Research article Special Issues

Association of climatic factors with COVID-19 in Pakistan

  • Received: 02 September 2020 Accepted: 06 November 2020 Published: 11 November 2020
  • Introduction Environmental factors such as wind, temperature, humidity, and sun exposure are known to affect influenza and viruses such as severe acute respiratory syndrome (SARS) and Middle East Respiratory Syndrome (MERS) transmissions. COVID-19 is a new pandemic with very little information available about its transmission and association with environmental factors. The goal of this paper is to explore the association of environmental factors on daily incidence rate, mortality rate, and recoveries of COVID-19.
    Methods The environmental data for humidity, temperature, wind, and sun exposure were recorded from metrological websites and COVID-19 data such as the daily incidence rate, death rate, and daily recovery were extracted from the government's official website available to the general public. The analysis for each outcome was adjusted for factors such as lock down status, nationwide events, and the number of daily tests performed. Analysis was completed with negative binominal regression log link using generalised linear modelling.
    Results Daily temperature, sun exposure, wind, and humidity were not significantly associated with daily incidence rate. Temperature and nationwide social gatherings, although non-significant, showed trends towards a higher chance of incidence. An increase in the number of daily testing was significantly associated with higher COVID-19 incidences (effect size ranged from 2.17–9.96). No factors were significantly associated with daily death rates. Except for the province of Balochistan, a lower daily temperature was associated with a significantly higher daily recovery rate.
    Discussion Environmental factors such as temperature, humidity, wind, and daily sun exposure were not consistently associated with COVID-19 incidence, death rates, or recovery. More policing about precautionary measures and ensuring diagnostic testing and accuracy are needed.

    Citation: Yasir Rehman, Nadia Rehman. Association of climatic factors with COVID-19 in Pakistan[J]. AIMS Public Health, 2020, 7(4): 854-868. doi: 10.3934/publichealth.2020066

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  • Introduction Environmental factors such as wind, temperature, humidity, and sun exposure are known to affect influenza and viruses such as severe acute respiratory syndrome (SARS) and Middle East Respiratory Syndrome (MERS) transmissions. COVID-19 is a new pandemic with very little information available about its transmission and association with environmental factors. The goal of this paper is to explore the association of environmental factors on daily incidence rate, mortality rate, and recoveries of COVID-19.
    Methods The environmental data for humidity, temperature, wind, and sun exposure were recorded from metrological websites and COVID-19 data such as the daily incidence rate, death rate, and daily recovery were extracted from the government's official website available to the general public. The analysis for each outcome was adjusted for factors such as lock down status, nationwide events, and the number of daily tests performed. Analysis was completed with negative binominal regression log link using generalised linear modelling.
    Results Daily temperature, sun exposure, wind, and humidity were not significantly associated with daily incidence rate. Temperature and nationwide social gatherings, although non-significant, showed trends towards a higher chance of incidence. An increase in the number of daily testing was significantly associated with higher COVID-19 incidences (effect size ranged from 2.17–9.96). No factors were significantly associated with daily death rates. Except for the province of Balochistan, a lower daily temperature was associated with a significantly higher daily recovery rate.
    Discussion Environmental factors such as temperature, humidity, wind, and daily sun exposure were not consistently associated with COVID-19 incidence, death rates, or recovery. More policing about precautionary measures and ensuring diagnostic testing and accuracy are needed.


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    Conflict of interest



    All authors declare no conflicts of interest in this paper.

