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Association between metabolic risk factors and optic disc cupping identified by deep learning method
Jonghoon Shin1,2, Min Seung Kang1,2, Keunheung Park3,4
1Department of Ophthalmology, Pusan National University School of Medicine, Yangsan, South Korea.
Obesity and diabetes are significant risk factors for developing glaucomatous optic neuropathy (GON), alongside older age and male gender. Early glaucoma screening is recommended for individuals with these metabolic risk factors.
Area of Science:
- Ophthalmology
- Metabolic Health
- Public Health
Background:
- Glaucoma is a leading cause of irreversible blindness worldwide.
- Metabolic risk factors are increasingly recognized for their potential role in glaucoma development.
- Optic disc cupping is a key indicator of glaucomatous optic neuropathy (GON).
Purpose of the Study:
- To investigate the correlation between various metabolic risk factors and optic disc cupping.
- To identify specific metabolic risk factors associated with the development of glaucoma.
- To assess the predictive value of metabolic parameters for GON.
Main Methods:
- Retrospective, cross-sectional study of 15,585 adult patients undergoing health screening.
- Analysis of intraocular pressure (IOP), fundus photographs, Body Mass Index (BMI), waist circumference (WC), serum lipids, blood pressure, and HbA1c.
- Glaucomatous optic neuropathy (GON) defined by optic disc vertical cup-to-disc ratio (VCDR) using deep learning.
Main Results:
- Univariate analysis showed positive correlations between VCDR and age, BMI, systolic BP, diastolic BP, WC, triglycerides, LDL-C, HbA1c, and IOP.
- Stepwise multiple regression identified age, BMI, systolic BP, HbA1c, and IOP as significant positive predictors of VCDR.
- Multivariate logistic analysis revealed older age, male gender, obesity (higher BMI), and diabetes as significant risk factors for GON.
Conclusions:
- Obesity and diabetes are significant metabolic risk factors for developing GON.
- Older age and male gender are also identified as risk factors for GON.
- Glaucoma screening is recommended for populations exhibiting these identified metabolic risk factors.
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