不同风险预测模型评估高血压人群10年心血管疾病风险的比较

A comparative study of different risk prediction models to assess 10-year cardiovascular disease risk in hypertensive population

  • 摘要: 目的 在高血压患者随访队列中,验证并比较不同心血管疾病风险预测模型的评估效果及可靠性。方法 研究对象为2010年1—12月参加江苏省高血压随访队列研究基线调查并随访至2020年5月的40~70岁高血压患者9 924例,采用中国动脉粥样硬化性心血管疾病风险预测模型(China-PAR)、国人缺血性脑血管疾病10年发病危险度评估表(ICVD)和Framingham危险评分(FRS)分别计算预测的心血管疾病10年发病风险。通过Kaplan-Meier方法调整观察到的新发心血管事件的发生率,并计算预测风险与发生率的比值,评价3个模型的评估效果。采用区分度C统计量、校准度卡方值,以及校准图评估模型预测的可靠性。结果 研究对象在平均(8.30±1.45)年的随访时间内,共发生新发心血管事件1 017例。在男性高血压患者中,China-PAR的区分度C统计量及其95%CI分别为0.707(0.693~0.721),优于ICVD0.656(0.641~0.670)和FRS0.681(0.667~0.695),DeLong检验,均P<0.001,且预测准确性较高。在女性中China-PAR的C统计量虽大于ICVD和FRS,但三种模型的区分度及校准度均较差。结论 在江苏省高血压患者中,China-PAR相较于ICVD和FRS预测10年心血管疾病风险有较好的区分度,尤其在男性人群中有较好的校准度,但预测的可靠性还有待改善,应针对高血压人群尤其是高风险组人群的特点建立更为适宜的风险预测模型。

     

    Abstract: Objective To validate and compare the effectiveness and reliability of different cardiovascular risk prediction models in a follow-up cohort of hypertensive patients. Methods A total of 9 924 hypertensive patients aged 40-70 years who participated in the baseline survey of follow-up cohort study of hypertension in Jiangsu province from January 2010 to December 2010 and followed up to May 2020 were included in this study. China prediction model of atherosclerotic cardiovascular disease risk(China-PAR), ischemic cerebrovascular disease of 10-year risk assessment in the national population(ICVD) and Framingham Risk Score(FRS) were used to calculate the predicted 10-year cardiovascular risk. Kaplan-Meier method was used to adjust the actual incidence of new cardiovascular events over 10 years, and the ratio of predicted risk to actual incidence was calculated to evaluate the effect of the three models. The prediction reliability of the model was evaluated by Harrell’s C statistics, chi-square value of calibration degree and calibration graph. Results During the mean follow-up of(8.30±1.45) years, a total of 1 017 new cardiovascular events occurred. In male hypertensive patients, the C-statistic and 95% confidence interval(CI) of China-PAR were 0.707(0.693-0.721), which were better than ICVD 0.656(0.641-0.670) and FRS 0.681(0.667-0.695), DeLong test, both P<0.001, and the prediction accuracy was high. Although the C-statistic of China-PAR was greater than ICVD and FRS in women, the discrimination and calibration of the three models were poorer. Conclusions China-PAR has better differentiation than ICVD and FRS in predicting 10-year cardiovascular disease risk in Jiangsu Province, especially in the male population. However, the reliability of prediction needs to be improved and a more appropriate risk prediction model should be established according to the characteristics of hypertensive population, especially those in high-risk groups.

     

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