Identification of Clinically Significant Cytokine Signature Clusters in Patients With Septic Shock
Critical care medicine(2023)
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 (t1) and 24 hours later (t2). Unsupervised random forest analysis of the change in cytokines over time, defined as delta (t2-t1), 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 t1 or t2 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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关键词
cluster analysis,cytokines,mortality,sepsis
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