Development and internal validation of the PROFIT and POSITIVE prognostic nomograms for patients undergoing VA-ECMO therapy

针对接受体外膜肺氧合(VA-ECMO)治疗的患者,开发并进行PROFIT和POSITIVE预后列线图的内部验证

阅读:1

Abstract

This study was aimed at developing and internally validating nomograms for predicting mortality during venoarterial-extracorporeal membrane oxygenation (VA-ECMO) and in-hospital mortality risk in patients treated with VA-ECMO. A total of 7260 patients treated with VA-ECMO from January 2017 to December 2023 were extracted from the Chinese society of extra corporeal life support registry database. The entire cohort was randomly assigned to derivation and validation cohorts at a ratio of 2:1. Multivariable Cox proportional hazards regression was conducted using bootstrapping with the likelihood ratio test and Akaike information criterion. Approximately 24% of patients died during VA-ECMO assistance, and 51% died in the hospital. The nomogram PROFIT was constructed with ten pre- and immediately post-ECMO parameters: age, body mass index (BMI), intra-aortic balloon pump before VA-ECMO, history of cardiac arrest, worst mean arterial pressure (MAP), potential of hydrogen (pH) and serum lactate levels before VA-ECMO, site of ECMO installation, peripheral cannulation and distal perfusion. Additionally, nomogram POSITIVE was also established with ten parameters: age, sex, BMI, history of cardiac arrest, MAP, pH, and serum lactate levels before VA-ECMO support, the occurrence of cardiac arrest before VA-ECMO, type of sedation and prior continuous renal replacement therapy. The area under the receiver operating characteristics (AUC) of the nomogram PROFIT (0.72 [95% CI 0.70-0.74]) and POSITIVE (0.71 [95% CI 0.68-0.73]) outperformed the SAVE score, which indicated that the nomograms were capable of effectively identifying patients with a high risk of mortality. Both nomograms demonstrated outstanding discrimination and calibration in derivation and validation cohorts. In patients treated with VA-ECMO, the nomogram PROFIT may serve as a valuable tool for predicting mortality during VA-ECMO assistance, and the nomogram POSITIVE can predict in-hospital mortality with high reliability. However, these tools still require external validation in other patient populations requiring VA-ECMO support.

特别声明

1、本页面内容包含部分的内容是基于公开信息的合理引用;引用内容仅为补充信息,不代表本站立场。

2、若认为本页面引用内容涉及侵权,请及时与本站联系,我们将第一时间处理。

3、其他媒体/个人如需使用本页面原创内容,需注明“来源:[生知库]”并获得授权;使用引用内容的,需自行联系原作者获得许可。

4、投稿及合作请联系:info@biocloudy.com。