Decoding Primary Open-Angle Glaucoma: A Multi-Omics Approach to Identify Druggable Effector Genes
Purpose: Genomewide association studies (GWAS) have identified numerous primary open angle glaucoma (POAG) risk loci, yet most reside in non-coding regions with unclear function. Mapping these loci to effector genes can elucidate disease mechanisms, identify functionally conserved variants, improve cross-ancestry risk prediction by reducing population-specific noise, and uncover shared therapeutic targets. Methods: Here, we integrate European POAG GWAS with six types of multi-omics molecular Quantitative Trait Locis (xQTLs) using multi-trait colocalization to identify candidate effector variants and evaluate their cross-population relevance using genetic risk score (GRS) analysis, and their therapeutic potential through drug target prioritization. Results: We identified 25 POAG effector variants colocalized with at least one xQTLs. In non-European populations, effector variants showed stronger effect size correlations with Europeans than non-colocalized variants (Pearson r2 = African 0.85 vs. 0.71; East Asian 0.81 vs. 0.69; and Latin American 0.91 vs. 0.75). Effector variants also had smaller allele frequency variations across populations (average interquartile range [IQR] = 0.15 vs. 0.20). The genetic risk score based on effector variants performed comparably to the genome-wide significant single-nucleotide polymorphism (SNP)-based GRS in non-European populations. Drug prioritization identified zinc, copper, sunitinib, probucol, and astemizole as potential common therapeutic agents for POAG and its subtypes. Conclusions: Our findings offer deeper insight into the molecular mechanisms underlying glaucoma and effector variants for developing more robust GRS models and broadly effective therapeutic strategies for POAG.
Authors
- Zhuoting Zhu (ORCID: https://orcid.org/0000-0002-9897-1192)
- Shunming Liu
- Mahantesh Biradar
- Yongyi Niu (ORCID: https://orcid.org/0000-0001-5740-5488)
- Huan Wang (ORCID: https://orcid.org/0000-0001-7987-3039)
- Hongyang Zhang (ORCID: https://orcid.org/0000-0002-3767-8857)
- Jie Guo (ORCID: https://orcid.org/0000-0001-8020-4481)
- Yongjie Qin
- Hongliang Lin
- Anthony P. Khawaja
- Denis Plotnikov
- Xianwen Shang
- Yu Huang
- Jing Liu
- Mingguang He
- Xue Li
- Ying Yao
Institutions
- Hong Kong Polytechnic University (HK)
- University of Liverpool (GB)
- University of Dundee (GB)
- Kazan State Medical University (RU)
- Tohoku University (JP)
- Kazan Federal University (RU)
- Ninewells Hospital (GB)
- Southern University of Science and Technology (CN)
- Nanfang Hospital (CN)
- Centre for Eye Research Australia (AU)
- Foshan Second People's Hospital (CN)
- Genomics (United Kingdom) (GB)
- Guangdong Provincial People's Hospital (CN)
- University College London (GB)
- Southern Medical University (CN)
Publication Details
- Journal
- Investigative Ophthalmology & Visual Science
- Published
- 2026-09-11
- DOI
- https://doi.org/10.1167/iovs.67.11.19
- Primary Topic
- Glaucoma and retinal disorders
- Type
- article
- Field-Weighted Citation Impact
- 0.00