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The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis
BACKGROUND AND AIM: The associations between COVID-19 transmission and meteorological factors are scientifically debated. Several studies have been conducted worldwide, with inconsistent findings. However, often these studies had methodological issues, e.g., did not exclude important confounding fac...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450475/ https://www.ncbi.nlm.nih.gov/pubmed/36087670 http://dx.doi.org/10.1016/j.scitotenv.2022.158636 |
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author | Nottmeyer, Luise Armstrong, Ben Lowe, Rachel Abbott, Sam Meakin, Sophie O'Reilly, Kathleen M. von Borries, Rosa Schneider, Rochelle Royé, Dominic Hashizume, Masahiro Pascal, Mathilde Tobias, Aurelio Vicedo-Cabrera, Ana Maria Lavigne, Eric Correa, Patricia Matus Ortega, Nicolás Valdés Kynčl, Jan Urban, Aleš Orru, Hans Ryti, Niilo Jaakkola, Jouni Dallavalle, Marco Schneider, Alexandra Honda, Yasushi Ng, Chris Fook Sheng Alahmad, Barrak Carrasco-Escobar, Gabriel Holobâc, Iulian Horia Kim, Ho Lee, Whanhee Íñiguez, Carmen Bell, Michelle L. Zanobetti, Antonella Schwartz, Joel Scovronick, Noah Coélho, Micheline de Sousa Zanotti Stagliorio Saldiva, Paulo Hilario Nascimento Diaz, Magali Hurtado Gasparrini, Antonio Sera, Francesco |
author_facet | Nottmeyer, Luise Armstrong, Ben Lowe, Rachel Abbott, Sam Meakin, Sophie O'Reilly, Kathleen M. von Borries, Rosa Schneider, Rochelle Royé, Dominic Hashizume, Masahiro Pascal, Mathilde Tobias, Aurelio Vicedo-Cabrera, Ana Maria Lavigne, Eric Correa, Patricia Matus Ortega, Nicolás Valdés Kynčl, Jan Urban, Aleš Orru, Hans Ryti, Niilo Jaakkola, Jouni Dallavalle, Marco Schneider, Alexandra Honda, Yasushi Ng, Chris Fook Sheng Alahmad, Barrak Carrasco-Escobar, Gabriel Holobâc, Iulian Horia Kim, Ho Lee, Whanhee Íñiguez, Carmen Bell, Michelle L. Zanobetti, Antonella Schwartz, Joel Scovronick, Noah Coélho, Micheline de Sousa Zanotti Stagliorio Saldiva, Paulo Hilario Nascimento Diaz, Magali Hurtado Gasparrini, Antonio Sera, Francesco |
author_sort | Nottmeyer, Luise |
collection | PubMed |
description | BACKGROUND AND AIM: The associations between COVID-19 transmission and meteorological factors are scientifically debated. Several studies have been conducted worldwide, with inconsistent findings. However, often these studies had methodological issues, e.g., did not exclude important confounding factors, or had limited geographic or temporal resolution. Our aim was to quantify associations between temporal variations in COVID-19 incidence and meteorological variables globally. METHODS: We analysed data from 455 cities across 20 countries from 3 February to 31 October 2020. We used a time-series analysis that assumes a quasi-Poisson distribution of the cases and incorporates distributed lag non-linear modelling for the exposure associations at the city-level while considering effects of autocorrelation, long-term trends, and day of the week. The confounding by governmental measures was accounted for by incorporating the Oxford Governmental Stringency Index. The effects of daily mean air temperature, relative and absolute humidity, and UV radiation were estimated by applying a meta-regression of local estimates with multi-level random effects for location, country, and climatic zone. RESULTS: We found that air temperature and absolute humidity influenced the spread of COVID-19 over a lag period of 15 days. Pooling the estimates globally showed that overall low temperatures (7.5 °C compared to 17.0 °C) and low absolute humidity (6.0 g/m(3) compared to 11.0 g/m(3)) were associated with higher COVID-19 incidence (RR temp =1.33 with 95%CI: 1.08; 1.64 and RR AH =1.33 with 95%CI: 1.12; 1.57). RH revealed no significant trend and for UV some evidence of a positive association was found. These results were robust to sensitivity analysis. However, the study results also emphasise the heterogeneity of these associations in different countries. CONCLUSION: Globally, our results suggest that comparatively low temperatures and low absolute humidity were associated with increased risks of COVID-19 incidence. However, this study underlines regional heterogeneity of weather-related effects on COVID-19 transmission. |
format | Online Article Text |
