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Impact of regional heterogeneity on the severity of COVID-19
The main objective of the study is to assess the impact of regional heterogeneity on the severity of COVID-19 in Japan. We included 27,865 cases registered between January 2020 and February 2021 in the COVID-19 Registry of Japan, to examine the relationship between the National Early Warning Score (...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Japanese Society of Chemotherapy and The Japanese Association for Infectious Diseases. Published by Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8730489/ https://www.ncbi.nlm.nih.gov/pubmed/35034854 http://dx.doi.org/10.1016/j.jiac.2021.12.032 |
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author | Tsuzuki, Shinya Asai, Yusuke Matsunaga, Nobuaki Ishioka, Haruhiko Akiyama, Takayuki Ohmagari, Norio |
author_facet | Tsuzuki, Shinya Asai, Yusuke Matsunaga, Nobuaki Ishioka, Haruhiko Akiyama, Takayuki Ohmagari, Norio |
author_sort | Tsuzuki, Shinya |
collection | PubMed |
description | The main objective of the study is to assess the impact of regional heterogeneity on the severity of COVID-19 in Japan. We included 27,865 cases registered between January 2020 and February 2021 in the COVID-19 Registry of Japan, to examine the relationship between the National Early Warning Score (NEWS) of COVID-19 patients on the day of admission and the prefecture where the patients live. A hierarchical Bayesian model was used to examine the random effect of each prefecture in addition to the patients’ backgrounds. Additionally, we compared the results of two models; one model included the number of beds secured for COVID-19 patients in each prefecture as one of the fixed effects, and the other model did not. The results indicated that the prefecture had a substantial impact on the severity of COVID-19 on admission, even when considering the effect of the number of beds separately. Our analysis revealed a possible association between regional heterogeneity and increased/decreased risk of severe COVID-19 infection on admission. This heterogeneity was derived not only from the number of beds secured in each prefecture but also from other factors. |
format | Online Article Text |
id | pubmed-8730489 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Japanese Society of Chemotherapy and The Japanese Association for Infectious Diseases. Published by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87304892022-01-06 Impact of regional heterogeneity on the severity of COVID-19 Tsuzuki, Shinya Asai, Yusuke Matsunaga, Nobuaki Ishioka, Haruhiko Akiyama, Takayuki Ohmagari, Norio J Infect Chemother Original Article The main objective of the study is to assess the impact of regional heterogeneity on the severity of COVID-19 in Japan. We included 27,865 cases registered between January 2020 and February 2021 in the COVID-19 Registry of Japan, to examine the relationship between the National Early Warning Score (NEWS) of COVID-19 patients on the day of admission and the prefecture where the patients live. A hierarchical Bayesian model was used to examine the random effect of each prefecture in addition to the patients’ backgrounds. Additionally, we compared the results of two models; one model included the number of beds secured for COVID-19 patients in each prefecture as one of the fixed effects, and the other model did not. The results indicated that the prefecture had a substantial impact on the severity of COVID-19 on admission, even when considering the effect of the number of beds separately. Our analysis revealed a possible association between regional heterogeneity and increased/decreased risk of severe COVID-19 infection on admission. This heterogeneity was derived not only from the number of beds secured in each prefecture but also from other factors. Japanese Society of Chemotherapy and The Japanese Association for Infectious Diseases. Published by Elsevier Ltd. 2022-04 2022-01-05 /pmc/articles/PMC8730489/ /pubmed/35034854 http://dx.doi.org/10.1016/j.jiac.2021.12.032 Text en © 2021 Japanese Society of Chemotherapy and The Japanese Association for Infectious Diseases. Published by Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Original Article Tsuzuki, Shinya Asai, Yusuke Matsunaga, Nobuaki Ishioka, Haruhiko Akiyama, Takayuki Ohmagari, Norio Impact of regional heterogeneity on the severity of COVID-19 |
title | Impact of regional heterogeneity on the severity of COVID-19 |
title_full | Impact of regional heterogeneity on the severity of COVID-19 |
title_fullStr | Impact of regional heterogeneity on the severity of COVID-19 |
title_full_unstemmed | Impact of regional heterogeneity on the severity of COVID-19 |
title_short | Impact of regional heterogeneity on the severity of COVID-19 |
title_sort | impact of regional heterogeneity on the severity of covid-19 |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8730489/ https://www.ncbi.nlm.nih.gov/pubmed/35034854 http://dx.doi.org/10.1016/j.jiac.2021.12.032 |
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