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Weather, air pollution, and SARS-CoV-2 transmission: a global analysis
BACKGROUND: Understanding how environmental factors affect SARS-CoV-2 transmission could inform global containment efforts. Despite high scientific and public interest and multiple research reports, there is currently no consensus on the association of environmental factors and SARS-CoV-2 transmissi...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Author(s). Published by Elsevier Ltd.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8497024/ https://www.ncbi.nlm.nih.gov/pubmed/34627471 http://dx.doi.org/10.1016/S2542-5196(21)00202-3 |
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author | Xu, Ran Rahmandad, Hazhir Gupta, Marichi DiGennaro, Catherine Ghaffarzadegan, Navid Amini, Heresh Jalali, Mohammad S |
author_facet | Xu, Ran Rahmandad, Hazhir Gupta, Marichi DiGennaro, Catherine Ghaffarzadegan, Navid Amini, Heresh Jalali, Mohammad S |
author_sort | Xu, Ran |
collection | PubMed |
description | BACKGROUND: Understanding how environmental factors affect SARS-CoV-2 transmission could inform global containment efforts. Despite high scientific and public interest and multiple research reports, there is currently no consensus on the association of environmental factors and SARS-CoV-2 transmission. To address this research gap, we aimed to assess the relative risk of transmission associated with weather conditions and ambient air pollution. METHODS: In this global analysis, we adjusted for the delay between infection and detection, estimated the daily reproduction number at 3739 global locations during the COVID-19 pandemic up until late April, 2020, and investigated its associations with daily local weather conditions (ie, temperature, humidity, precipitation, snowfall, moon illumination, sunlight hours, ultraviolet index, cloud cover, wind speed and direction, and pressure data) and ambient air pollution (ie, PM(2·5), nitrogen dioxide, ozone, and sulphur dioxide). To account for other confounding factors, we included both location-specific fixed effects and trends, controlling for between-location differences and heterogeneities in locations’ responses over time. We built confidence in our estimations through synthetic data, robustness, and sensitivity analyses, and provided year-round global projections for weather-related risk of global SARS-CoV-2 transmission. FINDINGS: Our dataset included data collected between Dec 12, 2019, and April 22, 2020. Several weather variables and ambient air pollution were associated with the spread of SARS-CoV-2 across 3739 global locations. We found a moderate, negative relationship between the estimated reproduction number and temperatures warmer than 25°C (a decrease of 3·7% [95% CI 1·9–5·4] per additional degree), a U-shaped relationship with outdoor ultraviolet exposure, and weaker positive associations with air pressure, wind speed, precipitation, diurnal temperature, sulphur dioxide, and ozone. Results were robust to multiple assumptions. Independent research building on our estimates provides strong support for the resulting projections across nations. INTERPRETATION: Warmer temperature and moderate outdoor ultraviolet exposure result in a slight reduction in the transmission of SARS-CoV-2; however, changes in weather or air pollution alone are not enough to contain the spread of SARS-CoV-2 with other factors having greater effects. FUNDING: None. |
format | Online Article Text |
id | pubmed-8497024 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | The Author(s). Published by Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84970242021-10-08 Weather, air pollution, and SARS-CoV-2 transmission: a global analysis Xu, Ran Rahmandad, Hazhir Gupta, Marichi DiGennaro, Catherine Ghaffarzadegan, Navid Amini, Heresh Jalali, Mohammad S Lancet Planet Health Articles BACKGROUND: Understanding how environmental factors affect SARS-CoV-2 transmission could inform global containment efforts. Despite high scientific and public interest and multiple research reports, there is currently no consensus on the association of environmental factors and SARS-CoV-2 transmission. To address this research gap, we aimed to assess the relative risk of transmission associated with weather conditions and ambient air pollution. METHODS: In this global analysis, we adjusted for the delay between infection and detection, estimated the daily reproduction number at 3739 global locations during the COVID-19 pandemic up until late April, 2020, and investigated its associations with daily local weather conditions (ie, temperature, humidity, precipitation, snowfall, moon illumination, sunlight hours, ultraviolet index, cloud cover, wind speed and direction, and pressure data) and ambient air pollution (ie, PM(2·5), nitrogen dioxide, ozone, and sulphur dioxide). To account for other confounding factors, we included both location-specific fixed effects and trends, controlling for between-location differences and heterogeneities in locations’ responses over time. We built confidence in our estimations through synthetic data, robustness, and sensitivity analyses, and provided year-round global projections for weather-related risk of global SARS-CoV-2 transmission. FINDINGS: Our dataset included data collected between Dec 12, 2019, and April 22, 2020. Several weather variables and ambient air pollution were associated with the spread of SARS-CoV-2 across 3739 global locations. We found a moderate, negative relationship between the estimated reproduction number and temperatures warmer than 25°C (a decrease of 3·7% [95% CI 1·9–5·4] per additional degree), a U-shaped relationship with outdoor ultraviolet exposure, and weaker positive associations with air pressure, wind speed, precipitation, diurnal temperature, sulphur dioxide, and ozone. Results were robust to multiple assumptions. Independent research building on our estimates provides strong support for the resulting projections across nations. INTERPRETATION: Warmer temperature and moderate outdoor ultraviolet exposure result in a slight reduction in the transmission of SARS-CoV-2; however, changes in weather or air pollution alone are not enough to contain the spread of SARS-CoV-2 with other factors having greater effects. FUNDING: None. The Author(s). Published by Elsevier Ltd. 2021-10 2021-10-07 /pmc/articles/PMC8497024/ /pubmed/34627471 http://dx.doi.org/10.1016/S2542-5196(21)00202-3 Text en © 2021 The Author(s). Published by Elsevier Ltd. 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 | Articles Xu, Ran Rahmandad, Hazhir Gupta, Marichi DiGennaro, Catherine Ghaffarzadegan, Navid Amini, Heresh Jalali, Mohammad S Weather, air pollution, and SARS-CoV-2 transmission: a global analysis |
title | Weather, air pollution, and SARS-CoV-2 transmission: a global analysis |
title_full | Weather, air pollution, and SARS-CoV-2 transmission: a global analysis |
title_fullStr | Weather, air pollution, and SARS-CoV-2 transmission: a global analysis |
title_full_unstemmed | Weather, air pollution, and SARS-CoV-2 transmission: a global analysis |
title_short | Weather, air pollution, and SARS-CoV-2 transmission: a global analysis |
title_sort | weather, air pollution, and sars-cov-2 transmission: a global analysis |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8497024/ https://www.ncbi.nlm.nih.gov/pubmed/34627471 http://dx.doi.org/10.1016/S2542-5196(21)00202-3 |
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