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Identification of Endotypes of Hospitalized COVID-19 Patients
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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8632028/ https://www.ncbi.nlm.nih.gov/pubmed/34859018 http://dx.doi.org/10.3389/fmed.2021.770343 |
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author | Ranard, Benjamin L. Megjhani, Murad Terilli, Kalijah Doyle, Kevin Claassen, Jan Pinsky, Michael R. Clermont, Gilles Vodovotz, Yoram Asgari, Shadnaz Park, Soojin |
author_facet | Ranard, Benjamin L. Megjhani, Murad Terilli, Kalijah Doyle, Kevin Claassen, Jan Pinsky, Michael R. Clermont, Gilles Vodovotz, Yoram Asgari, Shadnaz Park, Soojin |
author_sort | Ranard, Benjamin L. |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8632028 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86320282021-12-01 Identification of Endotypes of Hospitalized COVID-19 Patients Ranard, Benjamin L. Megjhani, Murad Terilli, Kalijah Doyle, Kevin Claassen, Jan Pinsky, Michael R. Clermont, Gilles Vodovotz, Yoram Asgari, Shadnaz Park, Soojin Front Med (Lausanne) Medicine 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. Frontiers Media S.A. 2021-11-11 /pmc/articles/PMC8632028/ /pubmed/34859018 http://dx.doi.org/10.3389/fmed.2021.770343 Text en Copyright © 2021 Ranard, Megjhani, Terilli, Doyle, Claassen, Pinsky, Clermont, Vodovotz, Asgari and Park. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Medicine Ranard, Benjamin L. Megjhani, Murad Terilli, Kalijah Doyle, Kevin Claassen, Jan Pinsky, Michael R. Clermont, Gilles Vodovotz, Yoram Asgari, Shadnaz Park, Soojin Identification of Endotypes of Hospitalized COVID-19 Patients |
title | Identification of Endotypes of Hospitalized COVID-19 Patients |
title_full | Identification of Endotypes of Hospitalized COVID-19 Patients |
title_fullStr | Identification of Endotypes of Hospitalized COVID-19 Patients |
title_full_unstemmed | Identification of Endotypes of Hospitalized COVID-19 Patients |
title_short | Identification of Endotypes of Hospitalized COVID-19 Patients |
title_sort | identification of endotypes of hospitalized covid-19 patients |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8632028/ https://www.ncbi.nlm.nih.gov/pubmed/34859018 http://dx.doi.org/10.3389/fmed.2021.770343 |
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