Campaign run · Parkinson's disease

parkinson-plasma-prodromal-panel-r4

PDTested, stopped before reviewAttempt 4 of 4 at this topic

…reported that an 8-protein plasma panel (Granulin/GRN, MASP2, HSPA5/BiP, PTGDS, ICAM1, complement C3, DKK3, SERPING1) distinguishes individuals with isolated REM-sleep behaviour disorder (iRBD) who will convert to Parkinson's disease within 7 years from those who will not, with area under the curve up to 1.0 in their internal cohort.

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

Status

How far it got
Tested, stopped before review

Tested at least one hypothesis, then stopped before the multi-agent review stage.

Hypotheses

5 nominated; 5 evaluated.

Recorded status

Halted. The run recorded a final status of halted: it was closed without being marked done. A halted run can still have tested hypotheses and written a final report.

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

Hällqvist J., Bartl M., Dakna M., ..., Mollenhauer B., Trenkwalder C. (Nat Commun 15:4759, 2024; DOI 10.1038/s41467-024-48961-3; PMC11189460; PRIDE PXD046355) reported that an 8-protein plasma panel (Granulin/GRN, MASP2, HSPA5/BiP, PTGDS, ICAM1, complement C3, DKK3, SERPING1) distinguishes individuals with isolated REM-sleep behaviour disorder (iRBD) who will convert to Parkinson's disease within 7 years from those who will not, with area under the curve up to 1.0 in their internal cohort.

The result is rare in PD biomarker literature: a small, interpretable panel measured by LC-MS/MS DIA in real plasma from a longitudinal prodromal cohort (DeNoPa + Oxford Discovery). It has not been formally replicated on the deposited MS spectra by an independent analysis pipeline, and the cross-platform generalisability (LC-MS/MS → other quantification) has not been established with deposited public data only.

This OmiCairn run formally tests:

H1 (primary — re-analysis of the deposited MS spectra replicates the 8-protein panel's predictive performance): Re-processing PXD046355 spectra with a from-scratch DIA-NN / Spectronaut-equivalent pipeline (DIA-NN 1.9.2 or Skyline) → protein-level intensities → log-transform + quantile normalisation → 5-fold cross-validated logistic regression with the 8 published proteins as features, labels = iRBD-converter vs. iRBD-non-converter at 7-year follow-up. Primary success = 5-fold CV AUC ≥ 0.85 (the published Hällqvist 7-year AUC is ≈ 1.0; we allow margin for spectra → intensity pipeline divergence).

H2 (secondary — individual-protein hazard ratios reproduce): Each of the 8 proteins, modeled univariately in a Cox proportional-hazards model on time-to-conversion, shows the same sign of hazard ratio as published (Hällqvist Supplementary Table 3). Concordance metric = 8/8 sign agreement; loose acceptance = ≥ 6/8.

H3 (secondary — panel beats clinical-only baseline): Adding the 8-protein panel to a clinical-baseline Cox model (age + sex + MoCA + UPSIT) improves time-dependent AUC at 5 years by ΔAUC > 0.05 with paired bootstrap CI excluding 0. The clinical baseline serves as the Venet-style floor.

H4 (secondary — out-of-cohort signature alignment to UK Biobank Olink): Of the 8 panel proteins, 6 are on the UK Biobank Olink Explore 1536 panel. We test whether the directionality (HR sign) reported for these 6 proteins in the Gan/You 2025 UKB Olink incident-PD analysis (Nat Aging 5:642) matches the Hällqvist signs. Concordance = 6/6 expected; loose acceptance ≥ 4/6 with binomial p < 0.05 vs. chance 0.5.

H5 (secondary — sub-panel decomposition): Decompose the 8-panel into 3 functional sub-panels: (a) inflammation / complement: ICAM1, C3, SERPING1 (b) proteostasis: HSPA5, GRN (c) lipid / cell signaling: PTGDS, DKK3, MASP2 Test whether any single sub-panel achieves AUC > 0.75 on its own — i.e., is the predictive signal carried by one of three functional axes or distributed?

A negative-leaning result on H1 (cross-pipeline AUC < 0.7) would be a major methodological caveat for the field and would imply that quantitative biomarker panels are sensitive to MS pipeline choice — itself an informative finding given the rapid uptake of the Hällqvist panel in trial design.

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-registeredLocked 8-protein LR on PXD046355 (DIA-NN or MOESM4 fallback) achieves 5-fold CV AUC >=0.85 for iRBD converter vs non-converter.InconclusiveIn the explorer

Evidence (verbatim from the run outputs)

**Result: NOT SUPPORTED under the pre-registered label protocol. However, a post-hoc clean-negative sensitivity analysis recovers AUC = 0.925

Adjudication note

Primary AUC=0.554 [0.437,0.678] fails the rule (run: NOT SUPPORTED), but labels were inferred from MonthsSinceBaseline and contaminated (40 future converters in non-converter class); confirmed labels unavailable. Alternative reading: NOT_SUPPORTED.

H2Pre-registeredUnivariate Cox HR signs of 8 panel proteins match Hällqvist Supp Table 3 conversion HR signs (>=6/8 with binomial p<0.05).Not testableIn the explorer

Evidence (verbatim from the run outputs)

Result: 6/8 concordant (75%) — SURROGATE ANALYSIS, not primary H2.

Adjudication note

Reference Cox HRs not published; SVM coefficients used as surrogate (6/8, p=0.145, which would fail even loose acceptance). Pre-reg declared H2 'blocked' in this case. Alternative reading: NOT_SUPPORTED.

H3Pre-registeredPanel adds ΔAUC>0.05 over clinical-only (age, sex, MoCA, UPSIT) Cox model, CI lower >0.Not testableIn the explorer

Evidence (verbatim from the run outputs)

The SDRF clinical covariates (age, sex, MoCA, UPSIT) are not available in the MOESM4 supplementary data.

Adjudication note

None recorded.

H4Pre-registeredHR directions of 6 UKB-Olink-overlapping proteins concordant between Hällqvist iRBD conversion and Gan 2025 UKB incident PD (>=4/6, p<0.05).Not supportedIn the explorer

Evidence (verbatim from the run outputs)

Result: NOT SUPPORTED (1/6 concordant, 17%).

Adjudication note

Hällqvist-side HRs are the run's own Cox HRs from label-contaminated MOESM4 data (published conversion HRs unavailable).

H5Pre-registeredAt least one functional sub-panel achieves 5-fold CV AUC >0.75 (failure if all <=0.60).Not supportedIn the explorer

Evidence (verbatim from the run outputs)

Result: NOT SUPPORTED (no sub-panel exceeds AUC = 0.75).

Adjudication note

Sub-panel AUCs 0.596/0.590/0.457; same label-contamination caveat as H1 applies.