Users Online: 217
Home Print this page Email this page
Home About us Editorial board Search Browse articles Submit article Ahead of Print Instructions Subscribe Contacts Special issues Login 


 
Previous article Browse articles Next article 
REVIEW ARTICLE
Adv Biomed Res 2023,  12:33

What are the effects of climate variables on COVID-19 pandemic? A systematic review and current update


1 Department of Environmental Health Engineering; Student Research Committee, School of Health, Isfahan University of Medical Sciences, Isfahan, Iran
2 Department of Combat Desertification, Faculty of Desert Studies, Semnan University, Semnan, Iran
3 Department of Environmental Health Engineering, School of Health; Environment Research Center, Research Institute for Primordial Prevention of Non-Communicable Disease, Isfahan University of Medical Sciences, Isfahan, Iran

Date of Submission30-May-2021
Date of Acceptance19-Jan-2022
Date of Web Publication25-Feb-2023

Correspondence Address:
Dr. Afshin Ebrahimi
Department of Environmental Health Engineering, School of Health, Hezar-Jerib Ave., Isfahan University of Medical Sciences, Isfahan, 81676 − 36954
Iran
Login to access the Email id

Source of Support: None, Conflict of Interest: None


DOI: 10.4103/abr.abr_145_21

Rights and Permissions
  Abstract 


The climatological parameters can be different in various geographical locations. Moreover, they have possible impacts on COVID-19 incidence. Therefore, the purpose of this systematic review article was to describe the effects of climatic variables on COVID-19 pandemic in different countries. Systematic literature search was performed in Scopus, ISI Web of Science, and PubMed databases using (“Climate” OR “Climate Change” OR “Global Warming” OR “Global Climate Change” OR “Meteorological Parameters” OR “Temperature” OR “Precipitation” OR “Relative Humidity” OR “Wind Speed” OR “Sunshine” OR “Climate Extremes” OR “Weather Extremes”) AND (“COVID” OR “Coronavirus disease 2019” OR “COVID-19” OR “SARS-CoV-2” OR “Novel Coronavirus”) keywords. From 5229 articles, 424 were screened and 149 were selected for further analysis. The relationship between meteorological parameters is variable in different geographical locations. The results indicate that among the climatic indicators, the temperature is the most significant factor that influences on COVID-19 pandemic in most countries. Some studies were proved that warm and wet climates can decrease COVID-19 incidence; however, the other studies represented that warm location can be a high risk of COVID-19 incidence. It could be suggested that all climate variables such as temperature, humidity, rainfall, precipitation, solar radiation, ultraviolet index, and wind speed could cause spread of COVID-19. Thus, it is recommended that future studies will survey the role of all meteorological variables and interaction between them on COVID-19 spread in specific small areas such as cities of each country and comparison between them.

Keywords: Climate, coronavirus, COVID-19, severe acute respiratory syndrome coronavirus 2


How to cite this article:
Moazeni M, Rahimi M, Ebrahimi A. What are the effects of climate variables on COVID-19 pandemic? A systematic review and current update. Adv Biomed Res 2023;12:33

How to cite this URL:
Moazeni M, Rahimi M, Ebrahimi A. What are the effects of climate variables on COVID-19 pandemic? A systematic review and current update. Adv Biomed Res [serial online] 2023 [cited 2023 Mar 31];12:33. Available from: https://www.advbiores.net/text.asp?2023/12/1/33/370359




  Introduction Top


The COVID-19 (new coronavirus disease) is confirmed in Wuhan, China, on December 30, 2019. The World Health Organization proved COVID-19 disease as a pandemic that spread to all countries in the world on March 11, 2020.[1],[2],[3] The coronaviruses are a member of the Coronaviridae family. They are viruses with single-stranded RNA and infect the human's respiratory system.[4],[5] Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), an agent of COVID-19, is a kind of severe acute respiratory syndrome (SARS) coronavirus and has genetically varied from SARS coronavirus 1 and the Middle East respiratory syndrome coronavirus.[6]

Respiratory viruses, especially SARS-CoV-2, can be transmitted through an infected persons' microdroplets and contact with contaminated surfaces.[7],[8] Moreover, COVID-19 spread can be caused by various factors, such as immunity of the host, population density, quality of medical care, and environmental variables.[5] The relationship between climatic variables, environmental pollution, and COVID-19 incidence is still worrying and under investigation.[2],[9]

Based on the intergovernmental panel on climate change report, climatic change has been increased, and it can cause changes in the extreme daily temperatures to the second half of the 20th century.[10] Meteorological factors, such as temperature, wind speed, humidity, precipitation, and solar radiation, that are related to climatic change might impact the epidemics.[2] There is an epidemiological hypothesis about the transmission of viral infections via droplets in cold and dry environments, with lower absolute humidity and temperature. According to this hypothesis, humid and warmer climates, with higher absolute humidity and temperature, are not a suitable condition for the survival of infection viruses.[6],[11] In addition, in vitro experiments have indicated that the SARS-CoV-2 virus can be steady at 4°C.[7] Therefore, it might survive and cause infectivity differently with the changing climatic parameters.[6] Thus, the relationship between climatic variables and prevalence of COVID-19 is important.

