Related Experiment Video
Updated: Aug 4, 2025

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
WHO cardiovascular disease risk prediction model performance in 10 regions, China
Songchun Yang1, Yinqi Ding1, Canqing Yu1
1Department of Epidemiology and Biostatistics, Peking University Health Science Center, 38 Xueyuan Road, Beijing100191, China.
Objective:
To validate the World Health Organization (WHO) non-laboratory-based cardiovascular disease risk prediction model in regions of China.
Methods:
We performed an external validation of the WHO model for East Asia using the data set of China Kadoorie Biobank, an ongoing cohort study with 512 725 participants recruited from 10 regions of China from 2004-2008. We also recalculated the recalibration parameters for the WHO model in each region and evaluated the predictive performance of the model before and after recalibration. We assessed discrimination performance by Harrell's C index.
Findings:
We included 412 225 participants aged 40-79 years. During a median follow-up of 11 years, 58 035 and 41 262 incident cardiovascular disease cases were recorded in women and men, respectively. Harrell's C of the WHO model was 0.682 in women and 0.700 in men but varied among regions. The WHO model underestimated the 10-year cardiovascular disease risk in most regions. After recalibration in each region, discrimination and calibration were both improved in the overall population. Harrell's C increased from 0.674 to 0.749 in women and from 0.698 to 0.753 in men. The ratios of predicted to observed cases before and after recalibration were 0.189 and 1.027 in women and 0.543 and 1.089 in men.
Conclusion:
The WHO model for East Asia yielded moderate discrimination for cardiovascular disease in the Chinese population and had limited prediction for cardiovascular disease risk in different regions in China. Recalibration for diverse regions greatly improved discrimination and calibration in the overall population.
More Related Videos
Related Concept Videos
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Receiver Operating Characteristic Plot
Relative Risk
Blood Studies for Cardiovascular System I: Cardiac Biomarkers
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...

