Section of General and Acute Internal Medicine, Department of Internal Medicine, Amsterdam Public Health Research Institute, Amsterdam UMC, VU University Medical Center, Amsterdam, The Netherlands; Center of Experimental and Molecular Medicine (C.E.M.M.), Amsterdam UMC, location Academic Medical Center, Amsterdam, The Netherlands.
Section of General and Acute Internal Medicine, Department of Internal Medicine, Amsterdam Public Health Research Institute, Amsterdam UMC, VU University Medical Center, Amsterdam, The Netherlands; Roche Diagnostics Corporation, Indianapolis, IN.
Chest. 2021 Oct;160(4):1211-1221. doi: 10.1016/j.chest.2021.04.038. Epub 2021 Apr 24.
The benefits of early antibiotics for sepsis have recently been questioned. Evidence for this mainly comes from observational studies. The only randomized trial on this subject, the Prehospital Antibiotics Against Sepsis (PHANTASi) trial, did not find significant mortality benefits from early antibiotics. That subgroups of patients benefit from this practice is still plausible, given the heterogeneous nature of sepsis.
Do subgroups of sepsis patients experience 28-day mortality benefits from early administration of antibiotics in a prehospital setting? And what key traits drive these benefits?
We used machine learning to conduct exploratory partitioning cluster analysis to identify possible subgroups of sepsis patients who may benefit from early antibiotics. We further tested the influence of several traits within these subgroups, using a logistic regression model.
We found a significant interaction between age and benefits of early antibiotics (P = .03). When we adjusted for this interaction and several other confounders, there was a significant benefit of early antibiotic treatment (OR, 0.07; 95% CI, 0.01-0.79; P = .03).
An interaction between age and benefits of early antibiotics for sepsis has not been reported before. When validated, it can have major implications for clinical practice. This new insight into benefits of early antibiotic treatment for younger sepsis patients may enable more effective care.
最近有人对脓毒症早期使用抗生素的益处提出了质疑。这方面的证据主要来自观察性研究。关于这个主题的唯一一项随机试验,即院前抗生素治疗脓毒症(PHANTASi)试验,并没有发现早期使用抗生素对死亡率有显著的益处。鉴于脓毒症的异质性,患者亚组从中受益的情况仍然是合理的。
在院前环境中,早期使用抗生素是否会使脓毒症患者亚组在 28 天内死亡率降低?哪些关键特征驱动了这些益处?
我们使用机器学习进行探索性分区聚类分析,以确定可能从早期使用抗生素中受益的脓毒症患者亚组。我们进一步使用逻辑回归模型测试了这些亚组内的几个特征的影响。
我们发现年龄与早期抗生素益处之间存在显著的相互作用(P =.03)。当我们调整了这种相互作用和其他几个混杂因素后,早期抗生素治疗有显著的益处(OR,0.07;95%CI,0.01-0.79;P =.03)。
年龄与脓毒症早期使用抗生素益处之间的相互作用以前尚未报道过。如果得到验证,它可能对临床实践有重大影响。对年轻脓毒症患者早期使用抗生素治疗益处的这一新认识可能会使治疗更加有效。