Many studies have surveyed the effect of climatic variables on the COVID-19 pandemic. The study by Qi et al. reported that low humidity and temperature increased COVID-19 incidence in China.[12] In addition, Ahmadi et al. stated that exposure to low amounts of humidity, solar radiation, and wind speed can cause a high COVID-19 incidence in Iran.[13] Meteorological factors can be different in various geographical locations with different climates.[10],[14] Thus, COVID-19 incidence might be different in various regions. Therefore, the influence of climatic variables with considering geographical areas is important on COVID-19 incidence.[7] This study as a systematic review aims to describe the effect of climatic variables on the COVID-19 pandemic based on studies of different countries.


  Materials and Methods Top


Literature search

A systematic manner of the present study was search in Scopus, ISI Web of Science, and PubMed databases using (“Climate” OR “Climate Change” OR “Global Warming” OR “Global Climate Change” OR “Meteorological Parameters” OR “Temperature” OR “Precipitation” OR “Relative Humidity” OR “Wind Speed” OR “Sunshine” OR “Climate Extremes” OR “Weather Extremes”) AND (“COVID” OR “Coronavirus disease 2019” OR “COVID-19” OR “SARS-CoV-2” OR “Novel Coronavirus”) keywords. The studies search was performed on April 11, 2021. The limitations of the search included: the year in the range from 2020 to 2021 years, English language, and excluded editorials, conference papers, reviews, and letters.

Selection criteria

Inclusion criteria were all relevant manuscripts that assessed the effect of climatic variables on number of COVID-19 cases, deaths, recovery, incidence, etc. Exclusion criteria involved reviews, letters, editorials, conference abstracts and animal or laboratory studies, and poor-quality studies.

Data extraction

The studies were saved in EndNote, x8 version, and duplicate articles were removed. Then, titles, abstracts, and keywords of articles were screened in Stage 1, and relevant articles were selected. Finally, the selected papers were assessed by the reading of the full text in Stage 2. Independent reviewers performed the screening process. Then, the information was extracted from the selected papers including the first author's family name, year of publication, location of study, climate variables (temperature, humidity, wind speed, precipitation, rainfall, etc.), outcome, and findings of papers (effective climatic indicators and effects of these on outcomes as increase or decrease). The strategy of studies selection is presented in [Figure 1].
Figure 1: The diagram of the strategy of studies selection

Click here to view



  Results Top


Results indicate that many studies were done in the United States (US), China, and India concerning the effect of climatic variables on COVID-19 in the range from 23 to 40 articles [Figure 2]. Based on [Figure 2], authors in some countries including Italy, Pakistan, Bangladesh, Brazil, Spain, and United Kingdom (UK) had studied the effect of climatic variables on COVID-19 in the range from 12 to 20 papers. Furthermore, eight articles were surveyed the effect of climatic variables on COVID-19 in Iran. Thus, other countries require more attention to the issue and survey of association between meteorological parameters and COVID-19.
Figure 2: The number of studies included in the systematic review based on geographic area

Click here to view


[Table 1] presents a list of 149 articles that are used in this paper. Based on [Table 1], the climatic variables' effects on COVID-19 incidence are differently related to the climatic area. The relationship between meteorological parameters is variable in geographical location. The results indicate that among the climatic indicators, the temperature is the most significant factor that influences COVID-19 in some countries. Some studies were proved that warm and wet climates can decrease COVID-19 incidence. In contrast, other studies represented that warm location can be a high risk of COVID-19 incidence with considering the effect of more meteorological parameters.
Table 1: Summary of the data from the 149 articles

Click here to view


[Table 1] shows the results of countries with many studies on the association of meteorological variables and COVID-19.

Based on this, low temperature leads to an increase in number of COVID-19 cases and death in the US. In contrast, many studies reported that temperature and humidity have an inverse effect on number of COVID-19–positive cases and death in China. There was an association between COVID-19 incidence and temperature (minimum, maximum, average, and dew point), relative and absolute humidity, and wind speed in India. In addition, some studies proved positive correlation of temperature on COVID-19–positive cases. Similarly, high temperatures, ultraviolet (UV) index, heat index, and wind speed increased COVID-19 incidence; however, humidity and rainfall negatively correlated with COVID-19 incidence in Pakistan. On the other hand, minimum and mean temperature, relative and absolute humidity, and wind speed had a positive correlation with number of COVID-19 new cases in Bangladesh. In addition, the results indicated that there was a positive correlation between temperature and COVID-19 incidence in Singapore. Furthermore, the study proved that the air pressure caused increase in COVID-19 cases in China and Turkey.


