Cargando…
Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia
There is an increasing evidence that meteorological (temperature, relative humidity, dew) and air quality indicators (PM(2.5), PM(10), NO(2), SO(2), CO) are affecting the COVID-19 transmission rate and the number of deaths in many countries around the globe. However, there are contradictory results...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Inc.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8457907/ https://www.ncbi.nlm.nih.gov/pubmed/34562487 http://dx.doi.org/10.1016/j.envres.2021.112071 |
_version_ | 1784571205479563264 |
---|---|
author | Ismail, Iqbal M.I. Rashid, Muhammad Imtiaz Ali, Nadeem Altaf, Bothinah Abdullah Saeed Munir, Muhammad |
author_facet | Ismail, Iqbal M.I. Rashid, Muhammad Imtiaz Ali, Nadeem Altaf, Bothinah Abdullah Saeed Munir, Muhammad |
author_sort | Ismail, Iqbal M.I. |
collection | PubMed |
description | There is an increasing evidence that meteorological (temperature, relative humidity, dew) and air quality indicators (PM(2.5), PM(10), NO(2), SO(2), CO) are affecting the COVID-19 transmission rate and the number of deaths in many countries around the globe. However, there are contradictory results due to limited observations of these parameters and absence of conclusive evidence on such relationships in cold or hot arid tropical and subtropical desert climate of Gulf region. This is the first study exploring the relationships of the meteorological (temperature, relative humidity, and dew) and air quality indicators (PM(10,)CO, and SO(2)) with daily COVID-19 infections and death cases for a period of six months (1st March to August 31, 2020) in six selected cities of the Kingdom of Saudi Arabia by using generalized additive model. The Akaike information criterion (AIC) was used to assess factors affecting the infections rate and deaths through the selection of best model whereas overfitting of multivariate model was avoided by using cross-validation. Spearman correlation indicated that exponentially weighted moving average (EWMA) temperature and relative humidity (R > 0.5, P < 0.0001) are the main variables affecting the daily COVID-19 infections and deaths. EWMA temperature and relative humidity showed non linear relationships with the number of COVID-19 infections and deaths (DF > 1, P < 0.0001). Daily COVID-19 infections showed a positive relationship at temperature between 23 and 34.5 °C and relative humidity ranging from 30 to 60%; a negative relationship was found below and/or above these ranges. Similarly, the number of deaths had a positive relationship at temperature ˃28.7 °C and with relative humidity ˂40%, showing higher number of deaths above this temperature and below this relative humidity rate. All air quality indicators had linear relationships with the number of COVID-19 infections and deaths (P < 0.0001). Hence, variation in temperature, relative humidity and air pollution indicators could be important factors influencing the COVID-19 spread and mortality. Under the current scenario with rising temperature and relative humidity, the number of cases is increasing, hence it justifies an active government policy to lessen COVID-19 infection rate. |
format | Online Article Text |
id | pubmed-8457907 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84579072021-09-23 Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia Ismail, Iqbal M.I. Rashid, Muhammad Imtiaz Ali, Nadeem Altaf, Bothinah Abdullah Saeed Munir, Muhammad Environ Res Article There is an increasing evidence that meteorological (temperature, relative humidity, dew) and air quality indicators (PM(2.5), PM(10), NO(2), SO(2), CO) are affecting the COVID-19 transmission rate and the number of deaths in many countries around the globe. However, there are contradictory results due to limited observations of these parameters and absence of conclusive evidence on such relationships in cold or hot arid tropical and subtropical desert climate of Gulf region. This is the first study exploring the relationships of the meteorological (temperature, relative humidity, and dew) and air quality indicators (PM(10,)CO, and SO(2)) with daily COVID-19 infections and death cases for a period of six months (1st March to August 31, 2020) in six selected cities of the Kingdom of Saudi Arabia by using generalized additive model. The Akaike information criterion (AIC) was used to assess factors affecting the infections rate and deaths through the selection of best model whereas overfitting of multivariate model was avoided by using cross-validation. Spearman correlation indicated that exponentially weighted moving average (EWMA) temperature and relative humidity (R > 0.5, P < 0.0001) are the main variables affecting the daily COVID-19 infections and deaths. EWMA temperature and relative humidity showed non linear relationships with the number of COVID-19 infections and deaths (DF > 1, P < 0.0001). Daily COVID-19 infections showed a positive relationship at temperature between 23 and 34.5 °C and relative humidity ranging from 30 to 60%; a negative relationship was found below and/or above these ranges. Similarly, the number of deaths had a positive relationship at temperature ˃28.7 °C and with relative humidity ˂40%, showing higher number of deaths above this temperature and below this relative humidity rate. All air quality indicators had linear relationships with the number of COVID-19 infections and deaths (P < 0.0001). Hence, variation in temperature, relative humidity and air pollution indicators could be important factors influencing the COVID-19 spread and mortality. Under the current scenario with rising temperature and relative humidity, the number of cases is increasing, hence it justifies an active government policy to lessen COVID-19 infection rate. Elsevier Inc. 2022-03 2021-09-23 /pmc/articles/PMC8457907/ /pubmed/34562487 http://dx.doi.org/10.1016/j.envres.2021.112071 Text en © 2021 Elsevier Inc. 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 Ismail, Iqbal M.I. Rashid, Muhammad Imtiaz Ali, Nadeem Altaf, Bothinah Abdullah Saeed Munir, Muhammad Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia |
title | Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia |
title_full | Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia |
title_fullStr | Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia |
title_full_unstemmed | Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia |
title_short | Temperature, humidity and outdoor air quality indicators influence COVID-19 spread rate and mortality in major cities of Saudi Arabia |
title_sort | temperature, humidity and outdoor air quality indicators influence covid-19 spread rate and mortality in major cities of saudi arabia |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8457907/ https://www.ncbi.nlm.nih.gov/pubmed/34562487 http://dx.doi.org/10.1016/j.envres.2021.112071 |
work_keys_str_mv | AT ismailiqbalmi temperaturehumidityandoutdoorairqualityindicatorsinfluencecovid19spreadrateandmortalityinmajorcitiesofsaudiarabia AT rashidmuhammadimtiaz temperaturehumidityandoutdoorairqualityindicatorsinfluencecovid19spreadrateandmortalityinmajorcitiesofsaudiarabia AT alinadeem temperaturehumidityandoutdoorairqualityindicatorsinfluencecovid19spreadrateandmortalityinmajorcitiesofsaudiarabia AT altafbothinahabdullahsaeed temperaturehumidityandoutdoorairqualityindicatorsinfluencecovid19spreadrateandmortalityinmajorcitiesofsaudiarabia AT munirmuhammad temperaturehumidityandoutdoorairqualityindicatorsinfluencecovid19spreadrateandmortalityinmajorcitiesofsaudiarabia |