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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier B.V. 2023
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.
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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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