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Published in: BMC Infectious Diseases 1/2021

Open Access 01-12-2021 | COVID-19 | Research article

A wind speed threshold for increased outdoor transmission of coronavirus: an ecological study

Authors: Sean A. P. Clouston, Olga Morozova, Jaymie R. Meliker

Published in: BMC Infectious Diseases | Issue 1/2021

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Abstract

Background

To examine whether outdoor transmission may contribute to the COVID-19 epidemic, we hypothesized that slower outdoor wind speed is associated with increased risk of transmission when individuals socialize outside.

Methods

Daily COVID-19 incidence reported in Suffolk County, NY, between March 16th and December 31st, 2020, was the outcome. Average wind speed and maximal daily temperature were collated by the National Oceanic and Atmospheric Administration. Negative binomial regression was used to model incidence rates while adjusting for susceptible population size.

Results

Cases were very high in the initial wave but diminished once lockdown procedures were enacted. Most days between May 1st, 2020, and October 24th, 2020, had temperatures 16–28 °C and wind speed diminished slowly over the year and began to increase again in December 2020. Unadjusted and multivariable-adjusted analyses revealed that days with temperatures ranging between 16 and 28 °C where wind speed was < 8.85 km per hour (KPH) had increased COVID-19 incidence (aIRR = 1.45, 95% C.I. = [1.28–1.64], P < 0.001) as compared to days with average wind speed ≥ 8.85 KPH.

