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Association between temperature and COVID-19 transmission in 153 countries
The WHO characterized coronavirus disease 2019 (COVID-19) as a global pandemic. The influence of temperature on COVID-19 remains unclear. The objective of this study was to investigate the correlation between temperature and daily newly confirmed COVID-19 cases by different climate regions and tempe...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8507510/ https://www.ncbi.nlm.nih.gov/pubmed/34637125 http://dx.doi.org/10.1007/s11356-021-16666-5 |
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author | Liu, Mengyang Li, Zhiwei Liu, Mengmeng Zhu, Yingxuan Liu, Yue Kuetche, Mandela William Nzoyoum Wang, Jianpeng Wang, Xiaonan Liu, Xiangtong Li, Xia Wang, Wei Guo, Xiuhua Tao, Lixin |
author_facet | Liu, Mengyang Li, Zhiwei Liu, Mengmeng Zhu, Yingxuan Liu, Yue Kuetche, Mandela William Nzoyoum Wang, Jianpeng Wang, Xiaonan Liu, Xiangtong Li, Xia Wang, Wei Guo, Xiuhua Tao, Lixin |
author_sort | Liu, Mengyang |
collection | PubMed |
description | The WHO characterized coronavirus disease 2019 (COVID-19) as a global pandemic. The influence of temperature on COVID-19 remains unclear. The objective of this study was to investigate the correlation between temperature and daily newly confirmed COVID-19 cases by different climate regions and temperature levels worldwide. Daily data on average temperature (AT), maximum temperature (MAXT), minimum temperature (MINT), and new COVID-19 cases were collected from 153 countries and 31 provinces of mainland China. We used the spline function method to preliminarily explore the relationship between R(0) and temperature. The generalized additive model (GAM) was used to analyze the association between temperature and daily new cases of COVID-19, and a random effects meta-analysis was conducted to calculate the pooled results in different regions in the second stage. Our findings revealed that temperature was positively related to daily new cases at low temperature but negatively related to daily new cases at high temperature. When the temperature was below the smoothing plot peak, in the temperate zone or at a low temperature level (e.g., <25th percentiles), the RRs were 1.09 (95% CI: 1.04, 1.15), 1.10 (95% CI: 1.05, 1.15), and 1.14 (95% CI: 1.06, 1.23) associated with a 1°C increase in AT, respectively. Whereas temperature was above the smoothing plot peak, in a tropical zone or at a high temperature level (e.g., >75th percentiles), the RRs were 0.79 (95% CI: 0.68, 0.93), 0.60 (95% CI: 0.43, 0.83), and 0.48 (95% CI: 0.28, 0.81) associated with a 1°C increase in AT, respectively. The results were confirmed to be similar regarding MINT, MAXT, and sensitivity analysis. These findings provide preliminary evidence for the prevention and control of COVID-19 in different regions and temperature levels. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11356-021-16666-5. |
format | Online Article Text |
id | pubmed-8507510 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-85075102021-10-13 Association between temperature and COVID-19 transmission in 153 countries Liu, Mengyang Li, Zhiwei Liu, Mengmeng Zhu, Yingxuan Liu, Yue Kuetche, Mandela William Nzoyoum Wang, Jianpeng Wang, Xiaonan Liu, Xiangtong Li, Xia Wang, Wei Guo, Xiuhua Tao, Lixin Environ Sci Pollut Res Int Research Article The WHO characterized coronavirus disease 2019 (COVID-19) as a global pandemic. The influence of temperature on COVID-19 remains unclear. The objective of this study was to investigate the correlation between temperature and daily newly confirmed COVID-19 cases by different climate regions and temperature levels worldwide. Daily data on average temperature (AT), maximum temperature (MAXT), minimum temperature (MINT), and new COVID-19 cases were collected from 153 countries and 31 provinces of mainland China. We used the spline function method to preliminarily explore the relationship between R(0) and temperature. The generalized additive model (GAM) was used to analyze the association between temperature and daily new cases of COVID-19, and a random effects meta-analysis was conducted to calculate the pooled results in different regions in the second stage. Our findings revealed that temperature was positively related to daily new cases at low temperature but negatively related to daily new cases at high temperature. When the temperature was below the smoothing plot peak, in the temperate zone or at a low temperature level (e.g., <25th percentiles), the RRs were 1.09 (95% CI: 1.04, 1.15), 1.10 (95% CI: 1.05, 1.15), and 1.14 (95% CI: 1.06, 1.23) associated with a 1°C increase in AT, respectively. Whereas temperature was above the smoothing plot peak, in a tropical zone or at a high temperature level (e.g., >75th percentiles), the RRs were 0.79 (95% CI: 0.68, 0.93), 0.60 (95% CI: 0.43, 0.83), and 0.48 (95% CI: 0.28, 0.81) associated with a 1°C increase in AT, respectively. The results were confirmed to be similar regarding MINT, MAXT, and sensitivity analysis. These findings provide preliminary evidence for the prevention and control of COVID-19 in different regions and temperature levels. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11356-021-16666-5. Springer Berlin Heidelberg 2021-10-12 2022 /pmc/articles/PMC8507510/ /pubmed/34637125 http://dx.doi.org/10.1007/s11356-021-16666-5 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2021 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 | Research Article Liu, Mengyang Li, Zhiwei Liu, Mengmeng Zhu, Yingxuan Liu, Yue Kuetche, Mandela William Nzoyoum Wang, Jianpeng Wang, Xiaonan Liu, Xiangtong Li, Xia Wang, Wei Guo, Xiuhua Tao, Lixin Association between temperature and COVID-19 transmission in 153 countries |
title | Association between temperature and COVID-19 transmission in 153 countries |
title_full | Association between temperature and COVID-19 transmission in 153 countries |
title_fullStr | Association between temperature and COVID-19 transmission in 153 countries |
title_full_unstemmed | Association between temperature and COVID-19 transmission in 153 countries |
title_short | Association between temperature and COVID-19 transmission in 153 countries |
title_sort | association between temperature and covid-19 transmission in 153 countries |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8507510/ https://www.ncbi.nlm.nih.gov/pubmed/34637125 http://dx.doi.org/10.1007/s11356-021-16666-5 |
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