High-Density Lipoprotein 3 Cholesterol and Primary Open-Angle Glaucoma: Metabolomics and Mendelian Randomization Analyses

Simon Nusinovici, Hengtong Li, Sahil Thakur, Mani Baskaran, Yih Chung Tham, Lei Zhou, Charumathi Sabanayagam, Tin Aung, David Silver, Qiao Fan, Tien Yin Wong, Jonathan Crowston, Ching Yu Cheng

Research output: Journal article publicationJournal articleAcademic researchpeer-review

23 Citations (Scopus)

Abstract

Purpose: We hypothesized that the effect of blood lipid–related metabolites on primary open-angle glaucoma (POAG) would differ according to specific lipoprotein particles and lipid sub-fractions. We investigated the associations of blood levels of lipoprotein particles and lipid sub-fractions with POAG. Design: Cross-sectional study. Participants: Individuals recruited for the baseline visit of the population-based Singapore Epidemiology of Eye Disease study (n = 8503). Methods: All participants underwent detailed standardized ocular and systemic examinations. A total of 130 blood lipid–related metabolites were quantified using a nuclear magnetic resonance metabolomics platform. The analyses were conducted in 2 stages. First, we investigated whether and which lipid-related metabolites were directly associated with POAG using regression analyses followed by Bayesian network modeling. Second, we investigated if any causal relationship exists between the identified lipid-related metabolites, if any, and POAG using 2-sample Mendelian randomization (MR) analysis. We performed genome-wide association studies (GWAS) on high-density lipoprotein (HDL) 3 cholesterol (after inverse normal transformation) and used the top variants associated with HLD3 cholesterol as instrumental variables (IVs) in the MR analysis. Main Outcome Measure: Primary open-angle glaucoma. Results: Of the participants, 175 (2.1%) had POAG. First, a logistic regression model showed that total HDL3 cholesterol (negatively) and phospholipids in very large HDL (positively) were associated with POAG. Further analyses using a Bayesian network analysis showed that only total HDL3 cholesterol was directly associated with POAG (odds ratio [OR], 0.72 per 1 standard deviation increase in HDL3 cholesterol; 95% confidence interval [CI], 0.61–0.84), independently of age, gender, intraocular pressure (IOP), body mass index (BMI), education level, systolic blood pressure, axial length, and statin medication. Using 5 IVs identified from the GWAS and with the inverse variance weighted MR method, we found that higher levels of HDL3 cholesterol were associated with a decreased odds of POAG (OR, 0.91; 95% CI, 0.84–0.99, P = 0.021). Other MR methods, including weighted median, mode-based estimator, and contamination mixture methods, derived consistent OR estimates. None of the routine lipids (blood total, HDL, or low-density lipoprotein [LDL] cholesterol) were associated with POAG. Conclusions: Overall, these results suggest that the relationship between HDL3 cholesterol and POAG might be causal and specific, and that dysregulation of cholesterol transport may play a role in the pathogenesis of POAG.

Original languageEnglish
Pages (from-to)285-294
Number of pages10
JournalOphthalmology
Volume129
Issue number3
DOIs
Publication statusPublished - Mar 2022
Externally publishedYes

Keywords

  • Additive Bayesian network
  • Genome-wide association study
  • HDL3 cholesterol
  • Mendelian randomization
  • NMR metabolomics
  • Primary open-angle glaucoma

ASJC Scopus subject areas

  • Ophthalmology

Fingerprint

Dive into the research topics of 'High-Density Lipoprotein 3 Cholesterol and Primary Open-Angle Glaucoma: Metabolomics and Mendelian Randomization Analyses'. Together they form a unique fingerprint.

Cite this