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Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids
RATIONALE: Two distinct subphenotypes have been identified in acute respiratory distress syndrome (ARDS), but the presence of subgroups in ARDS associated with coronavirus disease (COVID-19) is unknown. OBJECTIVES: To identify clinically relevant, novel subgroups in COVID-19–related ARDS and compare...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Thoracic Society
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786071/ https://www.ncbi.nlm.nih.gov/pubmed/34543591 http://dx.doi.org/10.1164/rccm.202105-1302OC |
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author | Sinha, Pratik Furfaro, David Cummings, Matthew J. Abrams, Darryl Delucchi, Kevin Maddali, Manoj V. He, June Thompson, Alison Murn, Michael Fountain, John Rosen, Amanda Robbins-Juarez, Shelief Y. Adan, Matthew A. Satish, Tejus Madhavan, Mahesh Gupta, Aakriti Lyashchenko, Alexander K. Agerstrand, Cara Yip, Natalie H. Burkart, Kristin M. Beitler, Jeremy R. Baldwin, Matthew R. Calfee, Carolyn S. Brodie, Daniel O’Donnell, Max R. |
author_facet | Sinha, Pratik Furfaro, David Cummings, Matthew J. Abrams, Darryl Delucchi, Kevin Maddali, Manoj V. He, June Thompson, Alison Murn, Michael Fountain, John Rosen, Amanda Robbins-Juarez, Shelief Y. Adan, Matthew A. Satish, Tejus Madhavan, Mahesh Gupta, Aakriti Lyashchenko, Alexander K. Agerstrand, Cara Yip, Natalie H. Burkart, Kristin M. Beitler, Jeremy R. Baldwin, Matthew R. Calfee, Carolyn S. Brodie, Daniel O’Donnell, Max R. |
author_sort | Sinha, Pratik |
collection | PubMed |
description | RATIONALE: Two distinct subphenotypes have been identified in acute respiratory distress syndrome (ARDS), but the presence of subgroups in ARDS associated with coronavirus disease (COVID-19) is unknown. OBJECTIVES: To identify clinically relevant, novel subgroups in COVID-19–related ARDS and compare them with previously described ARDS subphenotypes. METHODS: Eligible participants were adults with COVID-19 and ARDS at Columbia University Irving Medical Center. Latent class analysis was used to identify subgroups with baseline clinical, respiratory, and laboratory data serving as partitioning variables. A previously developed machine learning model was used to classify patients as the hypoinflammatory and hyperinflammatory subphenotypes. Baseline characteristics and clinical outcomes were compared between subgroups. Heterogeneity of treatment effect for corticosteroid use in subgroups was tested. MEASUREMENTS AND MAIN RESULTS: From March 2, 2020, to April 30, 2020, 483 patients with COVID-19–related ARDS met study criteria. A two-class latent class analysis model best fit the population (P = 0.0075). Class 2 (23%) had higher proinflammatory markers, troponin, creatinine, and lactate, lower bicarbonate, and lower blood pressure than class 1 (77%). Ninety-day mortality was higher in class 2 versus class 1 (75% vs. 48%; P < 0.0001). Considerable overlap was observed between these subgroups and ARDS subphenotypes. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RT-PCR cycle threshold was associated with mortality in the hypoinflammatory but not the hyperinflammatory phenotype. Heterogeneity of treatment effect to corticosteroids was observed (P = 0.0295), with improved mortality in the hyperinflammatory phenotype and worse mortality in the hypoinflammatory phenotype, with the caveat that corticosteroid treatment was not randomized. CONCLUSIONS: We identified two COVID-19–related ARDS subgroups with differential outcomes, similar to previously described ARDS subphenotypes. SARS-CoV-2 PCR cycle threshold had differential value for predicting mortality in the subphenotypes. The subphenotypes had differential treatment responses to corticosteroids. |
format | Online Article Text |