  Discussion Top


There was a role of climatic variables in the transmission and survival of agents of respiratory diseases. Climatic changes have interactions with the infection and mortality rate of respiratory diseases.[29],[150] Briz-Redón et al. explained how weather patterns may effect on survival and transmission of COVID-19 disease. They reported the importance of the effect of geographical areas on the link between climate change and COVID-19.[7] Thus, in this paper, the effect of climatic variables is discussed based on the literature of different countries. Therefore, the studies that were focused on one country were selected.

About 40 studies were done in the US with the aim of the effect of climatic variables on COVID-19 incidence globally and individually [Figure 2]. Most studies reported the inverse effects of temperature with death[35],[67],[159] and cases related to COVID-19[85],[134],[142],[159] in the US. In addition, the studies by Ficetola and Rubolini and Pan et al. indicated that no correlation between climatic variables such as temperature, wind speed, and relative humidity with COVID-19 daily cases in the US.[41],[126] However, Bashir et al. and Bilal et al. proved the interaction of temperature, humidity, and precipitation with COVID-19 growth and death rate in the US.[65],[68]

Results of studies performed in China showed inverse effect of temperature and humidity on COVID-19 cases and death.[12],[17],[23],[24],[71],[77],[78],[83],[104],[113],[127],[139],[162] However, some studies indicated a positive correlation between temperature with number of COVID-19 cases and death. Moreover, the positive relationship between humidity and COVID-19 cases and death was proved in China.[24],[102],[111] Lin et al.'s study indicated that the high air pressure, wind speed, and humidity can cause an increase in number of COVID-19 cases.[23] However, Huang et al. showed no correlation between wind speed, humidity, and precipitation with the recovery rate of COVID-19 cases in China.[93] Chowdhury et al. reported the influence of temperature, UV index, and relative humidity on the number of COVID-19 cases.[75] In addition, the study by Wei et al. proved the interaction between meteorological variables and number of COVID-19 daily cases in China. According to this study, low temperature, high wind speed, and average precipitation can cause a high risk of COVID-19 incidence in warm areas.[155]

Several studies showed that temperature (minimum, maximum, average, and dew point), wind speed, and relative and absolute humidity had positive correlations with COVID-19 cases and death in India.[18],[38],[64],[119],[135],[141] Goswami et al. explained that there was an interaction between average temperature and relative humidity with the number of COVID-19–positive cases in India.[82] While Gupta et al. proved no influence of climate variables on COVID-19 incidence,[84] Kulkarni et al. and Pahuja et al. reported inverse effect of temperature and wind speed on COVID-19 cases.[106],[124] Moreover, Singh et al. stated inverse correlation between minimum, average, and maximum temperature, evaporation, relative humidity, and wind speed with COVID-19 incidence, but there was no correlation between sunshine and rainfall with COVID-19 disease in India.[144] Sahoo reported that the number of COVID-19 cases had a positive correlation with temperature and a negative association by humidity in India, as well.[136]

High temperature increased COVID-19–positive cases in Italy.[72],[79] However, Ceylan's study specified an opposite correlation between relative humidity and COVID-19–positive cases.[72] They reported an opposite effect of temperature with COVID-19 cases by Hassan et al.[87] On the other hand, Pirouz et al. described a link between weather factors and positive cases of COVID-19 in Italy.[129]

Many studies verified the positive influence of temperature, UV index, heat index, and wind speed and the negative effect of precipitation and humidity on cases and death related to COVID-19 in Pakistan.[16],[40],[56],[60],[66] The study by Aslam et al. indicated the effect of climatic variables on COVID-19.[61] However, the study by Rehman and Rehman showed no relationship between temperature, humidity, sunshine, and wind speed with COVID-19 incidence, recovery, and death in Pakistan.[132]

Studies were done in Bangladesh represented a positive association between minimum and mean temperature, wind speed, and relative and absolute humidity with the number of COVID-19 cases.[91],[97] In addition, the study by Haque and Rahman indicated that high temperature and humidity parameters decreased COVID-19 cases in Bangladesh.[86] Hassan et al. evidenced that rainfall, wind speed, and wind pressure can influence COVID-19 cases.[88] Furthermore, Islam et al. reported that 26.6°C mean temperature, 64% relative humidity, and 3 mm rainfall increased COVID-19 cases in Bangladesh.[98]

Auler et al. reported that high mean temperature and relative humidity can increase COVID-19 cases.[62] However, the study by Pequeno et al. showed a reverse effect of temperature on COVID-19 cumulative cases in Brazil.[128]

Many studies had different results in Spain. Briz-Redón et al. demonstrated that there was no correlation between minimum, maximum, and mean temperature on the growth of COVID-19 cumulative cases.[31] However, some studies indicated a link between climatic factors, especially temperature and absolute humidity by COVID-19 cases.[44],[149] Shahzad et al. detailed the inverse effect of temperature on COVID-19 cases,[140] while Paez et al. stated that COVID-19 cases increased in high sunshine and temperature cause increase COVID-19 cases.[123] Tobías et al. showed that warm and wet conditions can decrease COVID-19 incidence in Spain.[149]

