Campaign run · Parkinson's disease

parkinson-lincs-reversal-r4

PDCompleted the pipelineAttempt 4 of 4 at this topic

Which approved or late-phase compounds in the LINCS L1000 Phase II touchstone library produce gene-expression signatures that maximally reverse the PD-vs-control transcriptomic signature of SNpc dopaminergic neurons (Fullard 2024) — and how many of the top-50 reversing candidates have prior PD-drug-repositioning evidence in Open Targets or in published PD repurposing hit lists?

  • Supported 1
  • Not supported 2
  • Inconclusive 1
  • Not testable (data) 1

Status

How far it got
Completed the pipeline

Tested at least one hypothesis and reached the multi-agent review stage. This shows the run went through the whole pipeline, not that its work passed a quality bar.

Hypotheses

5 nominated; 5 evaluated.

Recorded status

Done. The run recorded a final status of done.

Census class

Success. Census class is a label from an earlier, process-level census of the campaign. It does not map one-to-one onto the stages above. How the classes compare.

Research question

The sentence under the run id is quoted from this brief.

Full research brief given to the run

Which approved or late-phase compounds in the LINCS L1000 Phase II touchstone library produce gene-expression signatures that maximally reverse the PD-vs-control transcriptomic signature of SNpc dopaminergic neurons (Fullard 2024) — and how many of the top-50 reversing candidates have prior PD-drug-repositioning evidence in Open Targets or in published PD repurposing hit lists?

LINCS L1000-based drug repositioning was pioneered by Iorio 2010 and applied broadly across diseases (CMAP score). PD applications have used bulk or whole-tissue signatures — never a cell-type-resolved, snRNA-seq-derived SNpc-DA-neuron signature from a multi-region atlas. The known concern is that LINCS L1000 cell lines are mostly cancer lines (MCF7, PC3, A375, etc.) and may be biologically irrelevant to neurons. This OmiCairn run tests exactly that.

Hypotheses (pre-registered):

H1 (primary — top-50 reversers overlap with prior PD evidence): ≥ 5 of the top-50 negatively-correlated (most reversing) compounds by LINCS L1000 connectivity score against the SNpc-DA PD-vs-ctrl signature have prior Open Targets PD association (overall_association_score > 0 for MONDO:0005180) OR have appeared in a published PD drug-repositioning hit list (Bayati 2024 Acta Neuro DDC paper; omicSynth Tang 2024; Storm 2025). Hypergeometric q < 0.01 over background of all L1000 small-molecule perturbagens.

H2 (secondary — drug-class enrichment): The top-50 hits are enriched for known PD-relevant therapeutic classes — anti-inflammatory, mTOR modulators, calcium-channel blockers, anti-oxidants, autophagy inducers. Pre-registered: ≥ 2 of these 5 classes over-represented by Fisher's exact q < 0.05.

H3 (secondary — cell-type-specific reversal): Reversal scores in DA neurons differ from reversal scores in microglia from the same Fullard atlas (Pearson r < 0.3 for the two L1000 connectivity ranking lists). The optimal repurposing candidate is cell-type-dependent, not a global brain signal.

H4 (secondary — neuronal-cell-line subset analysis): Restrict L1000 to its neuronal subset (NEU, NPC cell-line signatures only) — n = 2 cell lines, much smaller library. Test whether the neuronal-subset top-50 reversers have higher overlap with prior PD evidence (≥ 8 of 50) than the all-cell-lines top-50 (H1).

H5 (secondary — sign-direction sanity check): Internal positive control: levodopa (DDC substrate) and ropinirole (D2 agonist) should appear in the positive connectivity tail (mimic PD-on-treatment state), NOT in the reversing tail. If they appear in the reversing tail, the signature direction is wrong.

Null payoff. A null overlap (H1: 0/50 with prior PD evidence) means LINCS L1000 cancer-line transcriptomic signatures are too non-neuronal to be informative for PD — an informative quantification of the long-suspected limitation.

The research question comes from the topic's current research brief. All attempts at a topic share it; earlier attempts may have started from an earlier wording.

Hypotheses and verdicts

Each hypothesis was written with its decision rule before any analysis (or, for on-the-fly hypotheses, recorded during execution). AI adjudication agents applied that rule to the run's latest outputs and quoted the evidence verbatim. Where the data did not meet the rule, the verdict follows the data, even if the run's own label or report claimed support.

Each hypothesis as pre-registered (a condensed statement with its decision rule), the adjudicated verdict, the verbatim evidence and the adjudicator's note.
IDHypothesis and decision ruleVerdict
H1Pre-registered>=5 of top-50 LINCS touchstone reversers of DMNX_Neu PD signature have prior PD repositioning evidence (hypergeometric p<0.01).InconclusiveIn the explorer

Evidence (verbatim from the run outputs)

an uninterpretable null attributable to an underpowered evidence set (M = 33; minimum M ≈ 243 required for a testable H1)

Adjudication note

Formally fails the rule (k=0/50, q=1.0) and the run labels it 'NOT SUPPORTED'; but the evidence set was severely limited by CLUE API HTTP 401 (access) errors and H5 gate also failed (pre-reg: H1 not valid if H5 fails). Alternative reading: NOT_SUPPORTED.

H2Pre-registeredTop-50 reversers enriched for >=2 of 5 PD-relevant drug classes (Fisher, BH q<0.05).Not testableIn the explorer

Evidence (verbatim from the run outputs)

This result reflects a data-access limitation, not a biological finding, and H2 cannot be interpreted.

Adjudication note

Run labels 'NOT SUPPORTED', but MoA annotations were unavailable (CLUE API 401), so all classes had zero annotated members.

H3Pre-registeredDMNX_Neu and Micro_PVM connectivity rankings poorly correlated (Pearson r<0.3 AND CI upper <0.3).SupportedIn the explorer

Evidence (verbatim from the run outputs)

The pre-registered threshold (r < 0.3 AND CI upper < 0.3) is satisfied: the 95% CI upper bound (0.172) is well below 0.3.

Adjudication note

r=0.133 [0.094,0.172]; computed on LINCS Level 2 data substituted for pre-registered Level 5 COMPZ; H5 sanity gate borderline-failed on same data.

H4Pre-registeredNeuronal-cell-line subset top-50 has >=8 PD-evidence compounds and Fisher p<0.05 vs all-lines k1.Not supportedIn the explorer

Evidence (verbatim from the run outputs)

Neuronal-cell-line (NEU/NPC/FIBRNPC) top-50: k4 = 1; all-cell-lines top-50: k1 = 0. Fisher's exact p = 0.500

Adjudication note

Same M=33 evidence-set limitation as H1; could be read as INCONCLUSIVE.

H5Pre-registeredSanity gate: ropinirole and pramipexole both above median connectivity (mimicking tail), not reversers.Not supportedIn the explorer

Evidence (verbatim from the run outputs)

H5 Decision: FAIL (borderline).

Adjudication note

Ropinirole 47.8th percentile (<50th); pramipexole 53.6th; selegiline 87.2th.