Sepsis-induced Coagulopathy Subphenotype Identification by Latent Class Analysis

医学 内科学 凝血病 潜在类模型 败血症 优势比 纤维蛋白原 回顾性队列研究 数学 统计
作者
Yisong Cheng,Massimiliano Greco,Qing Wu,Yisong Cheng
出处
期刊:Balkan Medical Journal [AVES Publishing Co.]
卷期号:40 (4): 244-251 被引量:1
标识
DOI:10.4274/balkanmedj.galenos.2023.2023-4-6
摘要

Background: Recent studies have shown that anticoagulant therapy has heterogeneous treatment effects on patients with sepsis-induced coagulopathy (SIC).Aims: To identify the latent phenotypes of patients with SIC.Study design: Retrospective cohort study.Methods: We obtained data of patients with SIC from the Medical Information Mart for Intensive Care IV database.SIC subphenotypes were identified by latent class analysis (LCA) and K-means clustering.Clinical and laboratory variables were obtained in patients who met the diagnostic criteria for SIC.The baseline characteristics of the patients and the association between the heterogeneity of anticoagulant therapy and clinical outcomes (28-day and in-hospital mortality) were compared between the subphenotypes.Results: We identified 4,993 patients with SIC.The LCA and K-means clustering analysis robustly identified three subphenotypes of SIC.Class 1 patients (n = 1,808) had the lowest blood cell counts (leukocytes, erythrocytes, and platelets).Class 2 patients (n = 1,157) had severe coagulopathy with a high prothrombin time and international normalized ratio, multiple-organ dysfunction, high lactate, sequential organ failure assessment score, and mortality.Class 3 (n = 2,028) were older, had more comorbidities, a higher fibrinogen concentration, and lower plasma and platelet infusion rates.After variable adjustments, heparin therapy reduced the 28-day mortality (odds ratio [OR] 0.39, 0.30-0.49,p < 0.001) and in-hospital mortality (OR 0.42, 0.33-0.53,p < 0.001) only in class 2. Conclusion: Three SIC subphenotypes were defined using clinical findings and laboratory variables.The effects of heparin treatment differ between the subphenotypes.This finding will facilitate the identification of target patients with SIC who should receive anticoagulant therapy.
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