Prioritizing MMP8 as an exploratory therapeutic candidate in Parkinson's disease through proteome-wide Mendelian randomization and computational multi-omics integration.
Oct 2026· Computational biology and chemistry· Vol 126 Pt 2, pp.
109413
· 0 citations· 53 references
Medicine
TL;DR
The 32 proteins with nominal MR associations represent candidates for follow-up investigation and should be interpreted as exploratory because a verified proteome-wide FDR correction could not be established.
Abstract
Background
Parkinson's disease (PD) lacks disease-modifying therapies. We aimed to prioritize circulating proteins using multi-omics integration combining proteome-wide Mendelian randomization (MR) for discovery with network, structural, and single-cell evidence for prioritization.
Methods
We performed proteome-wide Mendelian randomization using deCODE plasma protein data (4907 proteins) and FinnGen PD genome-wide association data (4681 cases, 407,500 controls). Instrument strength and causal direction were assessed; candidate selection used nominal IVW P < 0.05 with multi-criteria prioritization because a verified proteome-wide FDR correction could not be established from the archived summary statistics. Prioritized candidates were further evaluated by network analysis, drug repurposing, molecular docking, 100-ns molecular dynamics simulations, and single-cell transcriptomics.
Results
Proteome-wide MR identified 32 proteins with nominal associations with PD risk at IVW P < 0.05 (12 protective and 20 risk-increasing). MMP8 showed a nominal risk-increasing association (OR = 1.166, 95% CI 1.027-1.322, P = 0.018) and was prioritized as an exploratory candidate. Drug repurposing screening and 100-ns molecular dynamics simulations indicated that medroxyprogesterone acetate showed greater binding persistence with MMP8 than aldosterone in single exploratory trajectories; all structural findings are exploratory in silico predictions. In a non-disease mouse whole-brain single-cell atlas, MMP8 expression was enriched in myeloid-lineage cells, providing cell-type context requiring validation in human PD single-nucleus data; these findings are discovery-oriented and hypothesis-generating.
Conclusions
The 32 proteins with nominal MR associations represent candidates for follow-up investigation and should be interpreted as exploratory because a verified proteome-wide FDR correction could not be established. As a nominal exploratory candidate, MMP8 is an inflammation-related molecule with supportive network and structural evidence, warranting experimental validation. Medroxyprogesterone acetate showed greater binding persistence in exploratory single-trajectory simulations and emerged as a candidate for follow-up evaluation based on suggestive in silico evidence. Our multi-omics framework provides a reusable resource for therapeutic target discovery in neurodegenerative diseases.
Background Parkinson’s disease (PD) is a complex neurodegenerative disorder characterized by multifaceted molecular dysregulation. Integrating genetic approaches with metabolomics may help to systematically investigate potential links between metabolites, inflammatory proteins, and PD risk. Methods In this pilot discov...
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