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A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany
AIM: Our aim was to investigate the risk factors associated with death from COVID-19 in four countries: The USA, Italy, Spain, and Germany. SUBJECT AND METHODS: We used data from the Institute for Health Metrics and Evaluation with projection information from January–August 2020. A multivariate anal...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572154/ https://www.ncbi.nlm.nih.gov/pubmed/33101840 http://dx.doi.org/10.1007/s10389-020-01397-7 |
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author | Cobre, Alexandre de Fátima Böger, Beatriz Vilhena, Raquel de Oliveira Fachi, Mariana Millan dos Santos, Josiane Marlei Muller Fernandes Tonin, Fernanda Stumpf |
author_facet | Cobre, Alexandre de Fátima Böger, Beatriz Vilhena, Raquel de Oliveira Fachi, Mariana Millan dos Santos, Josiane Marlei Muller Fernandes Tonin, Fernanda Stumpf |
author_sort | Cobre, Alexandre de Fátima |
collection | PubMed |
description | AIM: Our aim was to investigate the risk factors associated with death from COVID-19 in four countries: The USA, Italy, Spain, and Germany. SUBJECT AND METHODS: We used data from the Institute for Health Metrics and Evaluation with projection information from January–August 2020. A multivariate analysis of logistic regression was performed. The following factors were analyzed (per day): number of beds needed for the hospital services, number of intensive care units (ICU) beds required, number of ventilation devices, number of both hospital and ICU admissions due to COVID-19. Nagelkerke’s R(2) coefficient of determination was used to evaluate the model’s predictive ability. The quality of the model’s fit was assessed by the Hosmer–Lemeshow and the chi-square tests. RESULTS: Among the evaluated countries, Italy presented greater need for ICU beds/day (≤ 98; OR = 2315.122; CI 95% [334.767–16,503.502]; p < 0.001) and daily ventilation devices (≤ 118; OR = 1784.168; CI 95% [250.217–12,721.995]; p < 0.001). It is expected that both Italy and Spain have a higher ICU admission rate due to COVID-19 (n = 14/day). Spain will need more beds/day (≤ 357; OR = 146.838; CI 95% [113.242–190.402]; p < 0.001) and probably will have a higher number of daily hospital admissions (n = 48/day). All the above-mentioned factors have an important impact on patients’ mortality due to COVID-19 in all four countries. CONCLUSIONS: Further investments in hospitals’ infrastructure, as well as the development of innovative devices for patient’s ventilation, are paramount to fight the pandemic in the USA, Italy, Spain, and Germany. |
format | Online Article Text |
id | pubmed-7572154 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-75721542020-10-20 A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany Cobre, Alexandre de Fátima Böger, Beatriz Vilhena, Raquel de Oliveira Fachi, Mariana Millan dos Santos, Josiane Marlei Muller Fernandes Tonin, Fernanda Stumpf Z Gesundh Wiss Review Article AIM: Our aim was to investigate the risk factors associated with death from COVID-19 in four countries: The USA, Italy, Spain, and Germany. SUBJECT AND METHODS: We used data from the Institute for Health Metrics and Evaluation with projection information from January–August 2020. A multivariate analysis of logistic regression was performed. The following factors were analyzed (per day): number of beds needed for the hospital services, number of intensive care units (ICU) beds required, number of ventilation devices, number of both hospital and ICU admissions due to COVID-19. Nagelkerke’s R(2) coefficient of determination was used to evaluate the model’s predictive ability. The quality of the model’s fit was assessed by the Hosmer–Lemeshow and the chi-square tests. RESULTS: Among the evaluated countries, Italy presented greater need for ICU beds/day (≤ 98; OR = 2315.122; CI 95% [334.767–16,503.502]; p < 0.001) and daily ventilation devices (≤ 118; OR = 1784.168; CI 95% [250.217–12,721.995]; p < 0.001). It is expected that both Italy and Spain have a higher ICU admission rate due to COVID-19 (n = 14/day). Spain will need more beds/day (≤ 357; OR = 146.838; CI 95% [113.242–190.402]; p < 0.001) and probably will have a higher number of daily hospital admissions (n = 48/day). All the above-mentioned factors have an important impact on patients’ mortality due to COVID-19 in all four countries. CONCLUSIONS: Further investments in hospitals’ infrastructure, as well as the development of innovative devices for patient’s ventilation, are paramount to fight the pandemic in the USA, Italy, Spain, and Germany. Springer Berlin Heidelberg 2020-10-19 2022 /pmc/articles/PMC7572154/ /pubmed/33101840 http://dx.doi.org/10.1007/s10389-020-01397-7 Text en © Springer-Verlag GmbH Germany, part of Springer Nature 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Review Article Cobre, Alexandre de Fátima Böger, Beatriz Vilhena, Raquel de Oliveira Fachi, Mariana Millan dos Santos, Josiane Marlei Muller Fernandes Tonin, Fernanda Stumpf A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany |
title | A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany |
title_full | A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany |
title_fullStr | A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany |
title_full_unstemmed | A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany |
title_short | A multivariate analysis of risk factors associated with death by Covid-19 in the USA, Italy, Spain, and Germany |
title_sort | multivariate analysis of risk factors associated with death by covid-19 in the usa, italy, spain, and germany |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572154/ https://www.ncbi.nlm.nih.gov/pubmed/33101840 http://dx.doi.org/10.1007/s10389-020-01397-7 |
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