Fallahzadeh et al. reported an inverse correlation between temperature and COVID-19 cases in Iran.[47] Ahmadi et al. stated that low humidity, wind speed, and UV index amplified COVID-19 incidence in Iran, as well.[13] It was accepted that COVID-19 cases in warm weather were not lower than moderate and cold weather. As a result, the temperature did not influence COVID-19 incidence in Iran.[99]

Most studies had various results in Australia. Ward et al. presented no correlation between temperature, rainfall, and wind speed with COVID-19 cases. However, there was a negative correlation with relative humidity.[153] On the other hand, Ward et al. showed a positive correlation between COVID-19 cases and relative humidity.[154]

The study by Şahin indicated a high effect of temperature and wind speed on COVID-19 cases.[30] In contrast, Ince et al. exhibited a converse effect of high temperature on COVID-19 positive cases and relative humidity and a positive association of air pressure with COVID-19 positive cases in Turkey.[94]

Some studies specified that high temperature could rise COVID-19 cases in Singapore.[37],[114] There was a positive connection between relative and absolute humidity and water vapor with COVID-19 cases. However, there was a negative correlation between wind speed and COVID-19 cases.[37] Likewise, there was an inverse effect of relative humidity and rainfall on daily cases of COVID-19 in Singapore.[114]

Ghosh et al.'s study implemented in the UK did not show a correlation between the minimum and maximum temperature, wind speed, and humidity with COVID-19.[81] Ujiie et al. stated that low temperature intensified COVID-19 cases in Japan.[152] Moreover, Méndez-Arriaga verified the opposite effect of temperature on COVID-19–positive cases in Mexico.[34] There was no correlation between temperature and COVID-19 in Canada.[148] However, Bolaño-Ortiz et al. showed that all the meteorological factors including temperature, rainfall, wind speed, and relative humidity had influence on COVID-19 spread in Argentina.[69] There was no association between temperature and COVID-19 incidence, and relative humidity had an inverse effect on COVID-19 incidence in Finland.[89] Aidoo et al. stated that COVID-19 daily cases increased with increasing in wind speed and atmospheric pressure and decreasing in relative humidity in Ghana.[59] There was a negative association between temperature, wind speed, and sunshine, as well. However, there was no correlation seen between rainfall and humidity with COVID-19 cases in Indonesia.[133] Menebo reported that high maximum and minimum temperature increased but high precipitation decreased COVID-19 incidence in Norway.[118] In addition, Hoang and Tran verified a positive relationship between temperature and COVID-19 cases in Korea.[90] Abdelhafez et al. reported the effect of maximum temperature, wind speed, wind pressure, and average daily solar on COVID-19 daily cases increasing in Jordan.[54] There was a positive correlation between relative humidity but a negative correlation between temperature with COVID-19 daily cases in Malaysia.[147] Furthermore, daily cases of COVID-19 increased due to high temperature, relative and absolute humidity, and wind speed in Thailand.[20]

According to Briz-Redón et al.'s survey, the results of single-country studies about the effect of climate variables on the disease are more accurate.[7]. Based on the review of studies, the significant climatic factors that were in association with COVID-19 cases and death consist of temperature, humidity, wind speed, rainfall, precipitation, UV/heat index, solar radiation, and air pressure.


  Conclusions Top


According to the results of this review, all climate variables such as temperature, humidity, rainfall, precipitation, solar radiation, UV index, and wind speed can play a possible role in the transmission of COVID-19; however, most of the studies had contradictory results. Thus, we recommend that future studies are surveying the role of all meteorological variables and interaction between them on COVID-19 spread in specific small areas such as cities of each country and comparison between them.

Acknowledgment

This article is an invited review article. Therefore, the authors are thankful to Prof. Shaghayegh Haghjooy Javanmard, editor of Advanced Biomedical Journal.

Financial support and sponsorship

Nil.

Conflicts of interest

There are no conflicts of interest.



 
  References Top

1.
Forster PM, Forster HI, Evans MJ, Gidden MJ, Jones CD, Keller CA, et al. Current and future global climate impacts resulting from COVID-19. Nat Clim Chang 2020;10:913-9.  Back to cited text no. 1
    
2.
Marazziti D, Cianconi P, Mucci F, Foresi L, Chiarantini I, Della Vecchia A. Climate change, environment pollution, COVID-19 pandemic and mental health. Sci Total Environ 2021;773:145182.  Back to cited text no. 2
    
3.
Harmooshi NN, Shirbandi K, Rahim F. Environmental concern regarding the effect of humidity and temperature on 2019-nCoV survival: Fact or fiction. Environ Sci Pollut Res Int 2020;27:36027-36.  Back to cited text no. 3
    
