The impact of environmental and climate parameters on the incidence and mortality of COVID-19 in the six Gulf Cooperation Council countries: A cross-country comparison study

Affiliations


Abstract

Background: Environmental factors can influence the epidemiological dynamics of COVID-19. To estimate the true impact of these factors on COVID-19, climate and disease data should be monitored and analyzed over an extended period of time. The Gulf Cooperation Council (GCC) countries are particularly lacking in such studies. This ecological study investigates the association between climate parameters and COVID-19 cases and deaths in the GCC.

Methods: Data on temperature, wind-speed and humidity and COVID-19 cases and deaths from the six countries of the GCC were collected between 29/1/2020 and 30/3/2021. Using Spearman's correlation coefficient, we examined associations between climate parameters and COVID-19 cases and deaths by month, over four different time periods. A two-step cluster analysis was conducted to identify distinct clusters of data using climate parameters and linear regression analysis to determine which climate parameters predicted COVID-19 new cases and deaths.

Results: The United Arab Emirates (UAE) had the highest cumulative number of COVID-19 cases while Bahrain had the highest prevalence rate per 100,000. The Kingdom of Saudi Arabia (KSA) reported the highest cumulative number of deaths while Oman recorded the highest death rate per 100,000. All GCC countries, except the UAE, reported a positive correlation between temperature and cases and deaths. Wind speed was positively correlated with cases in Qatar, but negatively correlated with cases in the UAE and deaths in KSA. Humidity was positively correlated with cases and deaths in Oman, negatively correlated in Bahrain, Kuwait, Qatar and KSA but there was no correlation in the UAE. The most significant predictors in cluster analysis were temperature and humidity, while in the regression analysis, temperature, humidity and wind speed predicted new COVID-19 cases and deaths.

Conclusion: This study provides comprehensive epidemiological information on COVID-19 and climate parameters and preliminary evidence that climate may play a key role in the transmission of the COVID-19 virus. This study will assist decision makers in translating findings into specific guidelines and policies for the prevention and elimination of COVID-19 transmission and infection.

Conflict of interest statement

The authors have declBasema Saddik 1 2Manal A Awad 3Najlaa Al-Bluwi 2Amal Hussein 1Ankita Shukla 2Arwa Al-Shujairi 2Hamzah AlZubaidi 2 4Mohamed S Al-Hajjaj 5Rabih Halwani 2 5Qutayba Hamid 2 5


 


