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
  • [21] The validity of the Finnish Diabetes Risk Score for the prediction of the incidence of coronary heart disease and stroke, and total mortality
    Sliventoinen, Kam
    Pankow, James
    Lindstrom, Jaana
    Jousilahti, Pekka
    Hu, Gang
    Tuomilehto, Jaakko
    EUROPEAN JOURNAL OF CARDIOVASCULAR PREVENTION & REHABILITATION, 2005, 12 (05): : 451 - 458
  • [22] Developing a prediction model for all-cause mortality risk among patients with type 2 diabetes mellitus in Shanghai, China
    Qi, Jiying
    He, Ping
    Yao, Huayan
    Xue, Yanbin
    Sun, Wen
    Lu, Ping
    Qi, Xiaohui
    Zhang, Zizheng
    Jing, Renjie
    Cui, Bin
    Ning, Guang
    JOURNAL OF DIABETES, 2023, 15 (01) : 27 - 35
  • [23] Risk prediction of in-hospital mortality among patients with type 2 diabetes mellitus and concomitant community-acquired pneumonia
    Cheng, Sijun
    Hou, Guangjian
    Liu, Zhipeng
    Lu, Ye
    Liang, Sicong
    Cang, Lin
    Zhang, Xinyue
    Zou, Cunlu
    Kang, Jian
    Chen, Yu
    ANNALS OF PALLIATIVE MEDICINE, 2020, 9 (05) : 3313 - 3325
  • [24] Coffee consumption and risk of total and cardiovascular mortality among patients with type 2 diabetes
    S. Bidel
    G. Hu
    Q. Qiao
    P. Jousilahti
    R. Antikainen
    J. Tuomilehto
    Diabetologia, 2006, 49 : 2618 - 2626
  • [25] Coffee consumption and risk of total and cardiovascular mortality among patients with type 2 diabetes
    Bidel, S.
    Hu, G.
    Qiao, Q.
    Jousilahti, P.
    Antikainen, R.
    Tuomilehto, J.
    DIABETOLOGIA, 2006, 49 (11) : 2618 - 2626
  • [26] Risk Prediction Scores for Type 2 Diabetes Microvascular and Cardiovascular Complications Derived and Validated With Real-world Data From 2 Provinces: The DIabeteS COmplications (DISCO) Risk Scores
    Shah, Baiju R.
    Austin, Peter C.
    Ivers, Noah M.
    Katz, Alan
    Singer, Alexander
    Sirski, Monica
    Thiruchelvam, Deva
    Tu, Karen
    CANADIAN JOURNAL OF DIABETES, 2024, 48 (03) : 188 - 194.e5
  • [27] Risk models and scores for type 2 diabetes: systematic review
    Noble, Douglas
    Mathur, Rohini
    Dent, Tom
    Meads, Catherine
    Greenhalgh, Trisha
    BMJ-BRITISH MEDICAL JOURNAL, 2011, 343 : 1243
  • [28] Prediction of the risk of mortality using risk score in patients with coronary heart disease
    Chen, Qian
    Ding, Ding
    Zhang, Yuan
    Yang, Yunou
    Li, Qing
    Chen, Xuechen
    Hu, Gang
    Ling, Wenhua
    ONCOTARGET, 2016, 7 (49) : 81680 - 81690
  • [29] Cardiovascular disease risk prediction for people with type 2 diabetes in a population-based cohort and in electronic health record data
    Szymonifka, Jackie
    Conderino, Sarah
    Cigolle, Christine
    Ha, Jinkyung
    Kabeto, Mohammed
    Yu, Jaehong
    Dodson, John A.
    Thorpe, Lorna
    Blaum, Caroline
    Zhong, Judy
    JAMIA OPEN, 2020, 3 (04) : 583 - 592
  • [30] Comparison of prediction models for cardiovascular and mortality risk in people with type 2 diabetes: An external validation in 23 685 adults included in the UK Biobank
    Zhang, Yikun
    Jiong, Ong Xin
    Tang, Shiqi
    Tang, Yui Chit
    Wong, Cheuk Tung
    Ng, Carmen S.
    Quan, Jianchao
    DIABETES OBESITY & METABOLISM, 2024, 26 (05) : 1697 - 1705