TY - JOUR
T1 - High-Density Lipoprotein 3 Cholesterol and Primary Open-Angle Glaucoma
T2 - Metabolomics and Mendelian Randomization Analyses
AU - Nusinovici, Simon
AU - Li, Hengtong
AU - Thakur, Sahil
AU - Baskaran, Mani
AU - Tham, Yih Chung
AU - Zhou, Lei
AU - Sabanayagam, Charumathi
AU - Aung, Tin
AU - Silver, David
AU - Fan, Qiao
AU - Wong, Tien Yin
AU - Crowston, Jonathan
AU - Cheng, Ching Yu
N1 - Funding Information:
C.-Y.C.: supported by an award from NMRC (CSA-SI/0012/2017).
Funding Information:
This study was supported by the National Medical Research Council (NMRC), Singapore (grant nos. NMRC/CIRG/1417/2015, NMRC/CIRG/1488/2018; and NMRC/OFLCG/004a/2018).
Publisher Copyright:
© 2021 American Academy of Ophthalmology
PY - 2022/3
Y1 - 2022/3
N2 - 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.
AB - 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.
KW - Additive Bayesian network
KW - Genome-wide association study
KW - HDL3 cholesterol
KW - Mendelian randomization
KW - NMR metabolomics
KW - Primary open-angle glaucoma
UR - http://www.scopus.com/inward/record.url?scp=85117806057&partnerID=8YFLogxK
U2 - 10.1016/j.ophtha.2021.09.013
DO - 10.1016/j.ophtha.2021.09.013
M3 - Journal article
C2 - 34592243
AN - SCOPUS:85117806057
SN - 0161-6420
VL - 129
SP - 285
EP - 294
JO - Ophthalmology
JF - Ophthalmology
IS - 3
ER -