Deep-learning retinal vessel calibre measurements and risk of cognitive decline and dementia

被引:26
作者
Cheung, Carol Y. [3 ]
Wong, Win Lee Edwin [1 ,2 ]
Hilal, Saima [1 ,2 ,6 ,7 ]
Kan, Cheuk Ni [1 ,2 ]
Gyanwali, Bibek [1 ,2 ,8 ]
Tham, Yih Chung [4 ,5 ]
Schmetterer, Leopold [4 ,9 ,10 ,11 ,12 ]
Xu, Dejiang [13 ]
Lee, Mong Li [13 ]
Hsu, Wynne [13 ]
Venketasubramanian, Narayanaswamy [14 ]
Tan, Boon Yeow [15 ]
Wong, Tien Yin [4 ,5 ]
Chen, Christopher P. L. H. [1 ,2 ,16 ]
机构
[1] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Pharmacol, 16 Med Dr,Block MD3,Level 4,04-01, Singapore 117600, Singapore
[2] Natl Univ Hlth Syst, Memory Ageing & Cognit Ctr, Singapore 119074, Singapore
[3] Chinese Univ Hong Kong, Dept Ophthalmol & Visual Sci, Hong Kong, Peoples R China
[4] Singapore Natl Eye Ctr, Singapore Eye Res Inst, Singapore 169856, Singapore
[5] Duke NUS Med Sch, Ophthalmol & Visual Sci Acad Clin Programme, Singapore 169857, Singapore
[6] Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore 117549, Singapore
[7] Natl Univ Hlth Syst, Singapore 117549, Singapore
[8] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Biochem, Singapore 117600, Singapore
[9] Nanyang Technol Univ, Sch Chem & Biomed Engn, Singapore 639798, Singapore
[10] Med Univ Vienna, Dept Clin Pharmacol, A-1090 Vienna, Austria
[11] Med Univ Vienna, Austria Ctr Med Phys & Biomed Engn, A-1090 Vienna, Austria
[12] Inst Mol & Clin Ophthalmol, Basel, Switzerland
[13] Natl Univ Singapore, Sch Comp, Singapore 117417, Singapore
[14] Raffles Hosp, Raffles Neurosci Ctr, Singapore 188770, Singapore
[15] St Lukes Hosp, Singapore 659674, Singapore
[16] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Psychol Med, Singapore 117600, Singapore
基金
英国医学研究理事会;
关键词
retinal vessel calibre; deep-learning system; dementia; cognitive decline; retinal imaging; MICROVASCULAR NETWORK ALTERATIONS; VASCULAR CALIBER; ATHEROSCLEROSIS RISK; CEREBRAL MICROBLEEDS; PERIVASCULAR SPACES; ABNORMALITIES; DISEASE; INFLAMMATION; IMPAIRMENT; DIAMETERS;
D O I
10.1093/braincomms/fcac212
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Previous studies have explored the associations of retinal vessel calibre, measured from retinal photographs or fundus images using semi-automated computer programs, with cognitive impairment and dementia, supporting the concept that retinal blood vessels reflect microvascular changes in the brain. Recently, artificial intelligence deep-learning algorithms have been developed for the fully automated assessment of retinal vessel calibres. Therefore, we aimed to determine whether deep-learning-based retinal vessel calibre measurements are predictive of risk of cognitive decline and dementia. We conducted a prospective study recruiting participants from memory clinics at the National University Hospital and St. Luke's Hospital in Singapore; all participants had comprehensive clinical and neuropsychological examinations at baseline and annually for up to 5 years. Fully automated measurements of retinal arteriolar and venular calibres from retinal fundus images were estimated using a deep-learning system. Cox regression models were then used to assess the relationship between baseline retinal vessel calibre and the risk of cognitive decline and developing dementia, adjusting for age, gender, ethnicity, education, cerebrovascular disease status, hypertension, hyperlipidemia, diabetes, and smoking. A total of 491 participants were included in this study, of whom 254 developed cognitive decline over 5 years. In multivariable models, narrower retinal arteriolar calibre (hazard ratio per standard deviation decrease = 1.258, P = 0.008) and wider retinal venular calibre (hazard ratio per standard deviation increase = 1.204, P = 0.037) were associated with increased risk of cognitive decline. Among participants with cognitive impairment but no dementia at baseline (n = 212), 44 progressed to have incident dementia; narrower retinal arteriolar calibre was also associated with incident dementia (hazard ratio per standard deviation decrease = 1.624, P = 0.021). In summary, deep-learning-based measurement of retinal vessel calibre was associated with risk of cognitive decline and dementia. Cheung et al. report that narrower retinal arteriolar calibre and wider retinal venular calibre as estimated by a new deep-learning system from retinal fundus images are associated with increased risk of cognitive decline.
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页数:9
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