Department of Epidemiology and Biostatistics, Peking University Health Science Center, 38 Xueyuan Road, Beijing100191, China.
Fuwai Hospital, Chinese Academy of Medical Sciences, Beijing, China.
Bull World Health Organ. 2023 Apr 1;101(4):238-247. doi: 10.2471/BLT.22.288645. Epub 2023 Feb 1.
To validate the World Health Organization (WHO) non-laboratory-based cardiovascular disease risk prediction model in regions of China.
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.
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.
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.
在中国各地区验证世界卫生组织(WHO)基于非实验室的心血管疾病风险预测模型。
我们使用中国慢性病前瞻性研究(CKB)的数据对东亚地区的 WHO 模型进行了外部验证,该研究是一项正在进行的队列研究,于 2004-2008 年从中国 10 个地区招募了 512725 名参与者。我们还重新计算了该模型在每个地区的重新校准参数,并评估了重新校准前后模型的预测性能。我们通过 Harrell's C 指数评估区分性能。
我们纳入了 412225 名年龄在 40-79 岁的参与者。在中位随访 11 年期间,女性和男性分别记录到 58035 和 41262 例心血管疾病事件。WHO 模型在女性中的 Harrell's C 为 0.682,在男性中的为 0.700,但在各地区之间存在差异。在大多数地区,WHO 模型低估了 10 年心血管疾病风险。在每个地区重新校准后,整体人群的区分度和校准度均得到改善。女性的 Harrell's C 从 0.674 增加到 0.749,男性从 0.698 增加到 0.753。重新校准前后预测病例与观察病例的比例,女性分别为 0.189 和 1.027,男性分别为 0.543 和 1.089。
东亚地区的 WHO 模型对中国人群的心血管疾病具有中等的区分度,对中国不同地区的心血管疾病风险预测能力有限。针对不同地区的重新校准大大提高了整体人群的区分度和校准度。