Department of Cardiothoracic-Vascular Anesthesia and Intensive Care, IRCCS Policlinico S. Donato, Milan, Italy.
Eur J Cardiothorac Surg. 2009 Nov;36(5):791-7. doi: 10.1016/j.ejcts.2009.02.023. Epub 2009 Apr 8.
To verify the accuracy and precision of the logistic European system for cardiac operative risk evaluation (EuroSCORE) in high-risk cardiac surgery patients and to develop and externally validate a new system of recalibration.
The development series included 4279 high-risk patients who had undergone cardiac operations at the IRCCS Policlinico S. Donato. Performance, accuracy, and precision of the logistic EuroSCORE were assessed in this series, using a deciles-based comparison between expected and observed mortality rates, a receiver operating characteristic analysis, and a Hosmer-Lemeshow test for calibration. Differences between predicted and observed mortality rates were mathematically evaluated to develop an adjusted logistic EuroSCORE. This adjusted risk score was subsequently validated with the same approach on an external series of 1459 high-risk patients who had undergone cardiac operations at the Siena hospital.
The adjusted logistic EuroSCORE was based on five different correction factors applied to the crude logistic EuroSCORE depending on its value. At the external validation, this model provided a good performance, with observed mortality rates not significantly different from the expected in 8 out of 10 deciles of risk distribution. The adjusted EuroSCORE had the same moderate balanced accuracy of the crude logistic EuroSCORE (area under the curve: 0.695), with a better precision (Hosmer-Lemeshow calibration test: chi(2): 3.6, p=0.891).
Recalibration of the logistic EuroSCORE in high-risk patients is needed due to its tendency to overestimate the mortality risk. The application of a variable correction factor results in a better performance, increased precision, with unaltered balanced accuracy.
验证 logistic 欧洲心脏手术风险评估系统(EuroSCORE)在高危心脏手术患者中的准确性和精密度,并开发和外部验证一个新的重新校准系统。
开发系列纳入了 4279 名在 IRCCS Policlinico S. Donato 接受心脏手术的高危患者。在该系列中,使用基于十等分的预期死亡率与观察死亡率之间的比较、接受者操作特征分析和 Hosmer-Lemeshow 检验来评估 logistic EuroSCORE 的性能、准确性和精密度。通过数学方法评估预测死亡率与观察死亡率之间的差异,以开发调整后的 logistic EuroSCORE。然后,使用相同的方法在 Siena 医院接受心脏手术的 1459 名高危患者的外部系列中验证该调整后的风险评分。
调整后的 logistic EuroSCORE 基于五个不同的校正因子,根据其值应用于原始 logistic EuroSCORE。在外部验证中,该模型表现良好,在风险分布的 8 个十分位中的 10 个观察死亡率与预期死亡率无显著差异。调整后的 EuroSCORE 与原始 logistic EuroSCORE 的平衡准确性相同(曲线下面积:0.695),但精度更高(Hosmer-Lemeshow 校准检验:chi(2):3.6,p=0.891)。
由于 logistic EuroSCORE 高估死亡率风险的趋势,需要对高危患者进行重新校准。应用可变校正因子可提高性能、精度,同时保持平衡准确性不变。