人工智能测量的视网膜血管参数与中国社区人群新发心血管疾病风险之间的关系

IF 37.6 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS
X Y Luo, J Zhao, G Z A Yang, Y M Jiang, F F Fan, B Zheng, H C She, L Zhang, Y Zhang
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By deep-learning algorithm, quantitative retinal vascular parameters were measured 0.5 to 1 disc diameter from the optic disc margin, including central retinal arteriolar equivalent (CRAE), central retinal venular equivalent (CRVE), arteriolar-to-venular ratio (AVR), curvature tortuosity arteriole (cTORTa), and curvature tortuosity venule (cTORTv). The primary endpoint was a new-onset major adverse cardiovascular event (MACE), defined as a composite of cardiovascular death, first non-fatal stroke, and first non-fatal acute myocardial infarction (AMI). The secondary endpoints included cardiovascular death, first stroke, and first AMI. Cox proportional-hazards regression analyses were performed. Results A total of 3,585 participants were included. The mean age was 56.49 ± 8.94 years, and 2,335 (65.1%) were female. Prevalence of prior hypertension and diabetes was 1594 (44.5%) and 676 (18.9%), respectively. During the follow-up (median, 7.53 years), there were 293 cases of new-onset MACE (8.2%), 44 cardiovascular deaths (1.2%), 226 strokes (6.3%), and 57 AMIs (1.6%). The Kaplan–Meier curves showed significant differences in cumulative hazards of new-onset MACE among tertiles of CRAE, CRVE, AVR, and cTORTa, but not for cTORTv (Figure 1). In Cox proportional-hazards models (Figure 2) adjusting for covariates, CRAE was negatively associated with the risk of new-onset MACE (per 10 μm increase, hazard ratio [HR]=0.95, 95% confidence interval [CI]: 0.92-0.99, P=0.009) and the risk of new-onset stroke (per 10 μm increase, HR=0.96, 95%CI: 0.92-1.00, P=0.04). Similarly, AVR was negatively associated with new-onset MACE risk (per 0.1 increase, HR=0.82, 95%CI: 0.72-0.94, P<0.001) and new-onset stroke risk (per 0.1 increase, HR=0.84, 95%CI: 0.73-0.98, P=0.022). No significant associations were observed between CAVE, cTORTa, and cTORTv with any of the primary or secondary endpoints. 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引用次数: 0

