Performance of the revised WHO cardiovascular disease risk prediction models for the Middle East and North Africa: a validation study in the Tehran Lipid and Glucose Study.
Mahin Nomali, Mehdi Yaseri, Saharnaz Nedjat, Fereidoun Azizi, Mohammad Ali Mansournia, Hossein Navid, Goodarz Danaei, Mark Woodward, Noushin Fahimfar, Ewout Steyerberg, Davood Khalili
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引用次数: 0
Abstract
Objective: We aimed to evaluate the performance of the revised WHO models in predicting the 10-year risk of cardiovascular disease (CVD) in Iran, as part of the Middle East and North Africa (MENA) region.
Study design and setting: We analyzed data from the Tehran Lipid and Glucose Study (TLGS), including 5162 participants (2241 men) aged 40-80 years without CVD at baseline (the 3rd examination, 2006-2008), for the occurrence of CVD (myocardial infarction, coronary heart disease death, and stroke). We assessed the statistical performance of original and regionally recalibrated models-both laboratory- and non-laboratory-based- using discrimination (C-statistic) calibration (calibration plot and observed-to-expected[O:E] ratio), and clinical performance applying net benefit (NB), a measure of true positives penalized for a weight of false positives, a decimal value representing the expected proportion of true positive outcomes among total population.
Results: During the 10-year follow-up, 307 CVD events occurred. The cumulative incidence of CVD was 9.0% (95% CI: 8.0-10.0%) in men and 4.0% (3.0-5.0%) in women. For the laboratory-based model, the C-statistic was 0.72 (0.68-0.75) in men and 0.83 (0.80-0.86) in women; for the non-laboratory-based model, it was 0.70 (0.66-0.73) and 0.82 (0.79-0.86), respectively. The lab model underpredicted the risk (O:E=1.20[1.00-1.33] for men and 1.40 [1.13-1.60] for women). At the risk threshold of 10%, NB for the lab model was 0.03 (0.02-0.04) for men and 0.01 (0.004-0.01) for women; these values became zero or negative for thresholds over 20%. Regionally recalibrated models overestimated the risk (O:E <1) and showed lower NB.
Conclusion: The loss of specificity was not sufficiently offset by the increase in sensitivity provided by the regionally recalibrated models compared to the original models.
期刊介绍:
The Journal of Clinical Epidemiology strives to enhance the quality of clinical and patient-oriented healthcare research by advancing and applying innovative methods in conducting, presenting, synthesizing, disseminating, and translating research results into optimal clinical practice. Special emphasis is placed on training new generations of scientists and clinical practice leaders.