Evidence mapPaperPMID 41649226Full record

ArticleInvestigative ophthalmology & visual science2026

Integrative Proteogenomic Analysis Identifies Genetically Supported Plasma Proteins, Metabolites, and Pathways in Glaucoma.

Jiajia Yuan, Xuehao Cui, Patrick Yu-Wai-Man, Xuan Xiao

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Article in Investigative ophthalmology & visual science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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4 authors.

Jiajia YuanDepartment of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China.
Xuehao CuiMRC Mitochondrial Biology Unit, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom.
Patrick Yu-Wai-ManMRC Mitochondrial Biology Unit, Department of Clinical Neurosciences, University of Cambridge, Cambridge, United Kingdom.
Xuan XiaoDepartment of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Glaucoma is a leading cause of irreversible blindness, yet the circulating proteins and metabolic pathways that causally contribute to different glaucoma subtypes remain poorly defined. Methods: We analyzed baseline plasma proteomics in 1485 glaucoma cases (447 primary open‑angle glaucoma [POAG], 177 primary angle-closure glaucoma [PACG], 120 normal-tension glaucoma [NTG]) in the UK Biobank using Cox models with graded adjustment. We then integrated five independent protein quantitative trait loci resources with FINLAND R12 genome-wide association study data to perform two‑sample Mendelian randomization (MR) and cross‑cohort meta‑analysis for overall glaucoma and each subtype. To prioritize effector genes and pathways, we conducted summary-data-based Mendelian randomization (SMR) using eQTLGen and two‑step mediation MR using metabolite quantitative trait loci data for ∼1400 plasma metabolites from the Canadian Longitudinal Study on Aging cohort. Results: In fully adjusted Cox models, 484 proteins were associated with incident glaucoma, 135 with NTG, 59 with POAG, and 1 with PACG (false discovery rate <0.05). Multicohort MR and meta‑analysis identified eight proteins with robust causal effects: NRP2, TSPAN1, and HAVCR2 for overall glaucoma; NRXN3 for PACG; MANSC4 for NTG; and LTBP2, CD69, and SMAD1 for POAG. SMR supported NRP2 (overall glaucoma) and SMAD1 (POAG) as causal genes. Mediation MR revealed that sphingomyelins, acylcarnitines, and bile acid-related metabolites partially mediated the effects of several proteins, defining shared (e.g., sphingolipid) and subtype‑specific metabolic pathways. Conclusions: By integrating epidemiologic, proteomic, genetic, and metabolomic data, we identify convergent systemic protein and metabolic signatures associated with glaucoma susceptibility and its clinical subtypes. These findings nominate NRP2, SMAD1, and related pathways as promising biomarkers and therapeutic targets and support a systems‑level view of glaucoma pathogenesis beyond intraocular pressure alone.

Indexed as

Blood ProteinsGlaucomaGlaucoma, Angle-ClosureGlaucoma, Open-AngleProteogenomicsAgedFemaleGenome-Wide Association StudyHumansIntraocular PressureMendelian Randomization AnalysisQuantitative Trait LociBlood Proteins

Identifiers

PMID41649226
PMCPMC12889185

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.