4.
Laali A, Tabibzadeh A, Esghaei M, Yousefi P, Soltani S, Ajdarkosh H, et al. Liver function tests profile in COVID-19 patients at the admission time: A systematic review of literature and conducted researches. Adv Biomed Res 2020;9:74.  Back to cited text no. 4
  [Full text]  
5.
Mecenas P, Bastos RT, Vallinoto AC, Normando D. Effects of temperature and humidity on the spread of COVID-19: A systematic review. PLoS One 2020;15:e0238339.  Back to cited text no. 5
    
6.
Rayan RA. Seasonal variation and COVID-19 infection pattern: A gap from evidence to reality. Curr Opin Environ Sci Health 2021;20:100238.  Back to cited text no. 6
    
7.
Briz-Redón Á, Serrano-Aroca Á. The effect of climate on the spread of the COVID-19 pandemic: A review of findings, and statistical and modelling techniques. Prog Phys Geogr Earth Environ 2020;44:591-604.  Back to cited text no. 7
    
8.
Gholipour S, Shamsizadeh Z, Moazeni M, Nikaeen M. Environmental aspects of the coronaviruses transmission: A narrative review. J Isfahan Med Sch 2020;38:206-15.  Back to cited text no. 8
    
9.
Kumar S, Singh R, Kumari N, Karmakar S, Behera M, Siddiqui AJ, et al. Current understanding of the influence of environmental factors on SARS-CoV-2 transmission, persistence, and infectivity. Environ Sci Pollut Res Int 2021;28:6267-88.  Back to cited text no. 9
    
10.
Rahimi M, Hejabi S. Spatial and temporal analysis of trends in extreme temperature indices in Iran over the period 1960–2014. Int J Climatol 2018;38:272-82.  Back to cited text no. 10
    
11.
Dong ZM, Fan XR, Wang J, Mao YX, Luo YY, Tang S. Data-related and methodological obstacles to determining associations between temperature and COVID-19 transmission. Environ Res Lett 2021;16:8.  Back to cited text no. 11
    
12.
Qi H, Xiao S, Shi R, Ward MP, Chen Y, Tu W, et al. COVID-19 transmission in Mainland China is associated with temperature and humidity: A time-series analysis. Sci Total Environ 2020;728:138778.  Back to cited text no. 12
    
13.
Ahmadi M, Sharifi A, Dorosti S, Jafarzadeh Ghoushchi S, Ghanbari N. Investigation of effective climatology parameters on COVID-19 outbreak in Iran. Sci Total Environ 2020;729:138705.  Back to cited text no. 13
    
14.
Seneviratne SI, Nicholls N, Easterling D, Goodess CM, Kanae S, Kossin J, et al. Changes in climate extremes and their impacts on the natural physical environment. In Managing the Risks of Extreme Events and Disasters to Advance Climate Change Adaptation: Special Report of the Intergovernmental Panel on Climate Change. Cambridge University Press; 2012. p. 109-230. Available from: https://doi.org/10.1017/CBO9781139177245.006. [Last accessed on 2021 May 29].  Back to cited text no. 14
    
15.
Sarkodie SA, Owusu PA. Impact of meteorological factors on COVID-19 pandemic: Evidence from top 20 countries with confirmed cases. Environ Res 2020;191:110101.  Back to cited text no. 15
    
16.
Raza A, Khan MT, Ali Q, Hussain T, Narjis S. Association between meteorological indicators and COVID-19 pandemic in Pakistan. Environ Sci Pollut Res Int 2021;28:40378-93.  Back to cited text no. 16
    
17.
Wang Q, Zhao Y, Zhang Y, Qiu J, Li J, Yan N, et al. Could the ambient higher temperature decrease the transmissibility of COVID-19 in China? Environ Res 2021;193:110576.  Back to cited text no. 17
    
18.
Kolluru SS, Patra AK, Nazneen, Shiva Nagendra SM. Association of air pollution and meteorological variables with COVID-19 incidence: Evidence from five megacities in India. Environ Res 2021;195:110854.  Back to cited text no. 18
    
19.
Nottmeyer LN, Sera F. Influence of temperature, and of relative and absolute humidity on COVID-19 incidence in England – A multi-city time-series study. Environ Res 2021;196:110977.  Back to cited text no. 19
    
20.
Sangkham S, Thongtip S, Vongruang P. Influence of air pollution and meteorological factors on the spread of COVID-19 in the Bangkok Metropolitan Region and air quality during the outbreak. Environ Res 2021;197:111104.  Back to cited text no. 20
    
21.
Mehmood K, Bao Y, Abrar MM, Petropoulos GP, Saifullah, Soban A, et al. Spatiotemporal variability of COVID-19 pandemic in relation to air pollution, climate and socioeconomic factors in Pakistan. Chemosphere 2021;271:129584.  Back to cited text no. 21
    
22.
Huang Z, Huang J, Gu Q, Du P, Liang H, Dong Q. Optimal temperature zone for the dispersal of COVID-19. Sci Total Environ 2020;736:139487.  Back to cited text no. 22
    