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KMEL References


References

  1.  
    1. Zou L, Ruan F, Huang M, Liang L, Huang H, Hong Z, et al.. SARS-CoV-2 Viral Load in Upper Respiratory Specimens of Infected Patients. The New England journal of medicine. 2020;382(12):1177–9. doi: 10.1056/NEJMc2001737 - DOI - PMC - PubMed
  2.  
    1. Xu XW, Wu XX, Jiang XG, Xu KJ, Ying LJ, Ma CL, et al.. Clinical findings in a group of patients infected with the 2019 novel coronavirus (SARS-Cov-2) outside of Wuhan, China: retrospective case series. BMJ (Clinical research ed). 2020;368:m606. - PMC - PubMed
  3.  
    1. Worldometer. Countries in the world by population (2021) 2021 [https://www.worldometers.info/world-population/population-by-country/.
  4.  
    1. Worldometer. COVID-19 Coronavirus Pandemic 2021 [https://www.worldometers.info/coronavirus/.
  5.  
    1. Turak N. First Middle East cases of coronavirus confirmed in the UAE 2020 [https://www.cnbc.com/2020/01/29/first-middle-east-cases-of-coronavirus-c....
  6.  
    1. Worldometer. United Arab Emirates Population (live) 2021 [https://www.worldometers.info/world-population/united-arab-emirates-popu....
  7.  
    1. Kabamba Nzaji M, Kabamba Ngombe L, Ngoie Mwamba G, Banza Ndala DB, Mbidi Miema J, Luhata Lungoyo C, et al.. Acceptability of Vaccination Against COVID-19 Among Healthcare Workers in the Democratic Republic of the Congo. Pragmatic and observational research. 2020;11:103–9. doi: 10.2147/POR.S271096 - DOI - PMC - PubMed
  8.  
    1. WHO. China shows COVID-19 responses must be tailored to the local context. 2021 [http://www.euro.who.int/en/health-topics/health-emergencies/coronavirus-....
  9.  
    1. Bai L, Morton LC, Liu Q. Climate change and mosquito-borne diseases in China: a review. Globalization and health. 2013;9:10. doi: 10.1186/1744-8603-9-10 - DOI - PMC - PubMed
  10.  
    1. D’Amato G, Cecchi L, D’Amato M, Annesi-Maesano I. Climate change and respiratory diseases. European respiratory review: an official journal of the European Respiratory Society. 2014;23(132):161–9. - PubMed
  11.  
    1. Notari A. Temperature dependence of COVID-19 transmission. The Science of the total environment. 2021;763:144390. doi: 10.1016/j.scitotenv.2020.144390 - DOI - PMC - PubMed
  12.  
    1. Wang J, Tang K, Feng K, Lin X, Lv W, Chen K, et al.. Impact of temperature and relative humidity on the transmission of COVID-19: a modelling study in China and the United States. BMJ open. 2021;11(2):e043863. doi: 10.1136/bmjopen-2020-043863 - DOI - PMC - PubMed
  13.  
    1. Ma Y, Zhao Y, Liu J, He X, Wang B, Fu S, et al.. Effects of temperature variation and humidity on the death of COVID-19 in Wuhan, China. The Science of the total environment. 2020;724:138226. doi: 10.1016/j.scitotenv.2020.138226 - DOI - PMC - PubMed
  14.  
    1. Menebo MM. Temperature and precipitation associate with Covid-19 new daily cases: A correlation study between weather and Covid-19 pandemic in Oslo, Norway. The Science of the total environment. 2020;737:139659. doi: 10.1016/j.scitotenv.2020.139659 - DOI - PMC - PubMed
  15.  
    1. Hachim MY, Hachim IY, Naeem K, Hannawi H, Al Salmi I, Hannawi S. Higher Temperatures, Higher Solar Radiation, and Less Humidity Is Associated With Poor Clinical and Laboratory Outcomes in COVID-19 Patients. Frontiers in public health. 2021;9:618828. doi: 10.3389/fpubh.2021.618828 - DOI - PMC - PubMed
  16.  
    1. Abdelhafez E, Dabbour L, Hamdan M. The effect of weather data on the spread of COVID-19 in Jordan. Environmental science and pollution research international. 2021;28(30):40416–23. doi: 10.1007/s11356-020-12338-y - DOI - PMC - PubMed
  17.  
    1. Ahmadi M, Sharifi A, Dorosti S, Jafarzadeh Ghoushchi S, Ghanbari N. Investigation of effective climatology parameters on COVID-19 outbreak in Iran. The Science of the total environment. 2020;729:138705. doi: 10.1016/j.scitotenv.2020.138705 - DOI - PMC - PubMed
  18.  
    1. Mejdoubi M, Kyndt X, Djennaoui M. ICU admissions and in-hospital deaths linked to COVID-19 in the Paris region are correlated with previously observed ambient temperature. PloS one. 2020;15(11):e0242268. doi: 10.1371/journal.pone.0242268 - DOI - PMC - PubMed
  19.  
    1. Raines KS, Doniach S, Bhanot G. The transmission of SARS-CoV-2 is likely comodulated by temperature and by relative humidity. PloS one. 2021;16(7):e0255212. doi: 10.1371/journal.pone.0255212 - DOI - PMC - PubMed
  20.  
    1. Marvi M, Arfeen A, Mehdi MR, Rauf Z. Investigating the Impact of Regional Temperature on COVID-19 Pandemic during 2020. 2021;13(11):5931.
  21.  
