Suppr超能文献

ACCI-SOFA 模型在 ICU 脓毒症 3 患者院内死亡率预测中的开发和内部外部验证:一项多中心回顾性队列研究。

DEVELOPMENT AND INTERNAL-EXTERNAL VALIDATION OF THE ACCI-SOFA MODEL FOR PREDICTING IN-HOSPITAL MORTALITY OF PATIENTS WITH SEPSIS-3 IN THE ICU: A MULTICENTER RETROSPECTIVE COHORT STUDY.

机构信息

Department of Orthopaedics, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, PR China.

Department of Nephrology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, PR China.

出版信息

Shock. 2024 Mar 1;61(3):367-374. doi: 10.1097/SHK.0000000000002311. Epub 2024 Feb 20.

Abstract

Objective: To achieve a better prediction of in-hospital mortality, the Sequential Organ Failure Assessment (SOFA) score needs to be adjusted and combined with comorbidities. This study aims to enhance the prediction of SOFA score for in-hospital mortality in patients with Sepsis-3. Methods: This study adjusted the maximum SOFA score within the first 3 days (Max Day3 SOFA) in relation to in-hospital mortality using logistic regression and incorporated the age-adjusted Charlson Comorbidity Index (aCCI) as a continuous variable to build the age-adjusted Charlson Comorbidity Index-Sequential Organ Failure Assessment (aCCI-SOFA) model. The outcome was in-hospital mortality. We developed, internally validated, and externally validated the aCCI-SOFA model using cohorts of Sepsis-3 patients from the MIMIC-IV, MIMIC-III (CareVue), and the FAHWMU cohort. The predictive performance of the model was assessed through discrimination and calibration, which was assessed using the area under the receiver operating characteristic and calibration curves, respectively. The overall predictive effect was evaluated using the Brier score. Measurements and main results: Compared with the Max Day3 SOFA, the aCCI-SOFA model showed significant improvement in area under the receiver operating characteristic with all cohorts: development cohort (0.81 vs 0.75, P < 0.001), internal validation cohort (0.81 vs 0.76, P < 0.001), MIMIC-III (CareVue) cohort (0.75 vs 0.68, P < 0.001), and FAHWMU cohort (0.72 vs 0.67, P = 0.001). In sensitivity analysis, it was suggested that the application of aCCI-SOFA in early nonseptic shock patients had greater clinical value, with significant differences compared with the original SOFA scores in all cohorts ( P < 0.05). Conclusion: For septic patients in intensive care unit, the aCCI-SOFA model exhibited superior predictive performance. The application of aCCI-SOFA in early nonseptic shock patients had greater clinical value.

摘要

目的

为了更好地预测住院死亡率,需要对序贯器官衰竭评估(SOFA)评分进行调整并结合合并症。本研究旨在提高 Sepsis-3 患者 SOFA 评分对住院死亡率的预测能力。

方法

本研究使用逻辑回归调整了前 3 天内最大 SOFA 评分(Max Day3 SOFA)与住院死亡率的关系,并将年龄调整 Charlson 合并症指数(aCCI)作为连续变量纳入 age-adjusted Charlson Comorbidity Index-Sequential Organ Failure Assessment(aCCI-SOFA)模型。结局为住院死亡率。我们使用 MIMIC-IV、MIMIC-III(CareVue)和 FAHWMU 队列中的 Sepsis-3 患者队列开发、内部验证和外部验证 aCCI-SOFA 模型。使用接受者操作特征曲线下面积和校准曲线分别评估模型的预测性能。使用 Brier 评分评估总体预测效果。

结果

与 Max Day3 SOFA 相比,aCCI-SOFA 模型在所有队列中均显示出显著改善的接受者操作特征曲线下面积:发展队列(0.81 对 0.75,P<0.001)、内部验证队列(0.81 对 0.76,P<0.001)、MIMIC-III(CareVue)队列(0.75 对 0.68,P<0.001)和 FAHWMU 队列(0.72 对 0.67,P=0.001)。敏感性分析提示,aCCI-SOFA 在早期非感染性休克患者中的应用具有更大的临床价值,与所有队列中的原始 SOFA 评分相比差异有统计学意义(P<0.05)。

结论

对于 ICU 中的脓毒症患者,aCCI-SOFA 模型具有更好的预测性能。在早期非感染性休克患者中应用 aCCI-SOFA 具有更大的临床价值。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验