23.
Lin C, Lau AK, Fung JC, Guo C, Chan JW, Yeung DW, et al. A mechanism-based parameterisation scheme to investigate the association between transmission rate of COVID-19 and meteorological factors on plains in China. Sci Total Environ 2020;737:140348.  Back to cited text no. 23
    
24.
Lin S, Wei D, Sun Y, Chen K, Yang L, Liu B, et al. Region-specific air pollutants and meteorological parameters influence COVID-19: A study from Mainland China. Ecotoxicol Environ Saf 2020;204:111035.  Back to cited text no. 24
    
25.
Bolaño-Ortiz TR, Camargo-Caicedo Y, Puliafito SE, Ruggeri MF, Bolaño-Diaz S, Pascual-Flores R, et al. Spread of SARS-CoV-2 through Latin America and the Caribbean region: A look from its economic conditions, climate and air pollution indicators. Environ Res 2020;191:109938.  Back to cited text no. 25
    
26.
Ibrahim S, Kamaruddin SA, Nordin MR, Shari AA, Sabri N, Samah KA. Global geographical climate impacts on the spread and death of covid-19 in Asia and America. Int J Adv Technol Eng Explor 2021;8:149-60.  Back to cited text no. 26
    
27.
Doğan B, Ben Jebli M, Shahzad K, Farooq TH, Shahzad U. Investigating the effects of meteorological parameters on COVID-19: Case study of New Jersey, United States. Environ Res 2020;191:110148.  Back to cited text no. 27
    
28.
Yuan J, Wu Y, Jing W, Liu J, Du M, Wang Y, et al. Non-linear correlation between daily new cases of COVID-19 and meteorological factors in 127 countries. Environ Res 2021;193:110521.  Back to cited text no. 28
    
29.
Rosario DK, Mutz YS, Bernardes PC, Conte-Junior CA. Relationship between COVID-19 and weather: Case study in a tropical country. Int J Hyg Environ Health 2020;229:113587.  Back to cited text no. 29
    
30.
Şahin M. Impact of weather on COVID-19 pandemic in Turkey. Sci Total Environ 2020;728:138810.  Back to cited text no. 30
    
31.
Briz-Redón Á, Serrano-Aroca Á. A spatio-temporal analysis for exploring the effect of temperature on COVID-19 early evolution in Spain. Sci Total Environ 2020;728:138811.  Back to cited text no. 31
    
32.
Prata DN, Rodrigues W, Bermejo PH. Temperature significantly changes COVID-19 transmission in (sub) tropical cities of Brazil. Sci Total Environ 2020;729:138862.  Back to cited text no. 32
    
33.
Sobral MF, Duarte GB, da Penha Sobral AI, Marinho ML, de Souza Melo A. Association between climate variables and global transmission oF SARS-CoV-2. Sci Total Environ 2020;729:138997.  Back to cited text no. 33
    
34.
Méndez-Arriaga F. The temperature and regional climate effects on communitarian COVID-19 contagion in Mexico throughout phase 1. Sci Total Environ 2020;735:139560.  Back to cited text no. 34
    
35.
Runkle JD, Sugg MM, Leeper RD, Rao Y, Matthews JL, Rennie JJ. Short-term effects of specific humidity and temperature on COVID-19 morbidity in select US cities. Sci Total Environ 2020;740:140093.  Back to cited text no. 35
    
36.
Iqbal MM, Abid I, Hussain S, Shahzad N, Waqas MS, Iqbal MJ. The effects of regional climatic condition on the spread of COVID-19 at global scale. Sci Total Environ 2020;739:140101.  Back to cited text no. 36
    
37.
Pani SK, Lin NH, RavindraBabu S. Association of COVID-19 pandemic with meteorological parameters over Singapore. Sci Total Environ 2020;740:140112.  Back to cited text no. 37
    
38.
Kumar S. Effect of meteorological parameters on spread of COVID-19 in India and air quality during lockdown. Sci Total Environ 2020;745:141021.  Back to cited text no. 38
    
39.
Guo C, Bo Y, Lin C, Li HB, Zeng Y, Zhang Y, et al. Meteorological factors and COVID-19 incidence in 190 countries: An observational study. Sci Total Environ 2021;757:143783.  Back to cited text no. 39
    
40.
Hossain MS, Ahmed S, Uddin MJ. Impact of weather on COVID-19 transmission in south Asian countries: An application of the ARIMAX model. Sci Total Environ 2021;761:143315.  Back to cited text no. 40
    
41.
Ficetola GF, Rubolini D. Containment measures limit environmental effects on COVID-19 early outbreak dynamics. Sci Total Environ 2021;761:144432.  Back to cited text no. 41
    