    [1] Zhu N, Zhang D, Wang W, et al. (2020) A Novel Coronavirus from Patients with Pneumonia in China, 2019. N Engl J Med 382: 727-733.
    [2] Sahin AREA, Agaoglu PM, Dineri Y, et al. (2020) 2019 Novel Coronavirus (COVID-19) Outbreak: A Review of the Current Literature. EJMO 4: 1-7.
    [3] Wang L, Wang Y, Ye D, et al. (2020) Review of the 2019 novel coronavirus (SARS-CoV-2) based on current evidence. Int J Antimicrob Agents 55: 105948-105948.
    [4] WHO COVID-19 Public Health Emergency of International Concern (PHEIC). Global research and innovation forum: towards a research roadmap (2020) .Available from: https://www.who.int/publications/m/item/covid-19-public-health-emergency-of-international-concern-(pheic)-global-research-and-innovation-forum.
    [5] Lai CC, Wang CY, Wang YH, et al. (2020) Global epidemiology of coronavirus disease 2019 (COVID-19): disease incidence, daily cumulative index, mortality, and their association with country healthcare resources and economic status. Int J Antimicrob Agents 55: 105946.
    [6] Clark A, Jit M, Warren-Gash C, et al. (2020) Global, regional, and national estimates of the population at increased risk of severe COVID-19 due to underlying health conditions in 2020: a modelling study. Lancet Global Health 8: e1003-e1017.
    [7] Bilgin S, Kurtkulagi O, Bakir Kahveci G, et al. (2020) Millennium pandemic: A review of coronavirus disease (COVID-19). Exp Biomed Res 3: 117-125.
    [8] Waris A, Atta UK, Ali M, et al. (2020) COVID-19 outbreak: current scenario of Pakistan. New Microbes New Infect 35: 100681.
    [9] Bashir MF, Ma BJ, Bilal, et al. (2020) Correlation between environmental pollution indicators and COVID-19 pandemic: A brief study in Californian context. Environ Res 187: 109652-109652.
    [10] DAWN PM Imran hopeful Pakistan's ‘hot and dry’ weather will mitigate virus threat Dawn News TV (2020) .Available from: https://www.dawn.com/news/1542413.
    [11] Marr LC, Tang JW, Van Mullekom J, et al. (2019) Mechanistic insights into the effect of humidity on airborne influenza virus survival, transmission and incidence. J R Soc Interface 16: 20180298.
    [12] Park JE, Son WS, Ryu Y, et al. (2020) Effects of temperature, humidity, and diurnal temperature range on influenza incidence in a temperate region. Influenza Other Respir Viruses 14: 11-18.
    [13] Ellwanger JH, Chies JAB (2018) Wind: a neglected factor in the spread of infectious diseases. Lancet Planet Health 2.
    [14] Hobday RA, Dancer SJ (2013) Roles of sunlight and natural ventilation for controlling infection: historical and current perspectives. J Hosp Infect 84: 271-282.
    [15] Altamimi A, Ahmed AE (2020) Climate factors and incidence of Middle East respiratory syndrome coronavirus. J Infect Public Health 13: 704-708.
    [16] Gardner EG, Kelton D, Poljak Z, et al. (2019) A case-crossover analysis of the impact of weather on primary cases of Middle East respiratory syndrome. BMC Infect Dis 19: 113.
    [17] van Doremalen N, Bushmaker T, Munster VJ (2013) Stability of Middle East respiratory syndrome coronavirus (MERS-CoV) under different environmental conditions. Eurosurveillance 18: 20590.
    [18] Darnell MER, Subbarao K, Feinstone SM, et al. (2004) Inactivation of the coronavirus that induces severe acute respiratory syndrome, SARS-CoV. J Virol Methods 121: 85-91.
    [19] Cai QC, Lu J, Xu QF, et al. (2007) Influence of meteorological factors and air pollution on the outbreak of severe acute respiratory syndrome. Public Health 121: 258-265.
    [20] Bi P, Wang J, Hiller JE (2007) Weather: driving force behind the transmission of severe acute respiratory syndrome in China? Intern Med J 37: 550-554.
    [21] Casanova LM, Jeon S, Rutala WA, et al. (2010) Effects of Air Temperature and Relative Humidity on Coronavirus Survival on Surfaces. Appl Environ Microbiol 76: 2712-2717.
    [22] Khan MD, Thi Vu HH, Lai QT, et al. (2019) Aggravation of Human Diseases and Climate Change Nexus. Int J Environ Res Public Health 16: 2799.
    [23] Faust JS, del Rio C (2020) Assessment of Deaths From COVID-19 and From Seasonal Influenza. JAMA Intern Med 180: 1045-1046.
    [24] Centers for Disease Control and Prevention Similarities and Differences between Flu and COVID-19. Centers for Disease Control and Prevention, National Center for Immunization and Respiratory Diseases (NCIRD) (2020) .Available from: https://www.cdc.gov/flu/symptoms/flu-vs-covid19.htm.
    [25] Adekunle IA, Tella SA, Oyesiku KO, et al. (2020) Spatio-temporal analysis of meteorological factors in abating the spread of COVID-19 in Africa. Heliyon 6: e04749.
    [26] Parodi SM, Liu VX (2020) From Containment to Mitigation of COVID-19 in the US. JAMA 323: 1441-1442.
    [27] Ma Y, Zhao Y, Liu J, et al. (2020) Effects of temperature variation and humidity on the death of COVID-19 in Wuhan, China. Sci Total Environ 724: 138226-138226.
