Risk Prediction Scores for Mortality, Cerebrovascular, and Heart Disease Among Chinese People With Type 2 Diabetes

被引:18
|
作者
Quan, Jianchao [1 ]
Pang, Deanette [2 ]
Li, Tom K. [1 ]
Choi, Cheung Hei [3 ]
Siu, Shing Chung [4 ]
Tang, Simon Y. [5 ]
Wat, Nelson M. [6 ]
Woo, Jean [7 ]
Lau, Zheng Yi [2 ]
Tan, Kelvin B. [2 ]
Leung, Gabriel M. [1 ]
机构
[1] Univ Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, Div Hlth Econ Policy & Management, Hong Kong, Peoples R China
[2] Minist Hlth, Singapore 169854, Singapore
[3] Queen Elizabeth Hosp, Hong Kong, Peoples R China
[4] Tung Wah Eastern Hosp, Dept Med & Rehabil, Hong Kong, Peoples R China
[5] Tuen Mun Hosp, Hong Kong, Peoples R China
[6] Caritas Med Ctr, Hong Kong, Peoples R China
[7] Chinese Univ Hong Kong, Fac Med, Hong Kong, Peoples R China
关键词
VALIDATION; STROKE; MODEL;
D O I
10.1210/jc.2019-00731
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Context: Risk scores for cardiovascular and mortality outcomes have not been commonly applied in Chinese populations. Objective: To develop and externally validate a set of parsimonious risk scores [University of Hong Kong-Singapore (HKU-SG)] to predict the risk of mortality, cerebrovascular disease, and ischemic heart disease among Chinese people with type 2 diabetes and compare HKU-SG risk scores to other existing ones. Design: Retrospective population-based cohorts drawn from Hong Kong Hospital Authority health records from 2006 to 2014 for development and Singapore Ministry of Health records from 2008 to 2016 for validation. Separate five-year risk scores were derived using Cox proportional hazards models for each outcome. Setting: Study participants were adults with type 2 diabetes aged 20 years or over, consisting of 678,750 participants from Hong Kong and 386,425 participants from Singapore. Main Outcome Measures: Performance was evaluated by discrimination (Harrell C-index), and calibration plots comparing predicted against observed risks. Results: All models had fair external discrimination. Among the risk scores for the diabetes population, ethnic-specific risk scores (HKU-SG and Joint Asia Diabetes Evaluation) performed better than UK Prospective Diabetes Study and Risk Equations for Complications Of type 2 Diabetes models. External validation of the HKU-SG risk scores for mortality, cerebrovascular disease, and ischemic heart disease had corresponding C-indices of 0.778, 0.695, and 0.644. The HKU-SG models appeared well calibrated on visual plots, with predicted risks closely matching observed risks. Conclusions: The HKU-SG risk scores were developed and externally validated in two large Chinese population-based cohorts. The parsimonious use of clinical predictors compared with previous risk scores could allow wider implementation of risk estimation in diverse Chinese settings.
引用
收藏
页码:5823 / 5830
页数:8
相关论文
共 50 条
  • [1] A prediction model for type 2 diabetes risk among Chinese people
    Chien, K.
    Cai, T.
    Hsu, H.
    Su, T.
    Chang, W.
    Chen, M.
    Lee, Y.
    Hu, F. B.
    DIABETOLOGIA, 2009, 52 (03) : 443 - 450
  • [2] Epidemiology of Cerebrovascular Disease Among Chinese Canadian Adults With Type 2 Diabetes
    Lam, Susy
    Chu, Joseph Y.
    CANADIAN JOURNAL OF DIABETES, 2018, 42 (01) : 94 - 99
  • [3] Cardiovascular risk prediction in type 2 diabetes: a comparison of 22 risk scores in primary care settings
    Dziopa, Katarzyna
    Asselbergs, Folkert W.
    Gratton, Jasmine
    Chaturvedi, Nishi
    Schmidt, Amand F.
    DIABETOLOGIA, 2022, 65 (04) : 644 - 656
  • [4] Derivation and Validation of Risk Scores to Predict Cerebrovascular Mortality Among Incident Peritoneal Dialysis Patients
    Zhang, Xiaoxue
    Yu, Dahai
    Cai, Yamei
    Shang, Jin
    Qin, Rui
    Tian, Xing
    Zhao, Zhanzheng
    Simmons, David
    KIDNEY & BLOOD PRESSURE RESEARCH, 2018, 43 (04) : 1141 - 1148
  • [5] Predicting the risk of developing type 2 diabetes in Chinese people who have coronary heart disease and impaired glucose tolerance
    Xu, Shishi
    Scott, Charles A. B.
    Coleman, Ruth L.
    Tuomilehto, Jaakko
    Holman, Rury R.
    JOURNAL OF DIABETES, 2021, 13 (10) : 817 - 826
  • [6] Risk Factors for Cerebrovascular Disease Mortality among the Elderly in Beijing: A Competing Risk Analysis
    Tang, Zhe
    Zhou, Tao
    Luo, Yanxia
    Xie, Changchun
    Huo, Da
    Tao, Lixin
    Pan, Lei
    Sun, Fei
    Zhu, Huiping
    Yang, Xinghua
    Wang, Wei
    Yan, Aoshuang
    Li, Xia
    Guo, Xiuhua
    PLOS ONE, 2014, 9 (02):
  • [7] Cerebrovascular disease in type 2 diabetes mellitus
    Dalal, PM
    Parab, PV
    NEUROLOGY INDIA, 2002, 50 (04) : 380 - 385
  • [8] Genetic risk score for risk prediction of diabetic nephropathy in Han Chinese type 2 diabetes patients
    Liao, Li-Na
    Li, Tsai-Chung
    Li, Chia-Ing
    Liu, Chiu-Shong
    Lin, Wen-Yuan
    Lin, Chih-Hsueh
    Yang, Chuan-Wei
    Chen, Ching-Chu
    Chang, Chiz-Tzung
    Yang, Ya-Fei
    Liu, Yao-Lung
    Kuo, Huey-Liang
    Tsai, Fuu-Jen
    Lin, Cheng-Chieh
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [9] Contemporary model for cardiovascular risk prediction in people with type 2 diabetes
    Kengne, Andre Pascal
    Patel, Anushka
    Marre, Michel
    Travert, Florence
    Lievre, Michel
    Zoungas, Sophia
    Chalmers, John
    Colagiuri, Stephen
    Grobbee, Diederick E.
    Hamet, Pavel
    Heller, Simon
    Neal, Bruce
    Woodward, Mark
    EUROPEAN JOURNAL OF CARDIOVASCULAR PREVENTION & REHABILITATION, 2011, 18 (03): : 393 - 398
  • [10] Type 2 diabetes and the risk of mortality among patients with prostate cancer
    Bensimon, Leah
    Yin, Hui
    Suissa, Samy
    Pollak, Michael N.
    Azoulay, Laurent
    CANCER CAUSES & CONTROL, 2014, 25 (03) : 329 - 338