摘要

背景有关视网膜血管直径和迂曲度与新发心血管疾病(CVD)风险之间关系的研究存在争议。通过人工智能(AI)测量的视网膜血管参数对社区人群心血管疾病发病风险的预测价值仍有待探索。目的 我们的研究旨在调查通过人工智能测量的视网膜血管参数(直径和迂曲度)与中国社区人群新发心血管疾病风险之间的关联。方法 我们对来自中国北京某社区的受试者进行了一项前瞻性队列研究,这些受试者均无中风或心肌梗死,并在基线时接受了视网膜摄影。通过深度学习算法,在距视盘边缘 0.5 至 1 盘直径处测量视网膜血管定量参数,包括视网膜中央动脉当量(CRAE)、视网膜中央静脉当量(CRVE)、动脉与静脉比值(AVR)、动脉迂曲度(cTORTa)和静脉迂曲度(cTORTv)。主要终点是新发主要心血管不良事件(MACE),定义为心血管死亡、首次非致死性卒中和首次非致死性急性心肌梗死(AMI)的复合终点。次要终点包括心血管死亡、首次中风和首次急性心肌梗死。进行了 Cox 比例危险回归分析。结果 共纳入 3585 名参与者。平均年龄为(56.49±8.94)岁,2335 人(65.1%)为女性。曾患高血压和糖尿病的人数分别为 1594 人(44.5%)和 676 人(18.9%)。在随访期间(中位数为 7.53 年),共有 293 例新发 MACE(8.2%)、44 例心血管死亡(1.2%)、226 例中风(6.3%)和 57 例急性心肌梗死(1.6%)。Kaplan-Meier曲线显示,CRAE、CRVE、AVR和cTORTa的梯度间新发MACE的累积危险度存在显著差异,但cTORTv不存在显著差异(图1)。在调整协变量的 Cox 比例危险模型(图 2)中,CRAE 与新发 MACE 风险呈负相关(每增加 10 μm,危险比 [HR]=0.95, 95% 置信区间 [CI]:0.92-0.99,P=0.009)和新发卒中风险(每增加 10 μm,HR=0.96,95% 置信区间 [CI]:0.92-1.00,P=0.04)。同样,AVR 与新发 MACE 风险(每增加 0.1,HR=0.82,95%CI:0.72-0.94,P<0.001)和新发卒中风险(每增加 0.1,HR=0.84,95%CI:0.73-0.98,P=0.022)呈负相关。CAVE、cTORTa 和 cTORTv 与任何主要或次要终点均无明显关联。结论 在中国人群中,通过 AI 测量的 CRAE 和 AVR 与新发 MACE 风险相关。这些研究结果表明,视网膜血管中的 AI 测量参数可能有助于对普通人群的心血管疾病风险进行分层。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The relationship between retinal vascular parameters measured by artificial intelligence and the risk of new-onset cardiovascular disease in a Chinese community-based population
Background Studies on the association between retinal vascular diameter and tortuosity and the risk of new-onset cardiovascular disease (CVD) are controversial. The predictive value of retinal vascular parameters, measured through artificial intelligence (AI), for incident CVD risk in the community population, remains to be explored. Objectives Our study aims to investigate the association between retinal vascular parameters (diameter and tortuosity) measured through AI, and the risk of new-onset CVD in the Chinese community-based population. Methods We conducted a prospective cohort study on subjects from a Beijing community in China who were free of prevalent stroke or myocardial infarction and underwent retinal photography at baseline. By deep-learning algorithm, quantitative retinal vascular parameters were measured 0.5 to 1 disc diameter from the optic disc margin, including central retinal arteriolar equivalent (CRAE), central retinal venular equivalent (CRVE), arteriolar-to-venular ratio (AVR), curvature tortuosity arteriole (cTORTa), and curvature tortuosity venule (cTORTv). The primary endpoint was a new-onset major adverse cardiovascular event (MACE), defined as a composite of cardiovascular death, first non-fatal stroke, and first non-fatal acute myocardial infarction (AMI). The secondary endpoints included cardiovascular death, first stroke, and first AMI. Cox proportional-hazards regression analyses were performed. Results A total of 3,585 participants were included. The mean age was 56.49 ± 8.94 years, and 2,335 (65.1%) were female. Prevalence of prior hypertension and diabetes was 1594 (44.5%) and 676 (18.9%), respectively. During the follow-up (median, 7.53 years), there were 293 cases of new-onset MACE (8.2%), 44 cardiovascular deaths (1.2%), 226 strokes (6.3%), and 57 AMIs (1.6%). The Kaplan–Meier curves showed significant differences in cumulative hazards of new-onset MACE among tertiles of CRAE, CRVE, AVR, and cTORTa, but not for cTORTv (Figure 1). In Cox proportional-hazards models (Figure 2) adjusting for covariates, CRAE was negatively associated with the risk of new-onset MACE (per 10 μm increase, hazard ratio [HR]=0.95, 95% confidence interval [CI]: 0.92-0.99, P=0.009) and the risk of new-onset stroke (per 10 μm increase, HR=0.96, 95%CI: 0.92-1.00, P=0.04). Similarly, AVR was negatively associated with new-onset MACE risk (per 0.1 increase, HR=0.82, 95%CI: 0.72-0.94, P<0.001) and new-onset stroke risk (per 0.1 increase, HR=0.84, 95%CI: 0.73-0.98, P=0.022). No significant associations were observed between CAVE, cTORTa, and cTORTv with any of the primary or secondary endpoints. Conclusions CRAE and AVR, measured through AI, are associated with the risk of new-onset MACE in the Chinese population. These findings suggest the potential for AI-measured parameters in retinal vasculature to aid in stratifying CVD risk in the general population.
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来源期刊
European Heart Journal
European Heart Journal 医学-心血管系统
CiteScore
39.30
自引率
6.90%
发文量
3942
审稿时长
1 months
期刊介绍: The European Heart Journal is a renowned international journal that focuses on cardiovascular medicine. It is published weekly and is the official journal of the European Society of Cardiology. This peer-reviewed journal is committed to publishing high-quality clinical and scientific material pertaining to all aspects of cardiovascular medicine. It covers a diverse range of topics including research findings, technical evaluations, and reviews. Moreover, the journal serves as a platform for the exchange of information and discussions on various aspects of cardiovascular medicine, including educational matters. In addition to original papers on cardiovascular medicine and surgery, the European Heart Journal also presents reviews, clinical perspectives, ESC Guidelines, and editorial articles that highlight recent advancements in cardiology. Additionally, the journal actively encourages readers to share their thoughts and opinions through correspondence.
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