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Identification of Clinically Significant Cytokine Signature Clusters in Patients With Septic Shock

医学 感染性休克 细胞因子 星团(航天器) 内科学 细胞激素风暴 优势比 休克(循环) 前瞻性队列研究 队列研究 免疫学 败血症 疾病 2019年冠状病毒病(COVID-19) 计算机科学 传染病(医学专业) 程序设计语言
作者
J. Zhao,Bhakti K. Patel,Paulette A. Krishack,M.R. Stutz,Steven D. Pearson,Julie Lin,P.A. Lecompte-Osorio,Karen Dugan,S. Kim,N. Gras,Anne S. Pohlman,John P. Kress,Jesse B. Hall,Anne I. Sperling,Ayodeji Adegunsoye,Philip A. Verhoef,K.S. Wolfe
出处
期刊:Critical Care Medicine [Ovid Technologies (Wolters Kluwer)]
卷期号:51 (12): e253-e263
标识
DOI:10.1097/ccm.0000000000006032
摘要

OBJECTIVES: To identify cytokine signature clusters in patients with septic shock. DESIGN: Prospective observational cohort study. SETTING: Single academic center in the United States. PATIENTS: Adult (≥ 18 yr old) patients admitted to the medical ICU with septic shock requiring vasoactive medication support. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: One hundred fourteen patients with septic shock completed cytokine measurement at time of enrollment (t 1 ) and 24 hours later (t 2 ). Unsupervised random forest analysis of the change in cytokines over time, defined as delta (t 2 –t 1 ), identified three clusters with distinct cytokine profiles. Patients in cluster 1 had the lowest initial levels of circulating cytokines that decreased over time. Patients in cluster 2 and cluster 3 had higher initial levels that decreased over time in cluster 2 and increased in cluster 3. Patients in clusters 2 and 3 had higher mortality compared with cluster 1 (clusters 1–3: 11% vs 31%; odds ratio [OR], 3.56 [1.10–14.23] vs 54% OR, 9.23 [2.89–37.22]). Cluster 3 was independently associated with in-hospital mortality (hazard ratio, 5.24; p = 0.005) in multivariable analysis. There were no significant differences in initial clinical severity scoring or steroid use between the clusters. Analysis of either t 1 or t 2 cytokine measurements alone or in combination did not reveal clusters with clear clinical significance. CONCLUSIONS: Longitudinal measurement of cytokine profiles at initiation of vasoactive medications and 24 hours later revealed three distinct cytokine signature clusters that correlated with clinical outcomes.

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