42.
Yuan J, Wu Y, Jing W, Liu J, Du M, Wang Y, et al. Association between meteorological factors and daily new cases of COVID-19 in 188 countries: A time series analysis. Sci Total Environ 2021;780:146538.  Back to cited text no. 42
    
43.
Habeebullah TM, Abd El-Rahim IH, Morsy EA. Impact of outdoor and indoor meteorological conditions on the COVID-19 transmission in the western region of Saudi Arabia. J Environ Manage 2021;288:112392.  Back to cited text no. 43
    
44.
Loché Fernández-Ahúja JM, Fernández Martínez JL. Effects of climate variables on the COVID-19 outbreak in Spain. Int J Hyg Environ Health 2021;234:113723.  Back to cited text no. 44
    
45.
Diao Y, Kodera S, Anzai D, Gomez-Tames J, Rashed EA, Hirata A. Influence of population density, temperature, and absolute humidity on spread and decay durations of COVID-19: A comparative study of scenarios in China, England, Germany, and Japan. One Health 2021;12:100203.  Back to cited text no. 45
    
46.
Sharif N, Sarkar MK, Ahmed SN, Ferdous RN, Nobel NU, Parvez AK, et al. Environmental correlation and epidemiologic analysis of COVID-19 pandemic in ten regions in five continents. Heliyon 2021;7:e06576.  Back to cited text no. 46
    
47.
Fallahzadeh RA, Ghadirian D, Eshaghpanah MS, Shukohifar M, Mozafari S, Targhibi AR, et al. The relationship between ambient temperature and positive cases of COVID-19; a case study in Abarkouh and Qeshm cities of Iran. J Environ Health Sustain Dev 2020;5:1016-20.  Back to cited text no. 47
    
48.
Al-Rousan N, Al-Najjar H. The correlation between the spread of COVID-19 infections and weather variables in 30 Chinese provinces and the impact of Chinese government mitigation plans. Eur Rev Med Pharmacol Sci 2020;24:4565-71.  Back to cited text no. 48
    
49.
Meo SA, Abukhalaf AA, Alomar AA, Alsalame NM, Al-Khlaiwi T, Usmani AM. Effect of temperature and humidity on the dynamics of daily new cases and deaths due to COVID-19 outbreak in Gulf countries in Middle East Region. Eur Rev Med Pharmacol Sci 2020;24:7524-33.  Back to cited text no. 49
    
50.
Meo SA, Abukhalaf AA, Alomar AA, Al-Beeshi IZ, Alhowikan A, Shafi KM, et al. Climate and COVID-19 pandemic: Effect of heat and humidity on the incidence and mortality in world's top ten hottest and top ten coldest countries. Eur Rev Med Pharmacol Sci 2020;24:8232-8.  Back to cited text no. 50
    
51.
Meo SA, Abukhalaf AA, Alomar AA, Sumaya OY, Sami W, Shafi KM, et al. Effect of heat and humidity on the incidence and mortality due to COVID-19 pandemic in European countries. Eur Rev Med Pharmacol Sci 2020;24:9216-25.  Back to cited text no. 51
    
52.
Ding Y, Gao L, Shao NY. Non-linear link between temperature difference and COVID-19: Excluding the effect of population density. J Infect Dev Ctries 2021;15:230-6.  Back to cited text no. 52
    
53.
Anam S, Shar NA. Effect of environmental, economic and health factors on CoVid-19 transmission. Bioinformation 2021;17:37-45.  Back to cited text no. 53
    
54.
Abdelhafez E, Dabbour L, Hamdan M. The effect of weather data on the spread of COVID-19 in Jordan. Environ Sci Pollut Res Int 2021;28:40416-23.  Back to cited text no. 54
    
55.
Adhikari A, Yin J. Short-term effects of Ambient Ozone, PM2.5, and meteorological factors on COVID-19 confirmed cases and deaths in Queens, New York. Int J Environ Res Public Health 2020;17:4047.  Back to cited text no. 55
    
56.
Adnan S, Hanif M, Khan AH, Latif M, Ullah K, Bashir F, et al. Impact of heat index and ultraviolet index on COVID-19 in major cities of Pakistan. J Occup Environ Med 2021;63:98-103.  Back to cited text no. 56
    
57.
Ahmadi Hedayati M. Ambient temperature interferes with COVID-19. Int J Prev Med 2020;11:109.  Back to cited text no. 57
    
58.
Ahmed AT, Ghanem AS. A statistical study for impacts of environmental conditions on the rapid spread of new corona virus. Int J Environ Sci Technol (Tehran) 2020;17:4343-52.  Back to cited text no. 58
    
59.
Aidoo EN, Adebanji AO, Awashie GE, Appiah SK. The effects of weather on the spread of COVID-19: Evidence from Ghana. Bull Natl Res Cent 2021;45:20.  Back to cited text no. 59
    
60.
Ali Q, Raza A, Saghir S, Khan MTI. Impact of wind speed and air pollution on COVID-19 transmission in Pakistan. Int J Environ Sci Technol (Tehran) 2021;18:1287-98.  Back to cited text no. 60
    
