Exploring the influence and threshold effect of low density lipoprotein cholesterol in the progression of retinal arteriosclerosis using deep learning
10.3760/cma.j.cn115989-20240609-00148
- VernacularTitle:利用深度学习探讨LDL-C对视网膜动脉硬化进展的影响及其阈值效应
- Author:
Lan LUO
1
;
Yaoyao SUN
;
Sijin ZHOU
;
Yuou YAO
;
Shengnan ZHANG
;
Tong MA
;
Lie JU
;
Xiangang CHANG
;
Mingwei ZHAO
Author Information
1. 北京大学人民医院眼科 北京大学人民医院眼视光中心 北京大学人民医院眼病与视光医学研究所 视网膜脉络膜疾病诊治研究北京市重点实验室 北京大学医学部眼视光学院，北京 100044
- Keywords:
Retina;
Arteriosclerosis;
Deep learning;
Low density lipoprotein cholesterol
- From:
Chinese Journal of Experimental Ophthalmology
2024;42(12):1127-1133
- CountryChina
- Language:Chinese
-
Abstract:
Objective:To investigate the effect of low density lipoprotein cholesterol (LDL-C) on the progression of retinal arteriosclerosis by using a deep learning model.Methods:A cohort study was performed.Data of 1 928 individuals who underwent the medical examination at Beijing Yijiandian Clinic between January 2016 and August 2023 were reviewed, including baseline demographics, physical examination, serological test and fundus photography.Retinal arteriosclerosis was identified using a deep learning model.Five groups were divided according to LDL-C levels, including 389 subjects in group 1 (0.64-1.90 mmol/L), 387 subjects in group 2 (1.91-2.26 mmol/L), 384 subjects in group 3 (2.27-2.57 mmol/L), 385 subjects in group 4 (2.58-2.95 mmol/L), and 383 subjects in group 5 (2.96-6.06 mmol/L).The association between LDL-C levels and progression of retinal arteriosclerosis and the dose-response relationship were analyzed by logistic regression analysis and restricted cubic spline (RCS) regression model.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Peking University People's Hospital (No.2021PHB058-001).Written informed consent was obtained from each subject.Results:The incidence of retinal arteriosclerosis progression was 22.10% (426/1 928) during the mean follow-up (66.84±6.58) months.The proportions of fundus progression in groups 1, 2, 3, 4, and 5 were 15.68%(61/389), 21.71%(84/387), 21.35%(82/384), 25.71%(99/385), and 26.11%(100/383), respectively, with statistical significant differences among them ( χ2=15.97, P=0.003).Using group 1 as a reference, LDL-C 2.58-2.95 mmol/L was an independent risk factor for progression of retinal arteriosclerosis ( OR=1.52, 95% CI: 1.04-2.22), and RCS analysis showed an " L" shaped association.The effect of LDL-C on retinal arteriosclerosis showed a threshold effect, with the risk of retinal arteriosclerosis progression increasing with increasing LDL-C when LDL-C was <2.34 mmol/L ( OR=1.97, 95% CI: 1.10-3.62), and stabilizing when LDL-C was ≥2.34 mmol/L. Conclusions:LDL-C has a threshold effect on the impact of retinal arteriosclerosis progression, and the threshold is 2.34 mmol/L.
