Gianni Turcato, Arian Zaboli, Lucia Filippi, Alessandro Cipriano, Marta Parodi, Serena Sibilio, Paolo Ferretto, Daniela Milazzo, Massimo Marchetti, Lorenzo Ghiadoni, Christian J Wiedermann
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引用次数: 0
Abstract
Background: Sepsis remains a leading cause of mortality, especially among patients admitted to non-ICU settings like intermediate care units (IMCUs). Current prognostic tools have limitations in predicting outcomes in these patients. This study aimed to identify key predictors of mortality using decision tree analysis.
Methods: We conducted a prospective observational study from January 2023 to June 2024, enrolling 254 septic patients admitted to the IMCU of Santorso Hospital, Italy. Clinical, laboratory, and demographic data were collected, and decision tree analysis was performed to identify factors associated with 30-day mortality. Variables were compared using univariate and multivariate analyses, and significant predictors were incorporated into the decision tree model.
Results: The 30-day mortality rate was 14.6%. Serum albumin was identified as the root node of the decision tree, with lower levels (≤2.3 g/dL) strongly associated with mortality. Additional predictors were identified as higher NEWS scores (OR 1.153, p = 0.002) and older age (OR 1.062, p = 0.021). Traditional scoring systems like SOFA and APACHE did not significantly predict outcomes in this setting.
Conclusions: Serum albumin is a key prognostic marker in septic patients admitted to IMCUs, alongside NEWS and age. These findings suggest that albumin levels at admission may aid in early risk stratification and clinical decision-making in non-ICU environments. Future studies should validate these results across different healthcare settings to optimize sepsis management.
背景:脓毒症仍然是死亡的主要原因,特别是在非icu环境,如中间护理单位(imcu)的患者中。目前的预后工具在预测这些患者的预后方面存在局限性。本研究旨在利用决策树分析确定死亡率的关键预测因素。方法:我们于2023年1月至2024年6月进行了一项前瞻性观察研究,纳入了意大利Santorso医院IMCU收治的254例脓毒症患者。收集临床、实验室和人口统计数据,并进行决策树分析以确定与30天死亡率相关的因素。使用单变量和多变量分析比较变量,并将显著预测因子纳入决策树模型。结果:30天死亡率为14.6%。血清白蛋白被确定为决策树的根节点,较低水平(≤2.3 g/dL)与死亡率密切相关。其他预测因素包括新闻评分较高(OR 1.153, p = 0.002)和年龄较大(OR 1.062, p = 0.021)。传统的评分系统如SOFA和APACHE在这种情况下不能显著预测结果。结论:血清白蛋白与NEWS和年龄一起是脓毒症患者入住imcu的关键预后指标。这些发现表明,入院时的白蛋白水平有助于非icu环境下的早期风险分层和临床决策。未来的研究应该在不同的医疗环境中验证这些结果,以优化败血症的管理。
期刊介绍:
Current Medical Research and Opinion is a MEDLINE-indexed, peer-reviewed, international journal for the rapid publication of original research on new and existing drugs and therapies, Phase II-IV studies, and post-marketing investigations. Equivalence, safety and efficacy/effectiveness studies are especially encouraged. Preclinical, Phase I, pharmacoeconomic, outcomes and quality of life studies may also be considered if there is clear clinical relevance