Subphenotypes Of Infection In The Emergency Department: Clustering Analysis From Routine Parameters To Predict Early Deterioration

医学 败血症 感染性休克 沙发评分 星团(航天器) 内科学 相伴的 器官功能障碍 重症监护医学 呼吸衰竭 回顾性队列研究 生存分析 危险分层 急诊医学 急诊科 比例危险模型 共病 急性呼吸衰竭 呼吸系统 层次聚类 全身炎症反应综合征 疾病严重程度
作者
Manon Dumolard,Anaëlle Nardot-Suchaud,Henri Hani Karam,Thomas Daix,Thomas Lafon
出处
期刊:Shock [Lippincott Williams & Wilkins]
卷期号:65 (5): 832-837
标识
DOI:10.1097/shk.0000000000002833
摘要

Anticipating sepsis and infection-related deterioration in the emergency department (ED) remains challenging due to the limited accuracy of available individual scores and biomarkers. We performed an unsupervised hierarchical cluster analysis using routine variables to identify subphenotypes associated with early deterioration and described their clinical and prognostic features. This retrospective study included patients presented in ED with suspected infection, excluding those without confirmed infection or septic shock. Prognostic phenotypes were identified based on clinical deterioration within 72 hours of admission, as adjudicated by an independent committee. Deterioration was defined by a composite outcome, including an increase in sepsis-related sequential organ failure assessment score ≥ 2 points, subsequent shock requiring full fluid resuscitation, acute respiratory failure needing invasive support, or death. Cluster frequency, characteristics, prognostic performance, and 28- and 90-day mortality were assessed. Among 965 consecutive patients [635 infections; 330 sepsis; mean age = 70 (52-82) years; Charlson score = 4 (1-7); sepsis-related sequential organ failure assessment score = 1 (0-3); lactates = 1.4 (1.1-2.1) mM; D-90 mortality = 11%], deterioration occurred in 155 patients (16%). The clustering analysis identified three phenotypes with distinct clinical and prognostic profiles. Early deterioration occurred in 32% of C#1, 15% of C#2, and 6% of C#3 ( P < 0.001). Cluster 1 (19%) comprised the most severe cases with pronounced organ dysfunction and tissue hypoperfusion. Cluster 2 (56%) showed moderate dysfunction and intermediate outcomes. In contrast, C#3 (25% of patients) represented younger patients with fewer comorbidities and concomitant failures. Recognition of these phenotypes based on available criteria highlights the heterogeneity of sepsis in the ED and may support phenotype-driven risk stratification and clinical management.
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