    [28] Luo W, Majumder MS, Liu D, et al. The role of absolute humidity on transmission rates of the COVID-19 outbreak. medRxiv (2020) .2020:2020.2002.2012.20022467.
    [29] Government of Pakistan Pakistan Cases Details (2020) .Available from: http://covid.gov.pk/stats/pakistan.
    [30] Worldometer Coronavirus Cases: Pakistan (2020) .Available from: https://www.worldometers.info/coronavirus/country/pakistan/.
    [31] Rosario DKA, Mutz YS, Bernardes PC, et al. (2020) Relationship between COVID-19 and weather: Case study in a tropical country. Int J Hyg Environ Health 229: 113587-113587.
    [32] Pakistan Meteorological Department, Government of Pakistan Pakistan Meteorological Department (2020) .Available from: http://www.pmd.gov.pk/en/.
    [33] Time and Data Weather in Pakistan (2020) .Available from: https://www.timeanddate.com/weather/pakistan.
    [34] Weather Pakistan Weather (2020) .Available from: https://www.accuweather.com.
    [35] Yun J, Greiner M, Holler C, et al. (2016) Association between the ambient temperature and the occurrence of human Salmonella and Campylobacter infections. Sci Rep 6: 28442.
    [36] Hernandez E, Torres R, Joyce AL (2019) Environmental and Sociological Factors Associated with the Incidence of West Nile Virus Cases in the Northern San Joaquin Valley of California, 2011–2015. Vector Borne Zoonotic Dis 19: 851-858.
    [37] Crainiceanu CM, Ruppert D (2004) Likelihood ratio tests for goodness-of-fit of a nonlinear regression model. J Multivar Anal 91: 35-52.
    [38] Qi H, Xiao S, Shi R, et al. (2020) COVID-19 transmission in Mainland China is associated with temperature and humidity: A time-series analysis. Sci Total Environ 728: 138778-138778.
    [39] Sarmadi M, Marufi N, Kazemi Moghaddam V (2020) Association of COVID-19 global distribution and environmental and demographic factors: An updated three-month study. Environ Res 188: 109748-109748.
    [40] Şahin M (2020) Impact of weather on COVID-19 pandemic in Turkey. Sci Total Environ 728: 138810.
    [41] Iqbal MM, Abid I, Hussain S, et al. (2020) The effects of regional climatic condition on the spread of COVID-19 at global scale. Sci Total Environ 739: 140101-140101.
    [42] Tanni SE, Patino CM, Ferreira JC (2020) Correlation vs. regression in association studies. Jornal Brasileiro de Pneumologia 46.
    [43] Zhu Y, Xie J (2020) Association between ambient temperature and COVID-19 infection in 122 cities from China. Sci Total Environ 724: 138201.
    [44] BBC New Zealand lifts all Covid restrictions, declaring the nation virus-free (2020) .Available from: https://www.bbc.com/news/world-asia-52961539.
    [45] Weather2Visit Auckland Weather in June, What's the weather like in Auckland, New Zealand in June 2020? Available from: https://www.weather2visit.com/australia-pacific/new-zealand/auckland-june.htm.
    [46] Lewis D We felt we had beaten it': New Zealand's race to eliminate the coronavirus again. Nature (2020) .Available from: https://www.nature.com/articles/d41586-020-02402-5.
    [47] Perry N After 102 days coronavirus-free, New Zealand reports 4 new cases. Global News (2020) .Available from: https://www.nature.com/articles/d41586-020-02402-5.
    [48] India TTo Coronavirus: India crosses 80,000 cases in a day, first country to do so. The Times of India (2020) .Available from: https://timesofindia.indiatimes.com/india/india-crosses-80000-cases-in-a-day-first-country-to-do-so/articleshow/77841508.cms.
    [49] BBC News Coronavirus: India surpasses US for highest single-day rise in Covid-19 cases (2020) .Available from: https://www.bbc.com/urdu/regional-53948433.
    [50] Chin AWH, Chu JTS, Perera MRA, et al. (2020) Stability of SARS-CoV-2 in different environmental conditions. Lancet Microbe 1.
    [51] The New York Times Imams Overrule Pakistan's Coronavirus Lockdown as Ramadan Nears (2020) .Available from: https://www.nytimes.com/2020/04/23/world/asia/pakistan-coronavirus-ramadan.html.
    [52] Farmer B Pakistan will reimpose lockdown if residents don't observe safety rules, ministers warn. The National AE (2020) .Available from: https://www.thenational.ae/world/asia/pakistan-will-reimpose-lockdown-if-residents-don-t-observe-safety-rules-ministers-warn-1.1018961.
    [53] Whiting K Two experts explain what other viruses can teach us about COVID-19—and what they can't. The World Economic Forum COVID Action Platform (2020) .Available from: https://www.weforum.org/agenda/2020/03/coronavirus-covid-19-mers-sars-experts/.
    [54] Jonathan Lambert Warm weather probably won't slow COVID-19 transmission much. Any seasonal benefit can be canceled by humanity's vulnerability to the virus, a study suggests. Science News (2020) .Available from: https://www.sciencenews.org/article/coronavirus-warm-weather-will-not-slow-covid-19-transmission.
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