Conclusion

Throughout the U.S. epidemic, the role of outdoor shared spaces such as parks and beaches has been a topic of considerable interest. This study suggests that outdoor transmission of COVID-19 may occur by noting that the risk of transmission of COVID-19 in the summer was higher on days with low wind speed. Outdoor use of increased physical distance between individuals, improved air circulation, and use of masks may be helpful in some outdoor environments where airflow is limited.
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Literature
1.
go back to reference Novel CPERE. The epidemiological characteristics of an outbreak of 2019 novel coronavirus diseases (COVID-19) in China. Zhonghua liu xing bing xue za zhi=Zhonghua liuxingbingxue zazhi. 2020, 41(2):145. Novel CPERE. The epidemiological characteristics of an outbreak of 2019 novel coronavirus diseases (COVID-19) in China. Zhonghua liu xing bing xue za zhi=Zhonghua liuxingbingxue zazhi. 2020, 41(2):145.
2.
go back to reference Cereda D, Tirani M, Rovida F, Demicheli V, Ajelli M, Poletti P, Trentini F, Guzzetta G, Marziano V, Barone A. The early phase of the COVID-19 outbreak in Lombardy, Italy. In.: Arxiv; 2020. Cereda D, Tirani M, Rovida F, Demicheli V, Ajelli M, Poletti P, Trentini F, Guzzetta G, Marziano V, Barone A. The early phase of the COVID-19 outbreak in Lombardy, Italy. In.: Arxiv; 2020.
4.
go back to reference Morawska L, Milton DK. It is time to address airborne transmission of coronavirus disease 2019 (COVID-19). Clin Infect Dis. 2020;71(9):2311–3.PubMed Morawska L, Milton DK. It is time to address airborne transmission of coronavirus disease 2019 (COVID-19). Clin Infect Dis. 2020;71(9):2311–3.PubMed
5.
go back to reference Tenforde MW, Rose EB, Lindsell CJ, Shapiro NI, Files DC, Gibbs KW, Prekker ME, Steingrub JS, Smithline HA, Gong MN. Characteristics of adult outpatients and inpatients with COVID-19—11 academic medical centers, United States, March–May 2020. Morb Mortal Wkly Rep. 2020;69(26):841.CrossRef Tenforde MW, Rose EB, Lindsell CJ, Shapiro NI, Files DC, Gibbs KW, Prekker ME, Steingrub JS, Smithline HA, Gong MN. Characteristics of adult outpatients and inpatients with COVID-19—11 academic medical centers, United States, March–May 2020. Morb Mortal Wkly Rep. 2020;69(26):841.CrossRef
6.
go back to reference Almilaji O, Thomas P. Air recirculation role in the infection with COVID-19, lessons learned from Diamond Princess cruise ship. medRxiv. 2020;25:1267. Almilaji O, Thomas P. Air recirculation role in the infection with COVID-19, lessons learned from Diamond Princess cruise ship. medRxiv. 2020;25:1267.
7.
go back to reference Lu J, Gu J, Li K, Xu C, Su W, Lai Z, Zhou D, Yu C, Xu B, Yang Z. COVID-19 outbreak associated with air conditioning in restaurant, Guangzhou, China, 2020. Emerg Infect Dis. 2020;26(7):1628.CrossRef Lu J, Gu J, Li K, Xu C, Su W, Lai Z, Zhou D, Yu C, Xu B, Yang Z. COVID-19 outbreak associated with air conditioning in restaurant, Guangzhou, China, 2020. Emerg Infect Dis. 2020;26(7):1628.CrossRef
8.
go back to reference Cai J, Sun W, Huang J, Gamber M, Wu J, He G. Indirect virus transmission in cluster of COVID-19 cases, Wenzhou, China, 2020. 2020. Cai J, Sun W, Huang J, Gamber M, Wu J, He G. Indirect virus transmission in cluster of COVID-19 cases, Wenzhou, China, 2020. 2020.
10.
go back to reference Leclerc QJ, Fuller NM, Knight LE, Funk S, Knight GM, Group CC-W. What settings have been linked to SARS-CoV-2 transmission clusters? Wellcome Open Res. 2020;5(83):83.CrossRef Leclerc QJ, Fuller NM, Knight LE, Funk S, Knight GM, Group CC-W. What settings have been linked to SARS-CoV-2 transmission clusters? Wellcome Open Res. 2020;5(83):83.CrossRef
11.
go back to reference Lan F-Y, Wei C-F, Hsu Y-T, Christiani DC, Kales SN. Work-related COVID-19 transmission in six Asian countries/areas: a follow-up study. PLoS ONE. 2020;15(5): e0233588.CrossRef Lan F-Y, Wei C-F, Hsu Y-T, Christiani DC, Kales SN. Work-related COVID-19 transmission in six Asian countries/areas: a follow-up study. PLoS ONE. 2020;15(5): e0233588.CrossRef
12.
go back to reference Qian H, Miao T, Li L, Zheng X, Luo D, Li Y. Indoor transmission of SARS-CoV-2. medRxiv. 2020;41:489. Qian H, Miao T, Li L, Zheng X, Luo D, Li Y. Indoor transmission of SARS-CoV-2. medRxiv. 2020;41:489.
13.
go back to reference Rowe BR, Canosa A, Drouffe JM, Mitchell JBA. Simple quantitative assessment of the outdoor versus indoor airborne transmission of viruses and COVID-19. Environ Res. 2021;198: 111189.CrossRef Rowe BR, Canosa A, Drouffe JM, Mitchell JBA. Simple quantitative assessment of the outdoor versus indoor airborne transmission of viruses and COVID-19. Environ Res. 2021;198: 111189.CrossRef
14.
go back to reference Islam N, Shabnam S, Erzurumluoglu AM. Temperature, humidity, and wind speed are associated with lower COVID-19 incidence. MedRxiv. 2020;17:1633. Islam N, Shabnam S, Erzurumluoglu AM. Temperature, humidity, and wind speed are associated with lower COVID-19 incidence. MedRxiv. 2020;17:1633.
15.
go back to reference Yuan J, Wu Y, Jing W, Liu J, Du M, Wang Y, Liu M. Non-linear correlation between daily new cases of COVID-19 and meteorological factors in 127 countries. Environ Res. 2021;193: 110521.CrossRef Yuan J, Wu Y, Jing W, Liu J, Du M, Wang Y, Liu M. Non-linear correlation between daily new cases of COVID-19 and meteorological factors in 127 countries. Environ Res. 2021;193: 110521.CrossRef
16.
go back to reference Rendana M. Impact of the wind conditions on COVID-19 pandemic: a new insight for direction of the spread of the virus. Urban Clim. 2020;34: 100680.CrossRef Rendana M. Impact of the wind conditions on COVID-19 pandemic: a new insight for direction of the spread of the virus. Urban Clim. 2020;34: 100680.CrossRef
17.
go back to reference Ozaki T. On the order determination of ARIMA models. J R Stat Soc: Ser C (Appl Stat). 1977;26(3):290–301. Ozaki T. On the order determination of ARIMA models. J R Stat Soc: Ser C (Appl Stat). 1977;26(3):290–301.
18.
go back to reference Long JS, Freese J. Regression models for categorical dependent variables using Stata. Stata Press; 2006. Long JS, Freese J. Regression models for categorical dependent variables using Stata. Stata Press; 2006.
19.
go back to reference Gardner W, Mulvey EP, Shaw EC. Regression analyses of counts and rates: Poisson, overdispersed Poisson, and negative binomial models. Psychol Bull. 1995;118(3):392.CrossRef Gardner W, Mulvey EP, Shaw EC. Regression analyses of counts and rates: Poisson, overdispersed Poisson, and negative binomial models. Psychol Bull. 1995;118(3):392.CrossRef
20.
go back to reference Wong F, Collins JJ. Evidence that coronavirus superspreading is fat-tailed. Proc Natl Acad Sci. 2020;117(47):29416–8.CrossRef Wong F, Collins JJ. Evidence that coronavirus superspreading is fat-tailed. Proc Natl Acad Sci. 2020;117(47):29416–8.CrossRef
22.
go back to reference McAloon C, Collins Á, Hunt K, Barber A, Byrne AW, Butler F, Casey M, Griffin J, Lane E, McEvoy D. Incubation period of COVID-19: a rapid systematic review and meta-analysis of observational research. BMJ Open. 2020;10(8): e039652.CrossRef McAloon C, Collins Á, Hunt K, Barber A, Byrne AW, Butler F, Casey M, Griffin J, Lane E, McEvoy D. Incubation period of COVID-19: a rapid systematic review and meta-analysis of observational research. BMJ Open. 2020;10(8): e039652.CrossRef
23.
go back to reference Xi W, Pei T, Liu Q, Song C, Liu Y, Chen X, Ma J, Zhang Z. Quantifying the time-lag effects of human mobility on the COVID-19 transmission: a Multi-City Study in China. Ieee Access. 2020;8:216752–61.CrossRef Xi W, Pei T, Liu Q, Song C, Liu Y, Chen X, Ma J, Zhang Z. Quantifying the time-lag effects of human mobility on the COVID-19 transmission: a Multi-City Study in China. Ieee Access. 2020;8:216752–61.CrossRef
Metadata
Title
A wind speed threshold for increased outdoor transmission of coronavirus: an ecological study
Authors
Sean A. P. Clouston
Olga Morozova
Jaymie R. Meliker
Publication date
01-12-2021
Publisher
BioMed Central
Keyword
COVID-19
Published in
BMC Infectious Diseases / Issue 1/2021
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-021-06796-z

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