The association of COVID-19 incidence with temperature, humidity, and UV radiation - A global multi-city analysis.

COVID-19 Distributed lag non-linear modelling Global analysis Humidity Temperature UV radiation

Journal

The Science of the total environment
ISSN: 1879-1026
Titre abrégé: Sci Total Environ
Pays: Netherlands
ID NLM: 0330500

Informations de publication

Date de publication:
01 Jan 2023
Historique:
received: 14 04 2022
revised: 05 09 2022
accepted: 05 09 2022
medline: 23 10 2023
pubmed: 11 9 2022
entrez: 10 9 2022
Statut: ppublish

Résumé

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. 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. 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 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.

Sections du résumé

BACKGROUND AND AIM OBJECTIVE
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 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 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
CONCLUSION CONCLUSIONS
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.

Identifiants

pubmed: 36087670
pii: S0048-9697(22)05735-7
doi: 10.1016/j.scitotenv.2022.158636
pmc: PMC9450475
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

158636

Subventions

Organisme : Medical Research Council
ID : MR/R013349/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/V034162/1
Pays : United Kingdom
Organisme : NIEHS NIH HHS
ID : P30 ES019776
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001863
Pays : United States

Informations de copyright

Copyright © 2022 Elsevier B.V. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Auteurs

Luise Nottmeyer (L)

Faculty of Engineering Sciences, Heidelberg University, Heidelberg, Germany. Electronic address: luise.nottmeyer1@alumni.lshtm.ac.uk.

Ben Armstrong (B)

Department of Public Health, Environments and Society, London School of Hygiene & Tropical Medicine, London, UK.

Rachel Lowe (R)

Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK; Centre on Climate Change and Planetary Health, London School of Hygiene & Tropical Medicine, London, UK; Barcelona Supercomputing Center (BSC), Barcelona, Spain; Catalan Institution for Research and Advanced Studies (ICREA), Barcelona, Spain.

Sam Abbott (S)

Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK; Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK.

Sophie Meakin (S)

Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK; Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK.

Kathleen M O'Reilly (KM)

Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, London, UK; Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK.

Rosa von Borries (R)

Charité Universitätsmedizin, Berlin, Germany.

Rochelle Schneider (R)

Centre on Climate Change and Planetary Health, London School of Hygiene & Tropical Medicine, London, UK; Φ-Lab, European Space Agency, Frascati, Italy; European Centre for Medium-Range Weather Forecast (ECMWF), Reading, UK.

Dominic Royé (D)

Department of Geography, University of Santiago de Compostela, CIBER of Epidemiology and Public Health (CIBERESP), Spain.

Masahiro Hashizume (M)

Department of Paediatric Infectious Disease, Institute of Tropical Medicine, Nagasaki University, Japan; School of Tropical Medicine and Global Health, Nagasaki University, Japan; Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.

Mathilde Pascal (M)

Santé Publique France, Department of Environmental and Occupational Health, French National Public Health Agency, Saint Maurice, France.

Aurelio Tobias (A)

School of Tropical Medicine and Global Health, Nagasaki University, Japan; Institute of Environmental Assessment and Water Research (IDAEA), Spanish Council for Scientific Research (CSIC), Barcelona, Spain.

Ana Maria Vicedo-Cabrera (AM)

Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland; Oeschger Center for Climate Change Research, University of Bern, Bern, Switzerland.

Eric Lavigne (E)

School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Canada; Air Health Science Division, Health Canada, Ottawa, Canada.

Patricia Matus Correa (PM)

Department of Public Health, Universidad de los Andes, Santiago, Chile.

Nicolás Valdés Ortega (NV)

Department of Public Health, Universidad de los Andes, Santiago, Chile.

Jan Kynčl (J)

Department of Infectious Diseases Epidemiology, National Institute of Public Health, Prague, Czech Republic; Department of Epidemiology and Biostatistics, Third Faculty of Medicine, Charles University, Prague, Czech Republic.

