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Hospital-Level Variation in Death for Critically Ill Patients with COVID-19
Rationale: Variation in hospital mortality has been described for coronavirus disease (COVID-19), but the factors that explain these differences remain unclear. Objective: Our objective was to use a large, nationally representative data set of critically ill adults with COVID-19 to determine which f...
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/PMC8480242/ https://www.ncbi.nlm.nih.gov/pubmed/33891529 http://dx.doi.org/10.1164/rccm.202012-4547OC |
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author | Churpek, Matthew M. Gupta, Shruti Spicer, Alexandra B. Parker, William F. Fahrenbach, John Brenner, Samantha K. Leaf, David E. |
author_facet | Churpek, Matthew M. Gupta, Shruti Spicer, Alexandra B. Parker, William F. Fahrenbach, John Brenner, Samantha K. Leaf, David E. |
author_sort | Churpek, Matthew M. |
collection | PubMed |
description | Rationale: Variation in hospital mortality has been described for coronavirus disease (COVID-19), but the factors that explain these differences remain unclear. Objective: Our objective was to use a large, nationally representative data set of critically ill adults with COVID-19 to determine which factors explain mortality variability. Methods: In this multicenter cohort study, we examined adults hospitalized in ICUs with COVID-19 at 70 U.S. hospitals between March and June 2020. The primary outcome was 28-day mortality. We examined patient-level and hospital-level variables. Mixed-effect logistic regression was used to identify factors associated with interhospital variation. The median odds ratio was calculated to compare outcomes in higher- versus lower-mortality hospitals. A gradient-boosted machine algorithm was developed for individual-level mortality models. Measurements and Main Results: A total of 4,019 patients were included, 1,537 (38%) of whom died by 28 days. Mortality varied considerably across hospitals (0–82%). After adjustment for patient- and hospital-level domains, interhospital variation was attenuated (odds ratio decline from 2.06 [95% confidence interval (CI), 1.73–2.37] to 1.22 [95% CI, 1.00–1.38]), with the greatest changes occurring with adjustment for acute physiology, socioeconomic status, and strain. For individual patients, the relative contribution of each domain to mortality risk was as follows: acute physiology (49%), demographics and comorbidities (20%), socioeconomic status (12%), strain (9%), hospital quality (8%), and treatments (3%). Conclusions: There is considerable interhospital variation in mortality for critically ill patients with COVID-19, which is mostly explained by hospital-level socioeconomic status, strain, and acute physiologic differences. Individual mortality is driven mostly by patient-level factors. |
format | Online Article Text |
id | pubmed-8480242 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Thoracic Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-84802422021-09-30 Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 Churpek, Matthew M. Gupta, Shruti Spicer, Alexandra B. Parker, William F. Fahrenbach, John Brenner, Samantha K. Leaf, David E. Am J Respir Crit Care Med Original Articles Rationale: Variation in hospital mortality has been described for coronavirus disease (COVID-19), but the factors that explain these differences remain unclear. Objective: Our objective was to use a large, nationally representative data set of critically ill adults with COVID-19 to determine which factors explain mortality variability. Methods: In this multicenter cohort study, we examined adults hospitalized in ICUs with COVID-19 at 70 U.S. hospitals between March and June 2020. The primary outcome was 28-day mortality. We examined patient-level and hospital-level variables. Mixed-effect logistic regression was used to identify factors associated with interhospital variation. The median odds ratio was calculated to compare outcomes in higher- versus lower-mortality hospitals. A gradient-boosted machine algorithm was developed for individual-level mortality models. Measurements and Main Results: A total of 4,019 patients were included, 1,537 (38%) of whom died by 28 days. Mortality varied considerably across hospitals (0–82%). After adjustment for patient- and hospital-level domains, interhospital variation was attenuated (odds ratio decline from 2.06 [95% confidence interval (CI), 1.73–2.37] to 1.22 [95% CI, 1.00–1.38]), with the greatest changes occurring with adjustment for acute physiology, socioeconomic status, and strain. For individual patients, the relative contribution of each domain to mortality risk was as follows: acute physiology (49%), demographics and comorbidities (20%), socioeconomic status (12%), strain (9%), hospital quality (8%), and treatments (3%). Conclusions: There is considerable interhospital variation in mortality for critically ill patients with COVID-19, which is mostly explained by hospital-level socioeconomic status, strain, and acute physiologic differences. Individual mortality is driven mostly by patient-level factors. American Thoracic Society 2021-03-30 /pmc/articles/PMC8480242/ /pubmed/33891529 http://dx.doi.org/10.1164/rccm.202012-4547OC 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 contact Diane Gern (dgern@thoracic.org). |
spellingShingle | Original Articles Churpek, Matthew M. Gupta, Shruti Spicer, Alexandra B. Parker, William F. Fahrenbach, John Brenner, Samantha K. Leaf, David E. Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 |
title | Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 |
title_full | Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 |
title_fullStr | Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 |
title_full_unstemmed | Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 |
title_short | Hospital-Level Variation in Death for Critically Ill Patients with COVID-19 |
title_sort | hospital-level variation in death for critically ill patients with covid-19 |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480242/ https://www.ncbi.nlm.nih.gov/pubmed/33891529 http://dx.doi.org/10.1164/rccm.202012-4547OC |
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