Prediction of Five-Year Cardiovascular Disease Risk in People with Type 2 Diabetes Mellitus: Derivation in Nanjing, China and External Validation in Scotland, UK

被引:2
作者
Wan, Cheng [1 ]
Read, Stephanie [2 ]
Wu, Honghan [3 ]
Lu, Shan [4 ]
Zhang, X. I. N. [1 ,5 ]
Wild, Sarah H. [6 ]
Liu, Y. U. N. [1 ,5 ]
机构
[1] Nanjing Med Univ, Sch Biomed Engn & Informat, Dept Med Informat, Nanjing, Peoples R China
[2] Womens Coll Hosp, Womens Coll Res Inst, Toronto, ON, Canada
[3] UCL, Inst Hlth Informat, London, England
[4] Nanjing Med Univ, Affiliated Hosp 1, Outpatient Dept, Nanjing, Peoples R China
[5] Nanjing Med Univ, Affiliated Hosp 1, Dept Informat, 300 Guang Zhou Rd, Nanjing 210029, Jiangsu, Peoples R China
[6] Univ Edinburgh, Usher Inst, Edinburgh, Midlothian, Scotland
关键词
five-year cardiovascular disease risk; type 2 diabetes mellitus; derivation and external validation; routinely collected hospital data; MODEL; HBA(1C); COHORTS; TOOLS;
D O I
10.5334/gh.1131
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: To use routinely collected data to develop a five-year cardiovascular disease (CVD) risk prediction model for Chinese adults with type 2 diabetes with validation of its performance in a population of European ancestry. Methods: People with incident type 2 diabetes and no history of CVD at diagnosis of diabetes between 2008 and 2017 were included in derivation and validation cohorts. The derivation cohort was identified from a pseudonymized research extract of data from the First Affiliated Hospital of Nanjing Medical University (NMU). Five-year risk of CVD was estimated using basic and extended Cox proportional hazards regression models including 6 and 11 predictors respectively. The risk prediction models were internally validated and externally validated in a Scottish population-based cohort with CVD events identified from linked hospital records. Discrimination and calibration were assessed using Harrell's C-statistic and calibration plots, respectively. Results: Mean age of the derivation and validation cohorts were 58.4 and 59.2 years, respectively, with 53.5% and 56.9% men. During a median follow-up time of 4.75 [2.67, 7.42] years, 18,827 (22.25%) of the 84,630 people in the NMU-Diabetes cohort and 8,763 (7.31%) of the Scottish cohort of 119,891 people developed CVD. The extended model had a C-statistic of 0.723 [0.721-0.724] in internal validation and 0.716 [0.713-0.719] in external validation. Conclusions: It is possible to generate a risk prediction model with moderate discriminative power in internal and external validation derived from routinely collected Chinese hospital data. The proposed risk score could be used to improve CVD prevention in people with diabetes.
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页数:16
相关论文
共 34 条
[1]   Cardiovascular risk prediction tools for populations in Asia [J].
Barzi, F. ;
Patel, A. ;
Gu, D. ;
Sritara, P. ;
Lam, T. H. ;
Rodgers, A. ;
Woodward, M. .
JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 2007, 61 (02) :115-121
[2]   Validation of Risk Equations for Complications of Type 2 Diabetes (RECODe) Using Individual Participant Data From Diverse Longitudinal Cohorts in the U.S [J].
Basu, Sanjay ;
Sussman, Jeremy B. ;
Berkowitz, Seth A. ;
Hayward, Rodney A. ;
Bertoni, Alain G. ;
Correa, Adolfo ;
Mwasongwe, Stanford ;
Yudkin, John S. .
DIABETES CARE, 2018, 41 (03) :586-595
[3]  
Branch CMAD, 2017, CHINESE J PRACTICAL, V38, P34
[4]   Validation of the Framingham general cardiovascular risk score in a multiethnic Asian population: a retrospective cohort study [J].
Chia, Yook Chin ;
Gray, Sarah Yu Weng ;
Ching, Siew Mooi ;
Lim, Hooi Min ;
Chinna, Karuthan .
BMJ OPEN, 2015, 5 (05)
[5]   Survival as a function of HbA1c in people with type 2 diabetes: a retrospective cohort study [J].
Currie, Craig J. ;
Peters, John R. ;
Tynan, Aodan ;
Evans, Marc ;
Heine, Robert J. ;
Bracco, Oswaldo L. ;
Zagar, Tony ;
Poole, Chris D. .
LANCET, 2010, 375 (9713) :481-489
[6]   An Australian cardiovascular risk equation for type 2 diabetes: the Fremantle Diabetes Study [J].
Davis, W. A. ;
Knuiman, M. W. ;
Davis, T. M. E. .
INTERNAL MEDICINE JOURNAL, 2010, 40 (04) :286-292
[7]   Derivation and Validation of a New Cardiovascular Risk Score for People With Type 2 Diabetes The New Zealand Diabetes Cohort Study [J].
Elley, C. Raina ;
Robinson, Elizabeth ;
Kenealy, Tim ;
Bramley, Dale ;
Drury, Paul L. .
DIABETES CARE, 2010, 33 (06) :1347-1352
[8]   Predicting cardiovascular risk in England and Wales: prospective derivation and validation of QRISK2 [J].
Hippisley-Cox, Julia ;
Coupland, Carol ;
Vinogradova, Yana ;
Robson, John ;
Minhas, Rubin ;
Sheikh, Aziz ;
Brindle, Peter .
BMJ-BRITISH MEDICAL JOURNAL, 2008, 336 (7659) :1475-+
[9]  
Kassebaum N. J., 2016, The Lancet, V388, P1775
[10]   Contemporary model for cardiovascular risk prediction in people with type 2 diabetes [J].
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