pathways3 reported biological repeats per group21 samples · background-specific correction response
GSE2776370.081321,360 pathways0.048741,360 pathways4 lines with one shared WT10480 cells; 4 pseudobulks · line-specific descriptive effects
Direct projection heterogeneity98.6% · Q 139.33Pooled ρ -0.16044 · source direction not consistent
Cascade projection heterogeneity98.3% · Q 118.03Pooled ρ -0.16999 · source direction not consistent
DMD-correction alignmentρ -0.085461,320 pathways · contextual alignment, not candidate validation.
Bridge projection stateABSTAIN OR VALIDATE IN DMD PERTURB SEQL2 CROSS CONTEXT NETWORK HYPOTHESIS ONLY · does not override the governed current action or create a rank.
Why the workflow abstains
  • disease source projection inconsistent
  • correction alignment not positive

Pathways overlap and the three source vectors are not independent studies. HepG2 cell-level statistics support source-context exploration only. The disease-matched functional-validation gate remains open.

What this candidate is for

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

A candidate record authorizes a bounded question and next experiment. It does not authorize a therapeutic or clinical claim.

GAP-09
Practical useDecide whether an external report is strong enough to change the governed evidence state.
Decision available nowKeep the current status unchanged until the external result is imported and audited.
What blocks itExternal quantitative evidence has not been imported and audited
Minimum next actionImport the GFOD2 estimates, denominators, analysis rules and provenance, then reproduce the conclusion.
How would the result change the decision?

SupportiveReassign the candidate through the evidence-transition rules only if the quantitative result and provenance reproduce.

NullKeep the hold and retain the failed audit as evidence if the report cannot be reproduced.

Inconclusive / QC failureKeep the report unassessed when essential files or metadata are unavailable.

Gene Entity Page 2.1

Entity graph: identity, evidence and prospective objects

This chain shows which objects exist for GFOD2, which are still drafts and which registries are empty. Empty is not a negative experimental result.

v1.2.0-measured-dmd-evidence
Object IDGENE:v1.2.0-measured-dmd-evidence:GFOD2
HGNCHGNC:28159
EnsemblENSG00000141098
NCBI Gene81577
Disease scopeDMD evidence context
01 · Gene objectRELEASEDStable identity and typed core record
02 · Evidence objectObserved · context-boundedNo DMD perturbation truth is implied
03 · Model gateR1 · R1 · non-DMD perturbation substratePredictionReadiness governance state
04 · Study objectDRAFT · editableCandidate Study Card available
05 · Prediction objectEMPTYNo immutable prospective prediction
06 · Outcome objectEMPTYNo linked measured outcome

Claim boundary: object connectivity improves traceability; it does not raise the evidence tier or authorize a therapeutic claim.

Gene visual profile · 基因证据剖面

One-page evidence profile for GFOD2

A four-panel, descriptive view of the same bounded gene record: evidence depth, DMD source matrix, context gauges and the current decision gap. No score, target rank or prediction claim is computed.

a

Evidence profile

  1. L1 resourceStable record released
  2. L2 HepG2 perturbationassessed
  3. L3a external screenNot assessed
  4. L3b independent replicationNot assessed
  5. L4 DMD / muscle validationMissing
  6. L5 therapeutic / clinicalUnsupported
b

DMD source matrix

sc baseline pseudobulkPositive source directionMedian effect +0.127772 · signed score 0.00000145observed expression · 16 contexts · 0/16 significant rows
sc delta/DIDPositive source directionMedian effect +0.006615 · signed score 0.00000056observed expression · 17 contexts · 0/17 significant rows
DESeq2 source-stateNegative source directionMedian effect -0.06002 · signed score -0.00000026observed expression · 9 contexts · 0/9 significant rows
NicheNet target-stateNegative source directionMedian effect -0.090854 · signed score -0.00672882regulatory inference · 2 contexts · 0/2 significant rows

Observed-expression and regulatory-inference channels are displayed side by side and are not pooled as independent cohorts.

c

Context gauges

Source agreement2/4 sources
This measures agreement among source pipelines; it is not biological ground truth.
Muscle expression2.947 TPM
Visual guide; ≥1 TPM is the current triage threshold.
Cells contributing to the aggregate127
Coverage count, not a power calculation.
External screenNot assessed
No qualifying evidence is available in this release; this is not a negative result.
d

Gap ladder

GAP-09External quantitative evidence has not been imported and audited
  1. Current actionProvisional hold · external report not yet audited
  2. Highest missing layerL4 dmd functional validation
  3. Claim boundaryNo P1/P2 prediction claim unlocked

Interpretation boundary: this visual profile reorganizes frozen fields for inspection. It does not create a source-balanced successor result, a causal conclusion, a therapeutic direction or a clinical decision-support claim.

Decision boundary

What must be resolved next

Decision-blocking gapGAP-09 · External quantitative evidence has not been imported and audited
Highest missing layerL4 dmd functional validation
Readiness upgrade requiredAdd a muscle-context or DMD-background perturbation endpoint with frozen analysis rules.

The decision-blocking gap is the next missing layer that prevents the current action from advancing. The highest missing layer is the longer-term evidence ceiling; it is not necessarily the next experiment.

DMD context

Source-state record

DMD source-state fields for GFOD2
Direction stateconflicted
Variant stabilitysign varied across variants
Evidence modulesdirection conflicted
Statistical supportdirection only no significant context rows
Coverage4 of 4 sources
Uncertaintydirection conflict retained

Identifiers and context

Machine-resolvable core

Machine-resolvable identifiers and context for GFOD2
HGNCHGNC:28159
EnsemblENSG00000141098
NCBI Gene81577
HepG2 perturbationassessed
HepG2 observed cells127
Observed counteralignment0.07411341
Myoblast screennot assessed
Myoblast fusion-screen effectNot available
Myoblast fusion-screen FDRNot available
Skeletal-muscle expression2.94732 TPM
DepMap median gene effect-0.07684586

Cite this record

Stable identity

Object ID: GENE:v1.2.0-measured-dmd-evidence:GFOD2

NMD-VCell. GFOD2 evidence record. Resource v1.2.0-measured-dmd-evidence; evidence freeze 2026-08-03; schema 1.1; build EA-20260817-57. DOI pending.