Cargando…

Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission

IMPORTANCE: Intensity and duration of the COVID-19 pandemic, and planning required to balance concerns of saving lives and avoiding economic collapse, could depend significantly on whether SARS-CoV-2 transmission is sensitive to seasonal changes. OBJECTIVE: Hypothesis is that increasing temperature...

Descripción completa

Detalles Bibliográficos
Autores principales: Kaplin, Adam, Junker, Caesar, Kumar, Anupama, Ribeiro, Mary Anne, Yu, Eileen, Wang, Michael, Smith, Ted, Rai, Shesh N., Bhatnagar, Aruni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888632/
https://www.ncbi.nlm.nih.gov/pubmed/33596214
http://dx.doi.org/10.1371/journal.pone.0246167
_version_ 1783652198246252544
author Kaplin, Adam
Junker, Caesar
Kumar, Anupama
Ribeiro, Mary Anne
Yu, Eileen
Wang, Michael
Smith, Ted
Rai, Shesh N.
Bhatnagar, Aruni
author_facet Kaplin, Adam
Junker, Caesar
Kumar, Anupama
Ribeiro, Mary Anne
Yu, Eileen
Wang, Michael
Smith, Ted
Rai, Shesh N.
Bhatnagar, Aruni
author_sort Kaplin, Adam
collection PubMed
description IMPORTANCE: Intensity and duration of the COVID-19 pandemic, and planning required to balance concerns of saving lives and avoiding economic collapse, could depend significantly on whether SARS-CoV-2 transmission is sensitive to seasonal changes. OBJECTIVE: Hypothesis is that increasing temperature results in reduced SARS CoV-2 transmission and may help slow the increase of cases over time. SETTING: Fifty representative Northern Hemisphere countries meeting specific criteria had sufficient COVID-19 case and meteorological data for analysis. METHODS: Regression was used to find the relationship between the log of number of COVID-19 cases and temperature over time in 50 representative countries. To summarize the day-day variability, and reduce dimensionality, we selected a robust measure, Coefficient of Time (CT), for each location. The resulting regression coefficients were then used in a multivariable regression against meteorological, country-level and demographic covariates. RESULTS: Median minimum daily temperature showed the strongest correlation with the reciprocal of CT (which can be considered as a rate associated with doubling time) for confirmed cases (adjusted R(2) = 0.610, p = 1.45E-06). A similar correlation was found using median daily dewpoint, which was highly colinear with temperature, and therefore was not used in the analysis. The correlation between minimum median temperature and the rate of increase of the log of confirmed cases was 47% and 45% greater than for cases of death and recovered cases of COVID-19, respectively. This suggests the primary influence of temperature is on SARS-CoV-2 transmission more than COVID-19 morbidity. Based on the correlation between temperature and the rate of increase in COVID-19, it can be estimated that, between the range of 30 to 100 degrees Fahrenheit, a one degree increase is associated with a 1% decrease—and a one degree decrease could be associated with a 3.7% increase—in the rate of increase of the log of daily confirmed cases. This model of the effect of decreasing temperatures can only be verified over time as the pandemic proceeds through colder months. CONCLUSIONS: The results suggest that boreal summer months are associated with slower rates of COVID-19 transmission, consistent with the behavior of a seasonal respiratory virus. Knowledge of COVID-19 seasonality could prove useful in local planning for phased reductions social interventions and help to prepare for the timing of possible pandemic resurgence during cooler months.
format Online
Article
Text
id pubmed-7888632
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-78886322021-02-25 Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission Kaplin, Adam Junker, Caesar Kumar, Anupama Ribeiro, Mary Anne Yu, Eileen Wang, Michael Smith, Ted Rai, Shesh N. Bhatnagar, Aruni PLoS One Research Article IMPORTANCE: Intensity and duration of the COVID-19 pandemic, and planning required to balance concerns of saving lives and avoiding economic collapse, could depend significantly on whether SARS-CoV-2 transmission is sensitive to seasonal changes. OBJECTIVE: Hypothesis is that increasing temperature results in reduced SARS CoV-2 transmission and may help slow the increase of cases over time. SETTING: Fifty representative Northern Hemisphere countries meeting specific criteria had sufficient COVID-19 case and meteorological data for analysis. METHODS: Regression was used to find the relationship between the log of number of COVID-19 cases and temperature over time in 50 representative countries. To summarize the day-day variability, and reduce dimensionality, we selected a robust measure, Coefficient of Time (CT), for each location. The resulting regression coefficients were then used in a multivariable regression against meteorological, country-level and demographic covariates. RESULTS: Median minimum daily temperature showed the strongest correlation with the reciprocal of CT (which can be considered as a rate associated with doubling time) for confirmed cases (adjusted R(2) = 0.610, p = 1.45E-06). A similar correlation was found using median daily dewpoint, which was highly colinear with temperature, and therefore was not used in the analysis. The correlation between minimum median temperature and the rate of increase of the log of confirmed cases was 47% and 45% greater than for cases of death and recovered cases of COVID-19, respectively. This suggests the primary influence of temperature is on SARS-CoV-2 transmission more than COVID-19 morbidity. Based on the correlation between temperature and the rate of increase in COVID-19, it can be estimated that, between the range of 30 to 100 degrees Fahrenheit, a one degree increase is associated with a 1% decrease—and a one degree decrease could be associated with a 3.7% increase—in the rate of increase of the log of daily confirmed cases. This model of the effect of decreasing temperatures can only be verified over time as the pandemic proceeds through colder months. CONCLUSIONS: The results suggest that boreal summer months are associated with slower rates of COVID-19 transmission, consistent with the behavior of a seasonal respiratory virus. Knowledge of COVID-19 seasonality could prove useful in local planning for phased reductions social interventions and help to prepare for the timing of possible pandemic resurgence during cooler months. Public Library of Science 2021-02-17 /pmc/articles/PMC7888632/ /pubmed/33596214 http://dx.doi.org/10.1371/journal.pone.0246167 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Kaplin, Adam
Junker, Caesar
Kumar, Anupama
Ribeiro, Mary Anne
Yu, Eileen
Wang, Michael
Smith, Ted
Rai, Shesh N.
Bhatnagar, Aruni
Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission
title Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission
title_full Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission
title_fullStr Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission
title_full_unstemmed Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission
title_short Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission
title_sort evidence and magnitude of the effects of meteorological changes on sars-cov-2 transmission
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7888632/
https://www.ncbi.nlm.nih.gov/pubmed/33596214
http://dx.doi.org/10.1371/journal.pone.0246167
work_keys_str_mv AT kaplinadam evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT junkercaesar evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT kumaranupama evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT ribeiromaryanne evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT yueileen evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT wangmichael evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT smithted evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT raisheshn evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission
AT bhatnagararuni evidenceandmagnitudeoftheeffectsofmeteorologicalchangesonsarscov2transmission