Contemporary model for cardiovascular risk prediction in people with type 2 diabetes

被引:129
作者
Kengne, Andre Pascal [1 ]
Patel, Anushka [1 ]
Marre, Michel [2 ,3 ]
Travert, Florence [2 ,3 ]
Lievre, Michel [4 ]
Zoungas, Sophia [1 ]
Chalmers, John [1 ]
Colagiuri, Stephen [5 ]
Grobbee, Diederick E. [6 ]
Hamet, Pavel [7 ]
Heller, Simon [8 ,9 ]
Neal, Bruce [1 ]
Woodward, Mark [1 ]
机构
[1] Univ Sydney, George Inst Int Hlth, Sydney, NSW 2050, Australia
[2] Hop Bichat Claude Bernard, F-75877 Paris 18, France
[3] Univ Paris 07, Paris, France
[4] Univ Lyon 1, Serv Pharmacol Clin, F-69365 Lyon, France
[5] Univ Sydney, Fac Med, Inst Obes Nutr & Exercise, Sydney, NSW 2050, Australia
[6] Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
[7] Univ Montreal, Ctr Hosp Univ Montreal, Montreal, PQ, Canada
[8] Univ Sheffield, Sheffield, S Yorkshire, England
[9] Sheffield Teaching Hosp Natl Serv NHS Fdn Trust, Sheffield, S Yorkshire, England
来源
EUROPEAN JOURNAL OF CARDIOVASCULAR PREVENTION & REHABILITATION | 2011年 / 18卷 / 03期
关键词
Diabetes mellitus; cardiovascular diseases; prognosis; prevention; risk score; DISEASE RISK; PRIMARY PREVENTION; VALIDATION; FRAMINGHAM; MELLITUS; EQUATION; OUTCOMES; TRIAL; SCORE;
D O I
10.1177/1741826710394270
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Existing cardiovascular risk prediction equations perform non-optimally in different populations with diabetes. Thus, there is a continuing need to develop new equations that will reliably estimate cardiovascular disease (CVD) risk and offer flexibility for adaptation in various settings. This report presents a contemporary model for predicting cardiovascular risk in people with type 2 diabetes mellitus. Design and methods: A 4.5-year follow-up of the Action in Diabetes and Vascular disease: preterax and diamicron-MR controlled evaluation (ADVANCE) cohort was used to estimate coefficients for significant predictors of CVD using Cox models. Similar Cox models were used to fit the 4-year risk of CVD in 7168 participants without previous CVD. The model's applicability was tested on the same sample and another dataset. Results: A total of 473 major cardiovascular events were recorded during follow-up. Age at diagnosis, known duration of diabetes, sex, pulse pressure, treated hypertension, atrial fibrillation, retinopathy, HbA1c, urinary albumin/creatinine ratio and non-HDL cholesterol at baseline were significant predictors of cardiovascular events. The model developed using these predictors displayed an acceptable discrimination (c-statistic: 0.70) and good calibration during internal validation. The external applicability of the model was tested on an independent cohort of individuals with type 2 diabetes, where similar discrimination was demonstrated (c-statistic: 0.69). Conclusions: Major cardiovascular events in contemporary populations with type 2 diabetes can be predicted on the basis of routinely measured clinical and biological variables. The model presented here can be used to quantify risk and guide the intensity of treatment in people with diabetes.
引用
收藏
页码:393 / 398
页数:6
相关论文
共 23 条
[1]   CARDIOVASCULAR-DISEASE RISK PROFILES [J].
ANDERSON, KM ;
ODELL, PM ;
WILSON, PWF ;
KANNEL, WB .
AMERICAN HEART JOURNAL, 1991, 121 (01) :293-298
[2]  
[Anonymous], MODELLING SURVIVAL D
[3]   Accuracy and impact of risk assessment in the primary prevention of cardiovascular disease: a systematic review [J].
Brindle, P. ;
Beswick, A. ;
Fahey, T. ;
Ebrahim, S. .
HEART, 2006, 92 (12) :1752-1759
[4]  
Buse JB, 2007, DIABETES CARE, V30, P162, DOI [10.2337/dc07-9917, 10.1161/CIRCULATIONAHA.106.179294]
[5]   Risk Prediction of Cardiovascular Disease in Type 2 Diabetes [J].
Cederholm, Jan ;
Eeg-Olofsson, Katarina ;
Eliasson, Bjoern ;
Zethelius, Bjoern ;
Nilsson, Peter M. ;
Gudbjornsdottir, Soffia .
DIABETES CARE, 2008, 31 (10) :2038-2043
[6]  
Chalmers J, 2001, J HYPERTENS, V19, pS21
[7]   Cardiovascular risk assessment scores for people with diabetes: a systematic review [J].
Chamnan, P. ;
Simmons, R. K. ;
Sharp, S. J. ;
Griffin, S. J. ;
Wareham, N. J. .
DIABETOLOGIA, 2009, 52 (10) :2001-2014
[8]  
Coleman RL, 2007, DIABETIC MED, V24, P56
[9]  
COX DR, 1972, J R STAT SOC B, V34, P187
[10]   General cardiovascular risk profile for use in primary care - The Framingham Heart Study [J].
D'Agostino, Ralph B. ;
Vasan, Ramachandran S. ;
Pencina, Michael J. ;
Wolf, Philip A. ;
Cobain, Mark ;
Massaro, Joseph M. ;
Kannel, William B. .
CIRCULATION, 2008, 117 (06) :743-753