    1. Alharbi FR, Csala D. Gulf Cooperation Council Countries’ Climate Change Mitigation Challenges and Exploration of Solar and Wind Energy Resource Potential. 2021;11(6):2648.
  22.  
    1. Bahrain. MOH Twitter 2021 [https://twitter.com/moh_bahrain?lang=en.
  23.  
    1. KSA. MOH News 2021 [https://www.moh.gov.sa/en/Ministry/MediaCenter/News/Pages/default.aspx?P....
  24.  
    1. Kuwait. MOH COVID-19 updates, state of Kuwait- Live 2021 [https://corona.e.gov.kw/En.
  25.  
    1. Kuwait. MOH Twitter 2021 [https://twitter.com/KUWAIT_MOH.
  26.  
    1. Oman. MOH Twitter 2021 [https://twitter.com/OmaniMOH.
  27.  
    1. Qatar. Ministry of Public Health 2021 [https://covid19.moph.gov.qa/EN/Pages/default.aspx.
  28.  
    1. UAE. Ministry of Health & Prevention 2021 [https://www.doh.gov.ae/en/covid-19/Media-Center/news/News-Listing.
  29.  
    1. TimeAndDate. World Temperatures—Weather Around The World 2021 [https://www.timeanddate.com/weather/.
  30.  
    1. IBMCorp. IBM SPSS Statistics for Windows. Armonk, NY: IBM Corp. Version 25.0 edReleased 2017.
  31.  
    1. Evans JD. Straightforward statistics for the behavioral sciences. Pacific Grove: CA: Brooks/Cole; 1996.
  32.  
    1. Mani NS, Budak JZ, Lan KF, Bryson-Cahn C, Zelikoff A, Barker GEC, et al.. Prevalence of Coronavirus Disease 2019 Infection and Outcomes Among Symptomatic Healthcare Workers in Seattle, Washington. Clinical infectious diseases: an official publication of the Infectious Diseases Society of America. 2020;71(10):2702–7. doi: 10.1093/cid/ciaa761 - DOI - PMC - PubMed
  33.  
    1. Şahin M. Impact of weather on COVID-19 pandemic in Turkey. The Science of the total environment. 2020;728:138810. doi: 10.1016/j.scitotenv.2020.138810 - DOI - PMC - PubMed
  34.  
    1. Sajadi MM H P, Vintzileos A, Shokouhi S, Miralles-Wilhelm F, Amoroso A. Temperature, Humidity, and Latitude Analysis to Estimate Potential Spread and Seasonality of Coronavirus Disease 2019 (COVID-19). JAMA Netw Open. 2020;3(6). - PMC - PubMed
  35.  
    1. Liu J, Zhou J, Yao J, Zhang X, Li L, Xu X, et al.. Impact of meteorological factors on the COVID-19 transmission: A multi-city study in China. The Science of the total environment. 2020;726:138513. doi: 10.1016/j.scitotenv.2020.138513 - DOI - PMC - PubMed
  36.  
    1. Wu Y, Jing W, Liu J, Ma Q, Yuan J, Wang Y, et al.. Effects of temperature and humidity on the daily new cases and new deaths of COVID-19 in 166 countries. The Science of the total environment. 2020;729:139051. doi: 10.1016/j.scitotenv.2020.139051 - DOI - PMC - PubMed
  37.  
    1. Chan KH, Peiris JS, Lam SY, Poon LL, Yuen KY, Seto WH. The Effects of Temperature and Relative Humidity on the Viability of the SARS Coronavirus. Advances in virology. 2011;2011:734690. doi: 10.1155/2011/734690 - DOI - PMC - PubMed
  38.  
    1. Mecenas P, Bastos R, Vallinoto ACR, Normando D. Effects of temperature and humidity on the spread of COVID-19: A systematic review. PloS one. 2020;15(9):e0238339. doi: 10.1371/journal.pone.0238339 - DOI - PMC - PubMed
  39.  
    1. Altamimi A, Ahmed AE. Climate factors and incidence of Middle East respiratory syndrome coronavirus. Journal of infection and public health. 2020;13(5):704–8. doi: 10.1016/j.jiph.2019.11.011 - DOI - PMC - PubMed
  40.  
    1. Ward MP, Xiao S, Zhang Z. Humidity is a consistent climatic factor contributing to SARS-CoV-2 transmission. Transboundary and emerging diseases. 2020;67(6):3069–74. doi: 10.1111/tbed.13766 - DOI - PMC - PubMed
  41.  
    1. Ahmed AE, Jradi H, AlBuraikan DA, BI AL, Albaijan MA, Al-Shehri AM, et al.. Rate and factors for scabies recurrence in children in Saudi Arabia: a retrospective study. BMC pediatrics. 2019;19(1):187. doi: 10.1186/s12887-019-1565-9 - DOI - PMC - PubMed
  42.  
    1. Alghamdi IG, Hussain II, Almalki SS, Alghamdi MS, Alghamdi MM, MA El-Sheemy. The pattern of Middle East respiratory syndrome coronavirus in Saudi Arabia: a descriptive epidemiological analysis of data from the Saudi Ministry of Health. International journal of general medicine. 2014;7:417–23. doi: 10.2147/IJGM.S67061 - DOI - PMC - PubMed
  43.  
    1. Gardner EG, Kelton D, Poljak Z, Van Kerkhove M, von Dobschuetz S, Greer AL. A case-crossover analysis of the impact of weather on primary cases of Middle East respiratory syndrome. BMC infectious diseases. 2019;19(1):113. doi: 10.1186/s12879-019-3729-5 - DOI - PMC - PubMed
  44.  
    1. van Doremalen N, Bushmaker T, Munster VJ. Stability of Middle East respiratory syndrome coronavirus (MERS-CoV) under different environmental conditions. Euro surveillance: bulletin Europeen sur les maladies transmissibles=European communicable disease bulletin. 2013;18(38). doi: 10.2807/1560-7917.es2013.18.38.20590 - DOI - PubMed