id | pubmed-8786071 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Thoracic Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-87860712022-01-25 Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids Sinha, Pratik Furfaro, David Cummings, Matthew J. Abrams, Darryl Delucchi, Kevin Maddali, Manoj V. He, June Thompson, Alison Murn, Michael Fountain, John Rosen, Amanda Robbins-Juarez, Shelief Y. Adan, Matthew A. Satish, Tejus Madhavan, Mahesh Gupta, Aakriti Lyashchenko, Alexander K. Agerstrand, Cara Yip, Natalie H. Burkart, Kristin M. Beitler, Jeremy R. Baldwin, Matthew R. Calfee, Carolyn S. Brodie, Daniel O’Donnell, Max R. Am J Respir Crit Care Med Original Articles RATIONALE: Two distinct subphenotypes have been identified in acute respiratory distress syndrome (ARDS), but the presence of subgroups in ARDS associated with coronavirus disease (COVID-19) is unknown. OBJECTIVES: To identify clinically relevant, novel subgroups in COVID-19–related ARDS and compare them with previously described ARDS subphenotypes. METHODS: Eligible participants were adults with COVID-19 and ARDS at Columbia University Irving Medical Center. Latent class analysis was used to identify subgroups with baseline clinical, respiratory, and laboratory data serving as partitioning variables. A previously developed machine learning model was used to classify patients as the hypoinflammatory and hyperinflammatory subphenotypes. Baseline characteristics and clinical outcomes were compared between subgroups. Heterogeneity of treatment effect for corticosteroid use in subgroups was tested. MEASUREMENTS AND MAIN RESULTS: From March 2, 2020, to April 30, 2020, 483 patients with COVID-19–related ARDS met study criteria. A two-class latent class analysis model best fit the population (P = 0.0075). Class 2 (23%) had higher proinflammatory markers, troponin, creatinine, and lactate, lower bicarbonate, and lower blood pressure than class 1 (77%). Ninety-day mortality was higher in class 2 versus class 1 (75% vs. 48%; P < 0.0001). Considerable overlap was observed between these subgroups and ARDS subphenotypes. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RT-PCR cycle threshold was associated with mortality in the hypoinflammatory but not the hyperinflammatory phenotype. Heterogeneity of treatment effect to corticosteroids was observed (P = 0.0295), with improved mortality in the hyperinflammatory phenotype and worse mortality in the hypoinflammatory phenotype, with the caveat that corticosteroid treatment was not randomized. CONCLUSIONS: We identified two COVID-19–related ARDS subgroups with differential outcomes, similar to previously described ARDS subphenotypes. SARS-CoV-2 PCR cycle threshold had differential value for predicting mortality in the subphenotypes. The subphenotypes had differential treatment responses to corticosteroids. American Thoracic Society 2021-03-30 /pmc/articles/PMC8786071/ /pubmed/34543591 http://dx.doi.org/10.1164/rccm.202105-1302OC Text en Copyright © 2021 by the American Thoracic Society https://creativecommons.org/licenses/by-nc-nd/4.0/This article is open access and distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives License 4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . For commercial usage and reprints, please e-mail Diane Gern (dgern@thoracic.org). |
spellingShingle | Original Articles Sinha, Pratik Furfaro, David Cummings, Matthew J. Abrams, Darryl Delucchi, Kevin Maddali, Manoj V. He, June Thompson, Alison Murn, Michael Fountain, John Rosen, Amanda Robbins-Juarez, Shelief Y. Adan, Matthew A. Satish, Tejus Madhavan, Mahesh Gupta, Aakriti Lyashchenko, Alexander K. Agerstrand, Cara Yip, Natalie H. Burkart, Kristin M. Beitler, Jeremy R. Baldwin, Matthew R. Calfee, Carolyn S. Brodie, Daniel O’Donnell, Max R. Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids |
title | Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids |
title_full | Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids |
title_fullStr | Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids |
title_full_unstemmed | Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids |
title_short | Latent Class Analysis Reveals COVID-19–related Acute Respiratory Distress Syndrome Subgroups with Differential Responses to Corticosteroids |
title_sort | latent class analysis reveals covid-19–related acute respiratory distress syndrome subgroups with differential responses to corticosteroids |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786071/ https://www.ncbi.nlm.nih.gov/pubmed/34543591 http://dx.doi.org/10.1164/rccm.202105-1302OC |
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