The Importance of Close Follow-Up in Patients with Early-Grade Diabetic Retinopathy: A Taiwan Population-Based Study Grading via Deep Learning Model

被引:7
作者
Lee, Chia-Cheng [1 ,2 ]
Hsing, Shi-Chue [3 ]
Lin, Yu-Ting [4 ]
Lin, Chin [5 ,6 ,7 ]
Chen, Jiann-Torng [8 ]
Chen, Yi-Hao [8 ]
Fang, Wen-Hui [9 ]
机构
[1] Triserv Gen Hosp, Natl Def Med Ctr, Planning & Management Off, Taipei 11490, Taiwan
[2] Triserv Gen Hosp, Natl Def Med Ctr, Dept Surg, Div Colorectal Surg, Taipei 11490, Taiwan
[3] Triserv Gen Hosp, Natl Def Med Ctr, Dept Internal Med, Taipei 11490, Taiwan
[4] Triserv Gen Hosp, Natl Def Med Ctr, Dept Surg, Div Cardiovasc Surg, Taipei 11490, Taiwan
[5] Natl Def Med Ctr, Grad Inst Life Sci, Taipei 11490, Taiwan
[6] Natl Def Med Ctr, Sch Med, Taipei 11490, Taiwan
[7] Natl Def Med Ctr, Sch Publ Hlth, Taipei 11490, Taiwan
[8] Triserv Gen Hosp, Natl Def Med Ctr, Dept Ophthalmol, Taipei 11490, Taiwan
[9] Triserv Gen Hosp, Natl Def Med Ctr, Dept Family & Community Med, Taipei 11490, Taiwan
关键词
artificial intelligence; type; 2; diabetes; deep learning; diabetic retinopathy; fundus color photography; glycated hemoglobin; RISK-FACTORS; SEX-DIFFERENCES; PREVALENCE; COMPLICATIONS; MELLITUS; PRESSURE;
D O I
10.3390/ijerph18189768
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
(1) Background: Diabetic retinopathy (DR) can cause blindness. Current guidelines on diabetic eye care recommend more frequent eye examinations for more severe DR to prevent deterioration. However, close follow-up and early intervention at earlier stages are important for the prevention of disease progression of other diabetes mellitus (DM) complications. The study was designed to investigate the association between different stages of DR in type 2 DM patients and the progression of DR; (2) Methods: A total of 2623 type 2 DM patients were included in this study. In these patients, a total of 14,409 fundus color photographs was obtained. The primary outcome was the progression of DR; (3) Results: The progression of DR was highly associated with the initial grade of DR (p < 0.001). Severe nonproliferative diabetic retinopathy (NPDR) was the most likely to progress to proliferative diabetic retinopathy (PDR), followed by moderate NPDR, mild NPDR, and no retinopathy. However, progression to the next stage of DR showed a different trend. We used no retinopathy as a reference. Mild NPDR showed the highest risk for progression to the next stage [hazard ratio (HR): 2.00 (95% conference interval (CI): 1.72-2.32)] relative to higher initial grades [HR (moderate NPDR): 1.82 (95% CI: 1.58-2.09) and HR (severe NPDR): 0.87 (95% CI: 0.69-1.09)]. The same trend was observed in the multivariate analysis, in which mild NPDR presented the highest risk for progression to the next stage (adjusted HR (mild NPDR): 1.95 (95% CI: 1.68-2.27), adjusted HR (moderate NPDR): 1.73 (95% CI: 1.50-1.99), and adjusted HR (severe NPDR): 0.82 (95% CI: 0.65-1.03)); (4) Conclusions: Type 2 diabetic patients with earlier-grade DR appeared to exhibit more rapid development to the next grade in our study. As these findings show, more frequent fundus color photography follow-up in earlier-grade DR patients is important to slow DR progression and awaken self-perception.
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页数:12
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