Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, China.
Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada.
Sci Rep. 2020 Sep 24;10(1):15590. doi: 10.1038/s41598-020-72527-0.
Pre-eclampsia is a severe hypertensive disorder of pregnancy and could lead to severe maternal morbidities and death. Our study aimed to develop and validate a prognostic prediction model for severe maternal outcomes among Chinese population with pre-eclampsia. We conducted a 10-year cohort study in a referral center by collecting all pregnant women who diagnosed as pre-eclampsia and delivered from 2005 to 2014. A composite of severe maternal outcomes, including maternal near-miss defined by World Health Organization, cortical blindness/retinal detachment, temporary facial paralysis and maternal death, were adopted. We used logistic regression model to develop Model 1 by retaining the predictors of p < 0.05, and further conducted Model 2 by adding quadratic terms and interaction terms to Model 1. We undertook a bootstrapping validation and estimated the model performance. A total of 397 pregnant women suffered from severe maternal outcomes among 2,793 eligible participants, with an incidence of 14.21% (95% confidence interval (CI) 12.91%-15.51%). Of 13 predictors were finally selected in Model 1. Combined with quadratic and interactive terms, the Model 2 showed higher area under the ROC curve (82.2%, 95% CI 79.6%-84.7%) and good calibration. By the bootstrapping validation, similar model performances were present.
子痫前期是一种严重的妊娠高血压疾病,可导致严重的孕产妇发病率和死亡率。本研究旨在为中国子痫前期患者建立并验证一种严重孕产妇结局的预后预测模型。我们通过收集 2005 年至 2014 年期间在一家转诊中心被诊断为子痫前期并分娩的所有孕妇进行了一项 10 年的队列研究。采用了严重孕产妇结局的综合指标,包括世界卫生组织定义的孕产妇接近死亡病例、皮质盲/视网膜脱离、暂时性面瘫和孕产妇死亡。我们使用逻辑回归模型保留有统计学意义的预测因素(p < 0.05)建立模型 1,并进一步在模型 1 中添加二次项和交互项以建立模型 2。我们进行了 bootstrap 验证并评估了模型性能。在 2793 名符合条件的参与者中,共有 397 名孕妇发生严重孕产妇结局,发生率为 14.21%(95%置信区间 12.91%-15.51%)。在模型 1 中最终选择了 13 个预测因素。结合二次项和交互项,模型 2 显示出更高的 ROC 曲线下面积(82.2%,95%置信区间 79.6%-84.7%)和良好的校准度。通过 bootstrap 验证,模型性能相似。