Validation and Comparison of 10‐Year Cardiovascular Risk Prediction Models in Two Chinese Prospective Cohorts: The General Population and Patients With Type 2 Diabetes

医学 2型糖尿病 队列 布里氏评分 人口 弗雷明翰风险评分 队列研究 生命银行 前瞻性队列研究 糖尿病 内科学 疾病 风险评估 逆概率加权 2型糖尿病 弗雷明翰心脏研究 审查(临床试验) 人口学 冲程(发动机) 临床试验 老年学
作者
Xikang Fan,Jiaxi Zhou,Mengxia Li,Yu Qin,Pei Pei,Dianjianyi Sun,Canqing Yu,Jun Lv,Enchun Pan,Yan Lu,Shujun Gu,Jian Su,Jinyi Zhou,Ran Tao
出处
期刊:Diabetes, Obesity and Metabolism [Wiley]
标识
DOI:10.1111/dom.71212
摘要

BACKGROUND: To evaluate and recalibrate commonly used 10-year cardiovascular disease (CVD) risk prediction models in two Chinese cohorts: the general population and adults with type 2 diabetes. METHODS: We analysed data from the Wuzhong subcohort of the China Kadoorie Biobank (CKB) and the Jiangsu Biobank for the Prevention and Control of Diabetes (JBPCD). After excluding participants with baseline CVD, baseline diabetes in CKB or missing predictors, 42 937 CKB participants and 14 125 JBPCD participants were included. We evaluated CKB-CVD, Globorisk, Framingham General CVD and WHO 2019 in both cohorts, and SCORE2-Diabetes in JBPCD. Performance of original and recalibrated models was assessed by 10-year inverse probability of censoring weighting (IPCW) C-statistic, calibration measures including the expected-to-observed (E/O) event ratio and Brier score. In JBPCD, overlap in high-risk classification was examined using a 20% predicted 10-year risk threshold. RESULTS: During a median follow-up of 11.96 years in the general population cohort and 10.03 years in the type 2 diabetes cohort, 3740 and 2794 ischemic heart disease or stroke events occurred, with 10-year risks of 6.04% and 19.72%, respectively. Discrimination was higher in the general population cohort than in the type 2 diabetes cohort (C-statistic 0.723-0.778 vs. 0.584-0.629). Original models were poorly calibrated, with systematic overprediction in the general population cohort (E/O 1.47-3.78) and heterogeneous miscalibration in the type 2 diabetes cohort (E/O 0.32-2.70). Recalibration markedly improved calibration and reduced Brier scores, with little change in discrimination. In the type 2 diabetes cohort, recalibrated CKB-CVD classified 48.4% as high risk, with an observed 10-year risk of 25.7%. CONCLUSION: Widely used 10-year CVD risk models showed acceptable or modest discrimination but substantial miscalibration in Chinese populations, especially among adults with type 2 diabetes. Recalibration is essential before threshold-based clinical or public-health use.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
科研小白完成签到,获得积分10
2秒前
2秒前
2秒前
柠檬狗子的应助被hydrate采纳,获得10
3秒前
3秒前
3秒前
领导范儿的应助被liu采纳,获得10
3秒前
4秒前
孤独幻枫完成签到,获得积分20
4秒前
东京下雨lin完成签到,获得积分10
5秒前
林林的应助被迷人的盼易采纳,获得10
5秒前
sivan完成签到 ,获得积分10
5秒前
DrJiang发布了新的文献求助10
6秒前
孤独幻枫发布了新的文献求助30
8秒前
8秒前
hihi完成签到,获得积分10
8秒前
8秒前
秋秋完成签到 ,获得积分10
9秒前
XunGe发布了新的文献求助10
9秒前
王小可发布了新的文献求助10
9秒前
丘比特的应助被hydrate采纳,获得10
11秒前
忧心的梦菡完成签到,获得积分20
11秒前
13秒前
tabblk发布了新的文献求助10
14秒前
无私秋天完成签到 ,获得积分10
15秒前
16秒前
16秒前
杨江丽完成签到 ,获得积分10
18秒前
科研通AI6.4的应助被橘子采纳,获得10
18秒前
ponny2001发布了新的文献求助10
19秒前
神勇的天蓝完成签到 ,获得积分10
20秒前
Diio完成签到,获得积分10
20秒前
科研通AI6.4的应助被李悟尔采纳,获得10
20秒前
啾啾完成签到,获得积分10
20秒前
芋圆儿完成签到,获得积分10
20秒前
21秒前
23秒前
Nole的应助被ethyxwat采纳,获得10
23秒前
彭于晏的应助被哒哒哒采纳,获得10
24秒前
柠檬狗子的应助被哒哒哒采纳,获得10
24秒前
高分求助中
(应助此贴封号)通过应助OA文献获取积分 10000
Rosenblum, Global Change Biology 800
Computational Chemical Reaction Engineering: Modeling, Simulation, and Design with MATLAB 600
Organizational Behavior 510
Management and the Arts 510
CLSI C56QG Examples of Hemolyzed, Icteric, and Lipemic/Turbid Samples Quick Guide 400
Encyclopedia of Geology 2nd Edition 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 内科学 物理 有机化学 化学工程 生物化学 复合材料 光电子学 细胞生物学 心理学 量子力学 催化作用 物理化学 电极
热门帖子
关注 科研通微信公众号,转发送积分 7805445
求助须知:如何正确求助?哪些是违规求助? 9339068
关于积分的说明 20494624
捐赠科研通 7397665
什么是DOI,文献DOI怎么找? 3327859
关于科研通互助平台的介绍 2474650
邀请新用户注册赠送积分活动 2345987