External validation of the UK Prospective Diabetes Study (UKPDS) risk engine in patients with type 2 diabetes

被引:66
作者
van Dieren, S. [1 ]
Peelen, L. M. [1 ]
Noethlings, U. [2 ,3 ]
van der Schouw, Y. T. [1 ]
Rutten, G. E. H. M. [1 ]
Spijkerman, A. M. W. [4 ]
van der A, D. L. [5 ]
Sluik, D. [2 ]
Boeing, H. [2 ]
Moons, K. G. M. [1 ]
Beulens, J. W. J. [1 ]
机构
[1] Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, NL-3508 GA Utrecht, Netherlands
[2] German Inst Human Nutr Potsdam Rehbrucke, Dept Epidemiol, Nuthetal, Germany
[3] Univ Kiel, Epidemiol Sect, Inst Expt Med, Kiel, Germany
[4] Natl Inst Publ Hlth & Environm RIVM, Ctr Prevent & Hlth Serv Res, Bilthoven, Netherlands
[5] Natl Inst Publ Hlth & Environm RIVM, Ctr Nutr & Hlth, Bilthoven, Netherlands
关键词
Calibration; Cardiovascular disease; Coronary heart disease; Discrimination; Epidemiology; Multiple imputation; Prediction; Type 2 diabetes mellitus; Validation; CORONARY-HEART-DISEASE; CARDIOVASCULAR-DISEASE; FRAMINGHAM; PREDICTION; SCORE; EQUATIONS;
D O I
10.1007/s00125-010-1960-0
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Treatment guidelines recommend the UK Prospective Diabetes Study (UKPDS) risk engine for predicting cardiovascular risk in patients with type 2 diabetes, although validation studies showed moderate performance. The methods used in these validation studies were diverse, however, and sometimes insufficient. Hence, we assessed the discrimination and calibration of the UKPDS risk engine to predict 4, 5, 6 and 8 year cardiovascular risk in patients with type 2 diabetes. The cohort included 1,622 patients with type 2 diabetes. During a mean follow-up of 8 years, patients were followed for incidence of CHD and cardiovascular disease (CVD). Discrimination and calibration were assessed for 4, 5, 6 and 8 year risk. Discrimination was examined using the c-statistic and calibration by visually inspecting calibration plots and calculating the Hosmer-Lemeshow chi(2) statistic. The UKPDS risk engine showed moderate to poor discrimination for both CHD and CVD (c-statistic of 0.66 for both 5 year CHD and CVD risks), and an overestimation of the risk (224% and 112%). The calibration of the UKPDS risk engine was slightly better for patients with type 2 diabetes who had been diagnosed with diabetes more than 10 years ago compared with patients diagnosed more recently, particularly for 4 and 5 year predicted CVD and CHD risks. Discrimination for these periods was still moderate to poor. We observed that the UKPDS risk engine overestimates CHD and CVD risk. The discriminative ability of this model is moderate, irrespective of various subgroup analyses. To enhance the prediction of CVD in patients with type 2 diabetes, this model should be updated.
引用
收藏
页码:264 / 270
页数:7
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