Cargando…
Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study
Introduction: COVID-19 patients with hypotension and hypoxemia had a significantly worse outcome. The purpose of this research was to ascertain the risk factors affecting the prognoses of these patients and to develop appropriate prognostic prediction tools. Methods: From March 1, 2020, to April 16,...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8581201/ https://www.ncbi.nlm.nih.gov/pubmed/34778315 http://dx.doi.org/10.3389/fmed.2021.753035 |
_version_ | 1784596754057920512 |
---|---|
author | Sun, Baoni Wang, Hai Lv, Junhua Pei, Honghong Bai, Zhenghai |
author_facet | Sun, Baoni Wang, Hai Lv, Junhua Pei, Honghong Bai, Zhenghai |
author_sort | Sun, Baoni |
collection | PubMed |
description | Introduction: COVID-19 patients with hypotension and hypoxemia had a significantly worse outcome. The purpose of this research was to ascertain the risk factors affecting the prognoses of these patients and to develop appropriate prognostic prediction tools. Methods: From March 1, 2020, to April 16, 2020, a retrospective cohort analysis of COVID-19 patients with hypotension and hypoxemia was performed. The univariate and multivariate analyses were performed to identify the associated risk factors influencing the prognosis of COVID-19 patients with hypotension and hypoxemia, and the selected variables were then utilized to construct and validate the prediction model for these patients. Results: Three hundred and twenty-seven COVID-19 patients with hypotension and hypoxemia who met the inclusion and exclusion criteria were included in this study. Age, temperature, troponin, and blood glucose were related to mortality in COVID-19 patients with hypotension and hypoxemia in both univariate and multivariate analyses. The MFP model (multiple fractional polynomial model), full model, and stepwise model were utilized to build the prediction model, and their AUCs were, respectively, 0.902 (0.868, 0.936), 0.902 (0.868, 0.936), and 0.902 (0.868, 0.936). Because the sample size for this research was limited, we utilized bootstrapping for internal validation. The AUCs of Bootstrap full and Bootstrap stepwise were 0.902 (0.867, 0.936) and 0.902 (0.868, 0.936), respectively. Conclusion: Age, temperature, troponin, and blood glucose levels were associated with mortality in COVID-19 patients with hypotension and hypoxemia. Additionally, the prediction model developed using the variables above showed a high predictive value for predicting the prognosis of these individuals. |
format | Online Article Text |
id | pubmed-8581201 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85812012021-11-12 Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study Sun, Baoni Wang, Hai Lv, Junhua Pei, Honghong Bai, Zhenghai Front Med (Lausanne) Medicine Introduction: COVID-19 patients with hypotension and hypoxemia had a significantly worse outcome. The purpose of this research was to ascertain the risk factors affecting the prognoses of these patients and to develop appropriate prognostic prediction tools. Methods: From March 1, 2020, to April 16, 2020, a retrospective cohort analysis of COVID-19 patients with hypotension and hypoxemia was performed. The univariate and multivariate analyses were performed to identify the associated risk factors influencing the prognosis of COVID-19 patients with hypotension and hypoxemia, and the selected variables were then utilized to construct and validate the prediction model for these patients. Results: Three hundred and twenty-seven COVID-19 patients with hypotension and hypoxemia who met the inclusion and exclusion criteria were included in this study. Age, temperature, troponin, and blood glucose were related to mortality in COVID-19 patients with hypotension and hypoxemia in both univariate and multivariate analyses. The MFP model (multiple fractional polynomial model), full model, and stepwise model were utilized to build the prediction model, and their AUCs were, respectively, 0.902 (0.868, 0.936), 0.902 (0.868, 0.936), and 0.902 (0.868, 0.936). Because the sample size for this research was limited, we utilized bootstrapping for internal validation. The AUCs of Bootstrap full and Bootstrap stepwise were 0.902 (0.867, 0.936) and 0.902 (0.868, 0.936), respectively. Conclusion: Age, temperature, troponin, and blood glucose levels were associated with mortality in COVID-19 patients with hypotension and hypoxemia. Additionally, the prediction model developed using the variables above showed a high predictive value for predicting the prognosis of these individuals. Frontiers Media S.A. 2021-10-28 /pmc/articles/PMC8581201/ /pubmed/34778315 http://dx.doi.org/10.3389/fmed.2021.753035 Text en Copyright © 2021 Sun, Wang, Lv, Pei and Bai. 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 Sun, Baoni Wang, Hai Lv, Junhua Pei, Honghong Bai, Zhenghai Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study |
title | Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study |
title_full | Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study |
title_fullStr | Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study |
title_full_unstemmed | Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study |
title_short | Predictors of Mortality in Hospitalized COVID-19 Patients Complicated With Hypotension and Hypoxemia: A Retrospective Cohort Study |
title_sort | predictors of mortality in hospitalized covid-19 patients complicated with hypotension and hypoxemia: a retrospective cohort study |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8581201/ https://www.ncbi.nlm.nih.gov/pubmed/34778315 http://dx.doi.org/10.3389/fmed.2021.753035 |
work_keys_str_mv | AT sunbaoni predictorsofmortalityinhospitalizedcovid19patientscomplicatedwithhypotensionandhypoxemiaaretrospectivecohortstudy AT wanghai predictorsofmortalityinhospitalizedcovid19patientscomplicatedwithhypotensionandhypoxemiaaretrospectivecohortstudy AT lvjunhua predictorsofmortalityinhospitalizedcovid19patientscomplicatedwithhypotensionandhypoxemiaaretrospectivecohortstudy AT peihonghong predictorsofmortalityinhospitalizedcovid19patientscomplicatedwithhypotensionandhypoxemiaaretrospectivecohortstudy AT baizhenghai predictorsofmortalityinhospitalizedcovid19patientscomplicatedwithhypotensionandhypoxemiaaretrospectivecohortstudy |