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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Thoracic Society 2021
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.
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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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