Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019

被引:30
作者
Ranjeva, Sylvia [1 ]
Pinciroli, Riccardo [1 ]
Hodell, Evan [1 ]
Mueller, Ariel [1 ]
Hardin, C. Corey [2 ]
Thompson, B. Taylor [2 ]
Berra, Lorenzo [1 ]
机构
[1] Massachusetts Gen Hosp, Dept Anesthesia Crit Care & Pain Med, 55 Fruit St, Boston, MA 02114 USA
[2] Massachusetts Gen Hosp, Dept Med, Div Pulm Crit Care, 55 Fruit St, Boston, MA 02114 USA
关键词
ARDS; COVID-19; Phenotypes; Statistical inference; SUBPHENOTYPES; ARDS;
D O I
10.1016/j.eclinm.2021.100829
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Acute respiratory distress syndrome (ARDS) secondary to coronavirus disease-2019 (COVID-19) is characterized by substantial heterogeneity in clinical, biochemical, and physiological characteristics. However, the pathophysiology of severe COVID-19 infection is poorly understood. Previous studies established clinical and biological phenotypes among classical ARDS cohorts, with important therapeutic implications. The phenotypic profile of COVID-19 associated ARDS remains unknown. Methods: We used latent class modeling via a multivariate mixture model to identify phenotypes from clinical and biochemical data collected from 263 patients admitted to Massachusetts General Hospital intensive care unit with COVID-19-associated ARDS between March 13 and August 2, 2020. Findings: We identified two distinct phenotypes of COVID-19-associated ARDS, with substantial differences in biochemical profiles despite minimal differences in respiratory dynamics. The minority phenotype (class 2, n = 70, 26.6%) demonstrated increased markers of coagulopathy, with mild relative hyper-inflammation and dramatically increased markers of end-organ dysfunction (e.g., creatinine, troponin). The odds of 28-day mortality among the class 2 phenotype was more than double that of the class 1 phenotype (40.0% vs.. 23.3%, OR = 2.2, 95% CI [1.2, 3.9]). Interpretation: We identified distinct phenotypic profiles in COVID-19 associated ARDS, with little variation according to respiratory physiology but with important variation according to systemic and extra-pulmonary markers. Phenotypic identity was highly associated with short-term mortality. The class 2 phenotype exhibited prominent signatures of coagulopathy, suggesting that vascular dysfunction may play an important role in the clinical progression of severe COVID-19-related disease. (C) 2021 The Author(s). Published by Elsevier Ltd.
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页数:7
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