Wenjie Xuan, Yinping Yao, Yayun Wang, Xiaohong Chen, Huanying Yao
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Calibration curve and receiver operating characteristic curve were used to evaluate the performance of the model. The predictive nomogram was further validated in the verification set. In the training set, 49 KD patients (19.9%) showed CAL. Compared with the non-CAL group, the proportion of fever days ≥ 10, C-reactive protein and total bilirubin were significantly higher in the CAL group, whereas age was younger, hemoglobin and albumin were lower. Younger age, fever days ≥ 10, higher C-reactive protein, lower hemoglobin and albumin were identified as independent risk factors for CAL in KD patients. The nomogram constructed using these factors showed satisfactory calibration degree and discriminatory power (the area under the curve, 0.764). In the verification set, the area under the curve was 0.798. Younger age, fever days ≥ 10, lower hemoglobin and albumin levels, higher C-reactive protein levels were independent risk factors for CAL in KD patients. 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引用次数: 0
摘要
作为一种急性全身性血管炎,川崎病(KD)有时会出现冠状动脉病变(CAL)。然而,其病因仍未确定。本研究旨在根据临床特征和实验室参数构建一个预测模型,然后对 CAL 进行快速风险评估。我们回顾性地收集了2016年1月至2023年6月在我院住院的所有KD患者的临床和实验室数据。所有患者被分为CAL组和非CAL组,然后随机分配到训练集和验证集。通过对训练集进行单变量分析和多变量逻辑回归分析,确定了 CAL 的独立风险变量。然后利用这些成分建立预测提名图。校准曲线和接收者工作特征曲线用于评估模型的性能。预测提名图在验证集中得到进一步验证。在训练集中,49 名 KD 患者(19.9%)出现了 CAL。与非CAL组相比,CAL组患者发热天数≥10天的比例、C反应蛋白和总胆红素显著升高,而年龄更小、血红蛋白和白蛋白更低。年龄较小、发热天数≥10 天、C 反应蛋白较高、血红蛋白和白蛋白较低被认为是 KD 患者发生 CAL 的独立危险因素。利用这些因素构建的提名图显示出令人满意的校准度和鉴别力(曲线下面积为 0.764)。在验证集中,曲线下面积为 0.798。年龄较小、发热天数≥10 天、血红蛋白和白蛋白水平较低、C 反应蛋白水平较高是 KD 患者发生 CAL 的独立危险因素。利用 5 个相关风险因素构建的预测提名图可方便地用于对 KD 患者的 CAL 进行个体化预测。
A nomogram for predicting coronary artery lesions in patients with Kawasaki disease.
As an acute systemic vasculitis, Kawasaki disease (KD) could develop coronary artery lesions (CAL) sometimes. However, its etiology was still unidentified. This study was to construct a predictive model based on clinical features and laboratory parameters, and then perform a rapid risk assessment of CAL. We collected clinical and laboratory data retrospectively for all patients with KD who were hospitalized at our hospital from January 2016 to June 2023. All the patients were divided into CAL and non-CAL groups and then randomly assigned to a training set and a verification set. The independent risk variables of CAL were identified by univariate analysis and multivariate logistic regression analysis of the training set. These components were then utilized to build a predictive nomogram. Calibration curve and receiver operating characteristic curve were used to evaluate the performance of the model. The predictive nomogram was further validated in the verification set. In the training set, 49 KD patients (19.9%) showed CAL. Compared with the non-CAL group, the proportion of fever days ≥ 10, C-reactive protein and total bilirubin were significantly higher in the CAL group, whereas age was younger, hemoglobin and albumin were lower. Younger age, fever days ≥ 10, higher C-reactive protein, lower hemoglobin and albumin were identified as independent risk factors for CAL in KD patients. The nomogram constructed using these factors showed satisfactory calibration degree and discriminatory power (the area under the curve, 0.764). In the verification set, the area under the curve was 0.798. Younger age, fever days ≥ 10, lower hemoglobin and albumin levels, higher C-reactive protein levels were independent risk factors for CAL in KD patients. The predictive nomogram constructed utilizing 5 relevant risk factors could be conveniently used to facilitate the individualized prediction of CAL in KD patients.
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