Association between deep learning measured retinal vessel calibre and incident myocardial infarction in a retrospective cohort from the UK Biobank

被引:2
|
作者
Wong, Yiu Lun [1 ]
Yu, Marco [2 ,3 ]
Chong, Crystal [2 ]
Yang, Dawei [1 ]
Xu, Dejiang [4 ]
Lee, Mong Li [4 ]
Hsu, Wynne [4 ]
Wong, Tien Y. [2 ,5 ]
Cheng, Chingyu [2 ,3 ,6 ,7 ]
Cheung, Carol Y. [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Ophthalmol & Visual Sci, Hong Kong, Peoples R China
[2] Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore, Singapore
[3] Duke NUS Med Sch, Ophthalmol & Visual Sci Acad Clin Program, Singapore, Singapore
[4] Natl Univ Singapore, Sch Comp, Singapore, Singapore
[5] Tsinghua Univ, Tsinghua Med, Beijing, Peoples R China
[6] Natl Univ Singapore, Ctr Innovat & Precis Eye Hlth, Singapore, Singapore
[7] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Ophthalmol, Singapore, Singapore
来源
BMJ OPEN | 2024年 / 14卷 / 03期
基金
英国医学研究理事会;
关键词
Myocardial infarction; Diagnostic Imaging; OPHTHALMOLOGY; Cardiovascular imaging; Vetreoretinal; HEART-DISEASE; ATHEROSCLEROSIS RISK; VASCULAR CALIBER; DIAMETERS; HYPERTENSION; PREDICTION; ABNORMALITIES; RETINOPATHY; ARTERIOLAR;
D O I
10.1136/bmjopen-2023-079311
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Cardiovascular disease is a leading cause of global death. Prospective population-based studies have found that changes in retinal microvasculature are associated with the development of coronary artery disease. Recently, artificial intelligence deep learning (DL) algorithms have been developed for the fully automated assessment of retinal vessel calibres.Methods In this study, we validate the association between retinal vessel calibres measured by a DL system (Singapore I Vessel Assessment) and incident myocardial infarction (MI) and assess its incremental performance in discriminating patients with and without MI when added to risk prediction models, using a large UK Biobank cohort.Results Retinal arteriolar narrowing was significantly associated with incident MI in both the age, gender and fellow calibre-adjusted (HR=1.67 (95% CI: 1.19 to 2.36)) and multivariable models (HR=1.64 (95% CI: 1.16 to 2.32)) adjusted for age, gender and other cardiovascular risk factors such as blood pressure, diabetes mellitus (DM) and cholesterol status. The area under the receiver operating characteristic curve increased from 0.738 to 0.745 (p=0.018) in the age-gender-adjusted model and from 0.782 to 0.787 (p=0.010) in the multivariable model. The continuous net reclassification improvements (NRIs) were significant in the age and gender-adjusted (NRI=21.56 (95% CI: 3.33 to 33.42)) and the multivariable models (NRI=18.35 (95% CI: 6.27 to 32.61)). In the subgroup analysis, similar associations between retinal arteriolar narrowing and incident MI were observed, particularly for men (HR=1.62 (95% CI: 1.07 to 2.46)), non-smokers (HR=1.65 (95% CI: 1.13 to 2.42)), patients without DM (HR=1.73 (95% CI: 1.19 to 2.51)) and hypertensive patients (HR=1.95 (95% CI: 1.30 to 2.93)) in the multivariable models.Conclusion Our results support DL-based retinal vessel measurements as markers of incident MI in a predominantly Caucasian population.
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页数:8
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