A prediction model for type 2 diabetes risk among Chinese people

被引:146
|
作者
Chien, K. [1 ,2 ,3 ]
Cai, T. [4 ]
Hsu, H. [1 ]
Su, T. [1 ]
Chang, W. [5 ]
Chen, M. [1 ]
Lee, Y. [1 ]
Hu, F. B. [2 ]
机构
[1] Natl Taiwan Univ, Dept Internal Med, Taipei 100, Taiwan
[2] Harvard Univ, Sch Publ Hlth, Dept Nutr, Boston, MA 02115 USA
[3] Natl Taiwan Univ, Inst Prevent Med, Coll Publ Hlth, Taipei 100, Taiwan
[4] Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
[5] Natl Taiwan Univ Hosp, Dept Emergency Med, Taipei, Taiwan
关键词
Prediction model; Type; 2; diabetes; OPERATING CHARACTERISTIC CURVES; CORONARY-HEART-DISEASE; FASTING GLUCOSE; SCORE; MELLITUS; PARTICIPANTS; INDIVIDUALS; PERFORMANCE; VALIDATION; PREVENTION;
D O I
10.1007/s00125-008-1232-4
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
A range of prediction rules for the onset of type 2 diabetes have been proposed. However, most studies have been conducted in white groups and it is not clear whether these models apply to Asian populations. The purpose of this study was to construct a simple points model for predicting incident diabetes among Chinese people. We estimated the 10 year risk of diabetes in a cohort study of middle-aged and elderly participants who were free from diabetes at baseline. Cox regression coefficients were used to construct the simple points model and the discriminatory ability of the resulting prediction rule was determined using AUC and net reclassification improvement and integrated discrimination improvement statistics. Fivefold random splitting was used to test the internal validity and obtain bootstrap estimates of the AUC. Of the 2,960 participants without diabetes at the baseline examination, 548 developed type 2 diabetes during a median 10 year follow-up period. Age (four points), elevated fasting glucose (11 points), body mass index (eight points), triacylglycerol (five points), white blood cell count (four points) and a higher HDL-cholesterol (negative four points) were found to strongly predict diabetes incidence in a multivariate model. The estimated AUC for the model was 0.702 (95% CI 0.676-0.727). This model performed better than existing prediction models developed in other populations, including the Prospective Cardiovascular Munster, Cambridge, San Antonia and Framingham models for diabetes risk. We have constructed a model for predicting the 10 year incidence of diabetes in Chinese people that could be useful for identifying individuals at high risk of diabetes in the Chinese population.
引用
收藏
页码:443 / 450
页数:8
相关论文
共 50 条
  • [41] Body mass index and the risk of mortality among Chinese adults with Type 2 diabetes
    Xu, H.
    Zhang, M.
    Xu, D.
    Zhang, F.
    Yao, B.
    Yan, Y.
    Zhao, N.
    Xu, W.
    Qin, G.
    DIABETIC MEDICINE, 2018, 35 (11) : 1562 - 1570
  • [42] A risk prediction model for heart failure hospitalization in type 2 diabetes mellitus
    Williams, Brent A.
    Geba, Daniela
    Cordova, Jeanine M.
    Shetty, Sharash S.
    CLINICAL CARDIOLOGY, 2020, 43 (03) : 275 - 283
  • [43] Risk Factors of Hypoglycemia in Patients with Type 2 Diabetes and the Establishment of Prediction Model
    Gong, Siqian
    Luo, Yingying
    Zhou, Xianghai
    Han, Xueyao
    Ji, Linong
    DIABETES, 2015, 64 : A101 - A101
  • [44] Development and Validation of a Risk Prediction Model for Ketosis-Prone Type 2 Diabetes Mellitus Among Patients Newly Diagnosed with Type 2 Diabetes Mellitus in China
    Jiang, Yanjuan
    Zhu, Jianting
    Lai, Xiaoyang
    DIABETES METABOLIC SYNDROME AND OBESITY, 2023, 16 : 2491 - 2502
  • [45] Mortality among people with type 2 diabetes in Germany
    Toennies, Thaddaeus
    Brinks, Ralph
    Hoyer, Annika
    DIABETOLOGE, 2019, 15 (03): : 223 - 229
  • [46] Prediction models for the risk of developing nephropathy in people with type 2 diabetes. A systematic review
    van der Heijden, A. A.
    Gort, M.
    Elders, P. J. M.
    Nijpels, G.
    Beulens, J. W. J.
    DIABETOLOGIA, 2018, 61 : S493 - S493
  • [47] Factors influencing exercises in Chinese people with type 2 diabetes
    He, W.
    Zhang, Y.
    Zhao, F.
    INTERNATIONAL NURSING REVIEW, 2013, 60 (04) : 494 - 500
  • [48] Prevalence, treatment, control of type 2 diabetes and the risk factors among elderly people in Shenzhen: results from the urban Chinese population
    Sun, Yuanying
    Ni, Wenqing
    Yuan, Xueli
    Chi, Hongshan
    Xu, Jian
    BMC PUBLIC HEALTH, 2020, 20 (01) : 998
  • [49] Prevalence, treatment, control of type 2 diabetes and the risk factors among elderly people in Shenzhen: results from the urban Chinese population
    Yuanying Sun
    Wenqing Ni
    Xueli Yuan
    Hongshan Chi
    Jian Xu
    BMC Public Health, 20
  • [50] Risk factors for diabetes in Chinese people
    Yin, XY
    DIABETOLOGIA, 1997, 40 : 789 - 789