Limiting the gamble: Risk and predictability for renal replacement therapy in patients receiving mechanical circulatory support★.

The journal of extra-corporeal technology Pub Date : 2025-03-01 Epub Date: 2025-03-07 DOI:10.1051/ject/2024041
Kelsey Gore, Dean Linder, Juan José Martinez Duque, Junxi Wang, Brett Wester, Tiffany Otero, Shaun Yockelson, Adrian Alexis Ruiz, Bobby D Nossaman
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引用次数: 0

Abstract

Background: Patients receiving mechanical circulatory support (MCS) frequently require renal replacement therapy (RRT). Examining risk factors for requiring RRT in patients receiving MCS may allow improved understanding of these comorbidities and enhance patient outcomes.

Methods: Following IRB approval, patient characteristics, comorbidities, and the need for RRT were studied in 129 patients who received MCS from January 2017 to October 2023. The clinical variables underwent machine learning to examine their relationships to the outcome of interest, the need for RRT.

Results: In this study, the incidence of RRT was 36% with a 95% confidence interval ranging from 29% to 44%. Following machine learning, patients with a history of immunologic therapy or having a pacemaker or internal cardiac defibrillator (ICD) were associated with the need for RRT (χ2 = 44, P = 0.0003). The c-index statistic for this model was 0.81. The anticoagulation therapy administered in these two groups was also analyzed. Patients in these two groups receiving unfractionated heparin were observed to have a higher incidence (44%) in the need for RRT.

Conclusion: The incidence of RRT was high in this patient population. The novel associations in patients requiring MCS who have received prior immunologic therapy or have pre-existing pacemaker/ICDs suggest that an increased systemic inflammatory state exists that escalates the need for RRT. Unfractionated heparin appears to provide minimal protection from the need for RRT in patients requiring MCS. These findings suggest that other options for systemic anticoagulation in patients requiring MCS should be considered. Further investigation into how these background inflammatory conditions contribute to the need for RRT in patients requiring MCS is warranted.

限制赌博:接受机械循环支持的患者肾替代治疗的风险和可预测性
背景:接受机械循环支持(MCS)的患者经常需要肾脏替代治疗(RRT)。检查接受MCS的患者是否需要RRT的危险因素可能有助于提高对这些合并症的理解,并提高患者的预后。方法:在获得IRB批准后,对2017年1月至2023年10月接受MCS的129例患者的患者特征、合并症和RRT的必要性进行了研究。临床变量通过机器学习来检查它们与感兴趣的结果之间的关系,是否需要RRT。结果:本研究中,RRT的发生率为36%,95%可信区间为29% ~ 44%。机器学习后,有免疫治疗史或有起搏器或内部心脏除颤器(ICD)的患者与RRT的需求相关(χ2 = 44, P = 0.0003)。该模型的c指数统计量为0.81。并对两组患者的抗凝治疗情况进行分析。在这两组接受未分割肝素治疗的患者中,观察到需要RRT的发生率更高(44%)。结论:本组患者RRT发生率较高。先前接受免疫治疗或已有起搏器/ icd的患者需要MCS的新关联表明,系统性炎症状态的增加增加了对RRT的需求。对于需要MCS的患者,未分离肝素似乎对RRT的需求提供了最小的保护。这些发现表明,对于需要MCS的患者,应该考虑其他全身性抗凝治疗方案。需要进一步调查这些背景炎症如何导致需要MCS的患者需要RRT。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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