Nomograms to predict outcome for patients undergoing venoarterial extracorporeal membrane oxygenation treatment for septic shock.

IF 1.3 4区 医学 Q4 ENGINEERING, BIOMEDICAL
Kunlin Hu, Jing Wei, Xinyu Chi, Jiwang Zhang, Xuanliang Zhao, Liqiu Lu, Yufeng Liao, Shulin Xiang, Bin Xiong
{"title":"Nomograms to predict outcome for patients undergoing venoarterial extracorporeal membrane oxygenation treatment for septic shock.","authors":"Kunlin Hu, Jing Wei, Xinyu Chi, Jiwang Zhang, Xuanliang Zhao, Liqiu Lu, Yufeng Liao, Shulin Xiang, Bin Xiong","doi":"10.1007/s10047-025-01523-w","DOIUrl":null,"url":null,"abstract":"<p><p>Venoarterial extracorporeal membrane oxygenation (VA-ECMO) is increasingly being employed to treat patients with refractory septic shock. Despite its growing use, there is a notable absence of prognostic assessment tools specifically designed for septic shock patients who have received VA-ECMO therapy. The aim of this study is to develop and validate a prognostic model for patients with refractory septic shock undergoing VA-ECMO, and to identify those who may derive the greatest benefit from this treatment. This single-center, retrospective cohort study was conducted at a comprehensive intensive care unit in China. Adult patients with refractory septic shock who received VA-ECMO treatment were included. Two hundred consecutive patients were randomly divided into training and validation cohorts in a 7:3 ratio. Least absolute shrinkage and selection operator regression analysis was employed to select relevant variables for the logistic regression model, and its performance was tested in both training and validation cohorts based on discrimination, calibration, and net benefit. Between January 2019 and September 2024, 293 patients were screened, 200 of whom were eligible and were divided into development (n = 140) and validation (n = 60) cohorts. The 28-day survival rate was 23.0%, and median duration of ECMO run was 6.0 days (IQR 2.0-8.0). Age, APACHE II score at ICU admission, immunosuppression status, hypertension, IL-6, and APTT measured within 6 h before ECMO initiation were the six predictors included in the nomograms. The nomogram demonstrated strong discriminative power in the training cohort (area under the curve [AUC]: 0.873, 95% CI 0.812-0.929), as well as in the validation cohort (area under the curve [AUC]: 0.818 (95% CI 0.687-0.920). The model's reliability in predicting outcomes was evident from the high consistency between predicted probabilities and observed proportions during calibration. Decision curve analysis indicated that the model's clinical benefit was advantageous. The novel validated nomogram is designed to predict outcomes after VA-ECMO treatment in individuals with refractory septic shock. It can support physicians in performing precise mortality risk evaluations and making more informed decisions regarding the application of VA-ECMO treatment.</p>","PeriodicalId":15177,"journal":{"name":"Journal of Artificial Organs","volume":" ","pages":""},"PeriodicalIF":1.3000,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Artificial Organs","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1007/s10047-025-01523-w","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

Abstract

Venoarterial extracorporeal membrane oxygenation (VA-ECMO) is increasingly being employed to treat patients with refractory septic shock. Despite its growing use, there is a notable absence of prognostic assessment tools specifically designed for septic shock patients who have received VA-ECMO therapy. The aim of this study is to develop and validate a prognostic model for patients with refractory septic shock undergoing VA-ECMO, and to identify those who may derive the greatest benefit from this treatment. This single-center, retrospective cohort study was conducted at a comprehensive intensive care unit in China. Adult patients with refractory septic shock who received VA-ECMO treatment were included. Two hundred consecutive patients were randomly divided into training and validation cohorts in a 7:3 ratio. Least absolute shrinkage and selection operator regression analysis was employed to select relevant variables for the logistic regression model, and its performance was tested in both training and validation cohorts based on discrimination, calibration, and net benefit. Between January 2019 and September 2024, 293 patients were screened, 200 of whom were eligible and were divided into development (n = 140) and validation (n = 60) cohorts. The 28-day survival rate was 23.0%, and median duration of ECMO run was 6.0 days (IQR 2.0-8.0). Age, APACHE II score at ICU admission, immunosuppression status, hypertension, IL-6, and APTT measured within 6 h before ECMO initiation were the six predictors included in the nomograms. The nomogram demonstrated strong discriminative power in the training cohort (area under the curve [AUC]: 0.873, 95% CI 0.812-0.929), as well as in the validation cohort (area under the curve [AUC]: 0.818 (95% CI 0.687-0.920). The model's reliability in predicting outcomes was evident from the high consistency between predicted probabilities and observed proportions during calibration. Decision curve analysis indicated that the model's clinical benefit was advantageous. The novel validated nomogram is designed to predict outcomes after VA-ECMO treatment in individuals with refractory septic shock. It can support physicians in performing precise mortality risk evaluations and making more informed decisions regarding the application of VA-ECMO treatment.

对接受静脉动脉体外膜氧合治疗脓毒性休克患者的预后预测。
静脉体外膜氧合(VA-ECMO)越来越多地被用于治疗难治性脓毒性休克。尽管它的使用越来越多,但明显缺乏专门为接受VA-ECMO治疗的脓毒性休克患者设计的预后评估工具。本研究的目的是为接受VA-ECMO的难治性脓毒性休克患者建立和验证预后模型,并确定哪些患者可能从这种治疗中获得最大的益处。这项单中心、回顾性队列研究在中国的一个综合重症监护室进行。接受VA-ECMO治疗的成人顽固性脓毒性休克患者纳入研究。200名连续患者按7:3的比例随机分为训练组和验证组。采用最小绝对收缩和选择算子回归分析选择logistic回归模型的相关变量,并基于鉴别、校准和净效益在训练和验证队列中检验其性能。在2019年1月至2024年9月期间,对293名患者进行了筛查,其中200名患者符合条件,分为开发(n = 140)和验证(n = 60)队列。28天生存率为23.0%,ECMO运行中位持续时间为6.0天(IQR 2.0 ~ 8.0)。年龄、ICU入院时APACHEⅱ评分、免疫抑制状态、高血压、IL-6和ECMO开始前6小时内测定的APTT是图中的6个预测因素。在训练队列(曲线下面积[AUC]: 0.873, 95% CI 0.812-0.929)和验证队列(曲线下面积[AUC]: 0.818 (95% CI 0.887 -0.920)中,nomogram显示出较强的判别能力。模型预测结果的可靠性从校准期间预测概率与观测比例之间的高度一致性可见一斑。决策曲线分析表明,该模型具有较好的临床效益。新的验证的nomogram用于预测难治性脓毒性休克患者VA-ECMO治疗后的预后。它可以支持医生进行精确的死亡风险评估,并在应用VA-ECMO治疗方面做出更明智的决定。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Artificial Organs
Journal of Artificial Organs 医学-工程:生物医学
CiteScore
2.80
自引率
15.40%
发文量
68
审稿时长
6-12 weeks
期刊介绍: The aim of the Journal of Artificial Organs is to introduce to colleagues worldwide a broad spectrum of important new achievements in the field of artificial organs, ranging from fundamental research to clinical applications. The scope of the Journal of Artificial Organs encompasses but is not restricted to blood purification, cardiovascular intervention, biomaterials, and artificial metabolic organs. Additionally, the journal will cover technical and industrial innovations. Membership in the Japanese Society for Artificial Organs is not a prerequisite for submission.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信