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Identification of Endotypes of Hospitalized COVID-19 Patients
Benjamin L Ranard1,2, Murad Megjhani2,3, Kalijah Terilli2,3
1Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, NewYork-Presbyterian Hospital/Columbia University Irving Medical Center, New York, NY, United States.
Insights
Researchers identified four distinct COVID-19 endotypes in hospitalized patients, differing in inflammatory markers, infection severity, and outcomes. This classification aids understanding of varied disease presentations and potential treatment responses.
Area of Science:
- * Infectious Diseases
- * Clinical Medicine
- * Immunology
Background:
- * Characterizing coronavirus disease 2019 (COVID-19) endotypes is crucial for understanding variable clinical presentations and treatment responses.
- * Previous research has identified COVID-19 risk factors, but specific endotypes remain largely undescribed.
- * Elucidating COVID-19 endotypes can refine patient stratification and therapeutic strategies.
Purpose of the Study:
- * To identify and characterize distinct endotypes among hospitalized patients diagnosed with COVID-19.
- * To provide a framework for understanding patient heterogeneity in COVID-19 severity and outcomes.
Main Methods:
- * Employed consensus clustering (ensemble method) utilizing patient age and admission laboratory values.
- * Analyzed data from 528 hospitalized COVID-19 patients at Columbia University Irving Medical Center (March 12–July 15, 2020).
Main Results:
- * Identified four unique COVID-19 endotypes, differentiated by laboratory values, demographics, outcomes, and treatments.
- * Endotypes 1 and 2 showed low intubation rates (1-6%) and mortality (1-6%), while endotypes 3 and 4 had high intubation rates (72-85%) and mortality (21-43%).
- * Endotype 1 exhibited low inflammatory, infectious, and coagulopathy markers; endotype 4 showed elevated levels of these markers. Endotypes 2 and 4 were associated with more comorbidities.
Conclusions:
- * Four distinct COVID-19 endotypes were identified in hospitalized patients, correlating with inflammatory and infectious markers, end-organ dysfunction, comorbidities, and clinical outcomes.
- * The study found that high comorbidity burden did not consistently associate with poorer outcome endotypes.
- * Further validation in diverse cohorts and investigation into endotype-specific treatment responses are warranted.
Abstract:
Background: Characterization of coronavirus disease 2019 (COVID-19) endotypes may help explain variable clinical presentations and response to treatments. While risk factors for COVID-19 have been described, COVID-19 endotypes have not been elucidated. Objectives: We sought to identify and describe COVID-19 endotypes of hospitalized patients. Methods: Consensus clustering (using the ensemble method) of patient age and laboratory values during admission identified endotypes. We analyzed data from 528 patients with COVID-19 who were admitted to telemetry capable beds at Columbia University Irving Medical Center and discharged between March 12 to July 15, 2020. Results: Four unique endotypes were identified and described by laboratory values, demographics, outcomes, and treatments. Endotypes 1 and 2 were comprised of low numbers of intubated patients (1 and 6%) and exhibited low mortality (1 and 6%), whereas endotypes 3 and 4 included high numbers of intubated patients (72 and 85%) with elevated mortality (21 and 43%). Endotypes 2 and 4 had the most comorbidities. Endotype 1 patients had low levels of inflammatory markers (ferritin, IL-6, CRP, LDH), low infectious markers (WBC, procalcitonin), and low degree of coagulopathy (PTT, PT), while endotype 4 had higher levels of those markers. Conclusions: Four unique endotypes of hospitalized patients with COVID-19 were identified, which segregated patients based on inflammatory markers, infectious markers, evidence of end-organ dysfunction, comorbidities, and outcomes. High comorbidities did not associate with poor outcome endotypes. Further work is needed to validate these endotypes in other cohorts and to study endotype differences to treatment responses.
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