Aleš Urban (A)

Institute of Atmospheric Physics of the Czech Academy of Sciences, Prague, Czech Republic; Faculty of Environmental Sciences, Czech University of Life Sciences, Prague, Czech Republic.

Hans Orru (H)

Department of Family Medicine and Public Health, University of Tartu, Tartu, Estonia.

Niilo Ryti (N)

Center for Environmental and Respiratory Health Research (CERH), University of Oulu, Oulu, Finland; Medical Research Center Oulu (MRC Oulu), Oulu University Hospital and University of Oulu, Oulu, Finland.

Jouni Jaakkola (J)

Center for Environmental and Respiratory Health Research (CERH), University of Oulu, Oulu, Finland; Medical Research Center Oulu (MRC Oulu), Oulu University Hospital and University of Oulu, Oulu, Finland.

Marco Dallavalle (M)

Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health (GmbH), Neuherberg, Germany; Department of Epidemiology, Institute for Medical Information Processing, Biometry and Epidemiology, Medical Faculty, Ludwig-Maximilians-Universität München, Munich, Germany.

Alexandra Schneider (A)

Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health (GmbH), Neuherberg, Germany.

Yasushi Honda (Y)

School of Tropical Medicine and Global Health, Nagasaki University, Japan; Center for Climate Change Adaptation, National Institute for Environmental Studies, Tsukuba, Japan; Faculty of Health and Sport Sciences, University of Tsukuba, Tsukuba, Japan.

Chris Fook Sheng Ng (CFS)

School of Tropical Medicine and Global Health, Nagasaki University, Japan; Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.

Barrak Alahmad (B)

Department of Environmental Health, Harvard T.H. Chan School of Public Health, Harvard University, Boston, USA.

Gabriel Carrasco-Escobar (G)

Health Innovation Laboratory, Institute of Tropical Medicine "Alexander von Humboldt", Universidad Peruana Cayetano Heredia, Lima, Peru.

Iulian Horia Holobâc (IH)

Faculty of Geography, Babes-Bolyai University, Cluj-Napoca, Romania.

Ho Kim (H)

Department of Public Health Science, Graduate School of Public Health & Institute of Health and Environment, Seoul National University, Seoul, Republic of Korea.

Whanhee Lee (W)

School of Biomedical Convergence Engineering, College of Information and Biomedical Engineering, Pusan National University, Yangsan, South Korea.

Carmen Íñiguez (C)

Department of Statistics and Computational Research, Universitat de València, València, Spain.

Michelle L Bell (ML)

School of the Environment, Yale University, New Haven, CT, USA.

Antonella Zanobetti (A)

Department of Environmental Health, Harvard T.H. Chan School of Public Health, Harvard University, Boston, USA.

Joel Schwartz (J)

Department of Environmental Health, Harvard T.H. Chan School of Public Health, Harvard University, Boston, USA.

Noah Scovronick (N)

Gangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, USA.

Micheline de Sousa Zanotti Stagliorio Coélho (MSZS)

Institute of Advanced Studies, University of São Paulo, São Paulo, Brazil.

Paulo Hilario Nascimento Saldiva (PHN)

Institute of Advanced Studies, University of São Paulo, São Paulo, Brazil.

Magali Hurtado Diaz (MH)

Department of Environmental Health, National Institute of Public Health, Cuernavaca, Morelos, Mexico.

Antonio Gasparrini (A)

Department of Public Health, Environments and Society, London School of Hygiene & Tropical Medicine, London, UK; Centre on Climate Change and Planetary Health, London School of Hygiene & Tropical Medicine, London, UK; Centre for Statistical Methodology, London School of Hygiene & Tropical Medicine, London, UK.

Francesco Sera (F)

Department of Statistics, Computer Science and Applications "G. Parenti", University of Florence, Florence, Italy. Electronic address: francesco.sera@unifi.it.

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