id | pubmed-9450475 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94504752022-09-07 The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis Nottmeyer, Luise Armstrong, Ben Lowe, Rachel Abbott, Sam Meakin, Sophie O'Reilly, Kathleen M. von Borries, Rosa Schneider, Rochelle Royé, Dominic Hashizume, Masahiro Pascal, Mathilde Tobias, Aurelio Vicedo-Cabrera, Ana Maria Lavigne, Eric Correa, Patricia Matus Ortega, Nicolás Valdés Kynčl, Jan Urban, Aleš Orru, Hans Ryti, Niilo Jaakkola, Jouni Dallavalle, Marco Schneider, Alexandra Honda, Yasushi Ng, Chris Fook Sheng Alahmad, Barrak Carrasco-Escobar, Gabriel Holobâc, Iulian Horia Kim, Ho Lee, Whanhee Íñiguez, Carmen Bell, Michelle L. Zanobetti, Antonella Schwartz, Joel Scovronick, Noah Coélho, Micheline de Sousa Zanotti Stagliorio Saldiva, Paulo Hilario Nascimento Diaz, Magali Hurtado Gasparrini, Antonio Sera, Francesco Sci Total Environ Article BACKGROUND AND AIM: The associations between COVID-19 transmission and meteorological factors are scientifically debated. Several studies have been conducted worldwide, with inconsistent findings. However, often these studies had methodological issues, e.g., did not exclude important confounding factors, or had limited geographic or temporal resolution. Our aim was to quantify associations between temporal variations in COVID-19 incidence and meteorological variables globally. METHODS: We analysed data from 455 cities across 20 countries from 3 February to 31 October 2020. We used a time-series analysis that assumes a quasi-Poisson distribution of the cases and incorporates distributed lag non-linear modelling for the exposure associations at the city-level while considering effects of autocorrelation, long-term trends, and day of the week. The confounding by governmental measures was accounted for by incorporating the Oxford Governmental Stringency Index. The effects of daily mean air temperature, relative and absolute humidity, and UV radiation were estimated by applying a meta-regression of local estimates with multi-level random effects for location, country, and climatic zone. RESULTS: We found that air temperature and absolute humidity influenced the spread of COVID-19 over a lag period of 15 days. Pooling the estimates globally showed that overall low temperatures (7.5 °C compared to 17.0 °C) and low absolute humidity (6.0 g/m(3) compared to 11.0 g/m(3)) were associated with higher COVID-19 incidence (RR temp =1.33 with 95%CI: 1.08; 1.64 and RR AH =1.33 with 95%CI: 1.12; 1.57). RH revealed no significant trend and for UV some evidence of a positive association was found. These results were robust to sensitivity analysis. However, the study results also emphasise the heterogeneity of these associations in different countries. CONCLUSION: Globally, our results suggest that comparatively low temperatures and low absolute humidity were associated with increased risks of COVID-19 incidence. However, this study underlines regional heterogeneity of weather-related effects on COVID-19 transmission. Elsevier B.V. 2023-01-01 2022-09-07 /pmc/articles/PMC9450475/ /pubmed/36087670 http://dx.doi.org/10.1016/j.scitotenv.2022.158636 Text en © 2022 Elsevier B.V. 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 | Article Nottmeyer, Luise Armstrong, Ben Lowe, Rachel Abbott, Sam Meakin, Sophie O'Reilly, Kathleen M. von Borries, Rosa Schneider, Rochelle Royé, Dominic Hashizume, Masahiro Pascal, Mathilde Tobias, Aurelio Vicedo-Cabrera, Ana Maria Lavigne, Eric Correa, Patricia Matus Ortega, Nicolás Valdés Kynčl, Jan Urban, Aleš Orru, Hans Ryti, Niilo Jaakkola, Jouni Dallavalle, Marco Schneider, Alexandra Honda, Yasushi Ng, Chris Fook Sheng Alahmad, Barrak Carrasco-Escobar, Gabriel Holobâc, Iulian Horia Kim, Ho Lee, Whanhee Íñiguez, Carmen Bell, Michelle L. Zanobetti, Antonella Schwartz, Joel Scovronick, Noah Coélho, Micheline de Sousa Zanotti Stagliorio Saldiva, Paulo Hilario Nascimento Diaz, Magali Hurtado Gasparrini, Antonio Sera, Francesco The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis |
title | The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis |
title_full | The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis |
title_fullStr | The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis |
title_full_unstemmed | The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis |
title_short | The association of COVID-19 incidence with temperature, humidity, and UV radiation – A global multi-city analysis |
title_sort | association of covid-19 incidence with temperature, humidity, and uv radiation – a global multi-city analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9450475/ https://www.ncbi.nlm.nih.gov/pubmed/36087670 http://dx.doi.org/10.1016/j.scitotenv.2022.158636 |
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