Campaign run · Parkinson's disease

parkinson-plasma-prodromal-panel-r3

PDTested, stopped before reviewAttempt 3 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 1
  • Not testable (data) 4

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-registeredRe-processing PXD046355 with DIA-NN + locked 8-protein LR yields 5-fold CV AUC >=0.85 for iRBD converter vs non-converter.Not testableIn the explorer

Evidence (verbatim from the run outputs)

H1 (primary) BLOCKED: DIA-NN 1.9.2 is Linux-only and unavailable on [the analysis platform]; PRIDE PXD046355 API returns empty file listing

Adjudication note

Blocked by raw-spectra inaccessibility and missing converter labels (also a tool/platform limitation).

H2Pre-registeredPer-protein univariate Cox HR signs match Hällqvist 2024 published HR directions (binomial).Not testableIn the explorer

Evidence (verbatim from the run outputs)

Hällqvist 2024 did not report Cox regression — the analysis used SVM and OPLS-DA, so there are no published Cox HRs to compare against.

Adjudication note

None recorded.

H3Pre-registeredAdding the 8-protein panel to clinical baseline improves 5-yr time-dependent AUC by >0.05 (CI excludes 0).Not testableIn the explorer

Evidence (verbatim from the run outputs)

Both H2 and H3 are blocked pending raw data access.

Adjudication note

None recorded.

H4Pre-registeredHR directions of 6 overlapping panel proteins match between Hällqvist (LC-MS) and Gan 2025 UKB Olink (>=4/6).Not supportedIn the explorer

Evidence (verbatim from the run outputs)

- H4 is NOT SUPPORTED (pre-registered threshold: ≥4/6 with p < 0.05)

Adjudication note

3/6 concordant, p=0.656. Hällqvist side used PD-vs-HC signed p-values (Figure_03) as a proxy for conversion HRs, which were not published; alternative reading NOT_TESTED_DATA.

H5Pre-registeredFunctional sub-panels (inflammation, proteostasis, lipid) tested in 5-fold CV; any sub-panel AUC>0.75 = dominant.Not testableIn the explorer

Evidence (verbatim from the run outputs)

H5 requires per-sample protein intensities for the 72 iRBD samples to compute sub-panel AUCs, blocked by the same DIA-NN/PRIDE dependency as H1.

Adjudication note

None recorded.