Cargando…
Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019
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...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8047387/ https://www.ncbi.nlm.nih.gov/pubmed/33875978 http://dx.doi.org/10.1016/j.eclinm.2021.100829 |
_version_ | 1783679030844719104 |
---|---|
author | Ranjeva, Sylvia Pinciroli, Riccardo Hodell, Evan Mueller, Ariel Hardin, C. Corey Thompson, B. Taylor Berra, Lorenzo |
author_facet | Ranjeva, Sylvia Pinciroli, Riccardo Hodell, Evan Mueller, Ariel Hardin, C. Corey Thompson, B. Taylor Berra, Lorenzo |
author_sort | Ranjeva, Sylvia |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8047387 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-80473872021-04-15 Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 Ranjeva, Sylvia Pinciroli, Riccardo Hodell, Evan Mueller, Ariel Hardin, C. Corey Thompson, B. Taylor Berra, Lorenzo EClinicalMedicine Research Paper 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. Elsevier 2021-04-15 /pmc/articles/PMC8047387/ /pubmed/33875978 http://dx.doi.org/10.1016/j.eclinm.2021.100829 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Paper Ranjeva, Sylvia Pinciroli, Riccardo Hodell, Evan Mueller, Ariel Hardin, C. Corey Thompson, B. Taylor Berra, Lorenzo Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
title | Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
title_full | Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
title_fullStr | Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
title_full_unstemmed | Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
title_short | Identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
title_sort | identifying clinical and biochemical phenotypes in acute respiratory distress syndrome secondary to coronavirus disease-2019 |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8047387/ https://www.ncbi.nlm.nih.gov/pubmed/33875978 http://dx.doi.org/10.1016/j.eclinm.2021.100829 |
work_keys_str_mv | AT ranjevasylvia identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 AT pinciroliriccardo identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 AT hodellevan identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 AT muellerariel identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 AT hardinccorey identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 AT thompsonbtaylor identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 AT berralorenzo identifyingclinicalandbiochemicalphenotypesinacuterespiratorydistresssyndromesecondarytocoronavirusdisease2019 |