Online risk prediction models

  • 文章类型: Journal Article
    目的:急性A型主动脉夹层(ATAAD)是一种危及生命的心血管疾病,需要有效的预测模型来预测和评估患者的死亡风险。我们的研究旨在构建一个模型来预测ATAAD患者30天死亡的风险,并验证了德国急性主动脉夹层A型注册中心(GERAADA)评分和欧洲心脏手术风险评估系统(EuroSCOREII)的预测准确性。
    方法:在2019年6月至2023年6月期间,109例ATAAD患者在我院接受了手术治疗(死亡组35例,存活组74例)。比较两组图像参数的差异。寻找独立的预测因子,并建立预测ATAAD患者30天死亡率的模型。回顾性计算GERAADA评分和EuroSCOREII,并使用受试者工作特征(ROC)曲线评估死亡率。
    结果:Logistic回归分析显示,升主动脉长度和心包积液是ATAAD患者30天内死亡的独立预测因素。我们构建了四个模型,GERAADA评分(模型1),EuroSCOREII(模型2),模型1,升主动脉长度,和心包积液(模型3),和模型2,升主动脉长度,和心包积液(模型4)。模型3的曲线下面积(AUC=0.832)与模型1(AUC=0.683)和模型2(AUC=0.599)显著不同,分别为(p<0.05,DeLong检验)。
    结论:在GERAADA评分中加入升主动脉长度和心包积液可以提高ATAAD患者30天死亡率的预测能力。
    OBJECTIVE: Acute type A aortic dissection (ATAAD) is a life-threatening cardiovascular disease that requires an effective predictive model to predict and assess a patient\'s risk of death. Our study aimed to construct a model for predicting the risk of 30-day death in patients with ATAAD and the prediction accuracy of the German Registry of Acute Aortic Dissection Type A (GERAADA) Score and the European System for Cardiac Operative Risk Evaluation (EuroSCORE II) was verified.
    METHODS: Between June 2019 and June 2023, 109 patients with ATAAD underwent surgical treatment at our hospital (35 in the death group and 74 in the survival group). The differences in image parameters between the two groups were compared. Search for independent predictors and develop models that predict 30-day mortality in patients with ATAAD. GERAADA Score and EuroSCORE II were retrospectively calculated and indicated mortality was assessed using the receiver operating characteristic (ROC) curve.
    RESULTS: Logistic regression analysis showed that ascending aortic length and pericardial effusion were independent predictors of death within 30 days in patients with ATAAD. We constructed four models, GERAADA Score (Model 1), EuroSCORE II (Model 2), Model 1, ascending aorta length, and pericardial effusion (Model 3), and Model 2, ascending aorta length, and pericardial effusion (Model 4). The area under the curve (AUC = 0.832) of Model 3 was significantly different from those of Models 1 (AUC = 0.683) and 2 (AUC = 0.599), respectively (p < 0.05, DeLong test).
    CONCLUSIONS: Adding ascending aorta length and pericardial effusion to the GERAADA Score can improve the predictive power of 30-day mortality in patients with ATAAD.
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  • 文章类型: Journal Article
    EuroSCOREII是使用最广泛的心血管手术风险评分系统之一。最近,一个新的在线分数计算器,即德国A型急性主动脉夹层登记处(GERAADA),启动预测急性A型主动脉夹层(ATAAD)患者30天的手术死亡率。这项研究的目的是评估这两个分数的预测性能。我们计算了2012年1月至2021年12月1346例ATAAD患者的两个得分。使用Brier分数和Hosmer-Lemeshow统计数据评估了总体表现。受试者工作特征(ROC)曲线用于评估诊断能力,和标准化死亡率比(SMR)用于评估校准。GERAADA评分和EuroSCOREII预测30天死亡率分别为14.7%和3.1%,分别,而观察到的比率为12.5%。EuroSCOREII(AUC0.708,95%CI:0.664-0.792)的预测能力优于GERAADA评分(0.648,95%CI:0.605-0.692)。与EuroSCOREII相比,GERAADA评分具有更高的敏感性,但特异性较低。GERAADA评分可能会高估死亡率(0.76,95%CI:0.65-0.89),而EuroSCOREII可能低估了死亡率(3.17,95%CI:2.92-3.44)。EuroSCOREII在预测ATAAD患者的手术死亡率方面具有优势。但是观察到的30天死亡率证明了GERAADA评分的良好校准。
    EuroSCORE II is one of the most widely utilized cardiovascular surgery risk scoring systems. Recently, a new online score calculator, namely the German Registry of Acute Aortic Dissection Type A (GERAADA), was launched to predict 30-day surgical mortality for acute type A aortic dissection (ATAAD) patients. The aim of this study is to evaluate the predictive performance of these two scores. We calculated the two scores for 1346 ATAAD patients from January 2012 to December 2021. The overall performance was evaluated using Brier scores and Hosmer-Lemeshow statistics. Receiver Operating Characteristic (ROC) curves were employed to assess diagnostic ability, and the standardized mortality ratio (SMR) was utilized to evaluate calibration. The GERAADA score and EuroSCORE II predicted 30-day mortality rates of 14.7% and 3.1%, respectively, while the observed rate was 12.5%. The predictive ability of EuroSCORE II (AUC 0.708, 95% CI: 0.664-0.792) was superior to that of the GERAADA score (0.648, 95% CI: 0.605-0.692). The GERAADA score had higher sensitivity but lower specificity than EuroSCORE II. And the GERAADA score may overestimate mortality (0.76, 95% CI: 0.65-0.89), while EuroSCORE II may underestimate the mortality rate (3.17, 95% CI: 2.92-3.44). The EuroSCORE II was superior in predicting surgical mortality among ATAAD patients. But the observed 30-day mortality rate certified a good calibration for the GERAADA score.
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