61.
Aslam B, Khalil U, Azam U, Maqsoom A. A correlation study between weather and atmosphere with COVID-19 pandemic in Islamabad, Pakistan. Spatial Inf Res 2020;29:605-13.  Back to cited text no. 61
    
62.
Auler AC, Cássaro FA, da Silva VO, Pires LF. Evidence that high temperatures and intermediate relative humidity might favor the spread of COVID-19 in tropical climate: A case study for the most affected Brazilian cities. Sci Total Environ 2020;729:139090.  Back to cited text no. 62
    
63.
Azuma K, Kagi N, Kim H, Hayashi M. Impact of climate and ambient air pollution on the epidemic growth during COVID-19 outbreak in Japan. Environ Res 2020;190:110042.  Back to cited text no. 63
    
64.
Babu SR, Rao NN, Kumar SV, Paul S, Pani SK. Plausible role of environmental factors on covid-19 transmission in the Megacity Delhi, India. Aerosol Air Qual Res 2020;20:2075-84.  Back to cited text no. 64
    
65.
Bashir MF, Ma B, Bilal, Komal B, Bashir MA, Tan D, et al. Correlation between climate indicators and COVID-19 pandemic in New York, USA. Sci Total Environ 2020;728:138835.  Back to cited text no. 65
    
66.
Basray R, Malik A, Waqar W, Chaudhry A, Wasif Malik M, Ali Khan M, et al. Impact of environmental factors on COVID-19 cases and mortalities in major cities of Pakistan. J Biosaf Biosecur 2021;3:10-6.  Back to cited text no. 66
    
67.
Benedetti F, Pachetti M, Marini B, Ippodrino R, Gallo RC, Ciccozzi M, et al. Inverse correlation between average monthly high temperatures and COVID-19-related death rates in different geographical areas. J Transl Med 2020;18:251.  Back to cited text no. 67
    
68.
Bilal, Bashir MF, Shahzad K, Komal B, Bashir MA, Bashir M, et al. Environmental quality, climate indicators, and COVID-19 pandemic: insights from top 10 most affected states of the USA. Environ Sci Pollut Res 2021;28:32856-65.  Back to cited text no. 68
    
69.
Bolaño-Ortiz TR, Pascual-Flores RM, Puliafito SE, Camargo-Caicedo Y, Berná-Peña LL, Ruggeri MF, et al. Spread of COVID-19, meteorological conditions and air quality in the city of Buenos Aires, Argentina: Two facets observed during its pandemic lockdown. Atmosphere 2020;11:1045.  Back to cited text no. 69
    
70.
Cacho PM, Hernández JL, López-Hoyos M, Martínez-Taboada VM. Can climatic factors explain the differences in COVID-19 incidence and severity across the Spanish regions?: An ecological study. Environ Health 2020;19:106.  Back to cited text no. 70
    
71.
Cai Y, Huang T, Liu X, Xu G. The effects of “Fangcang, Huoshenshan, and Leishenshan” hospitals and environmental factors on the mortality of COVID-19. PeerJ 2020;8:e9578.  Back to cited text no. 71
    
72.
Ceylan Z. Insights into the relationship between weather parameters and COVID-19 outbreak in Lombardy, Italy. Int J Healthc Manage 2021;14:255-63.  Back to cited text no. 72
    
73.
Chen CF, Zarazua de Rubens G, Xu X, Li J. Coronavirus comes home? Energy use, home energy management, and the social-psychological factors of COVID-19. Energy Res Soc Sci 2020;68:101688.  Back to cited text no. 73
    
74.
Chien LC, Chen LW. Meteorological impacts on the incidence of COVID-19 in the U.S. Stoch Environ Res Risk Assess 2020;34:1675-80.  Back to cited text no. 74
    
75.
Chowdhury MA, Shah QZ, Kashem MA, Shahid A, Akhtar N. Evaluation of the effect of environmental parameters on the spread of COVID-19: A Fuzzy Logic approach. Adv Fuzzy Syst 2020;2020:1-5.  Back to cited text no. 75
    
76.
Mansouri Daneshvar MR, Ebrahimi M, Sadeghi A, Mahmoudzadeh A. Climate effects on the COVID-19 outbreak: A comparative analysis between the UAE and Switzerland. Model Earth Syst Environ 2021;8:469-82.  Back to cited text no. 76
    
77.
Fan JL, Da YB, Zeng B, Zhang H, Liu Z, Jia N, et al. How do weather and climate change impact the COVID-19 pandemic? Evidence from the Chinese Mainland. Environ Res Lett 2021;16:11.  Back to cited text no. 77
    
78.
Fareed Z, Iqbal N, Shahzad F, Shah SG, Zulfiqar B, Shahzad K, et al. Co-variance nexus between COVID-19 mortality, humidity, and air quality index in Wuhan, China: New insights from partial and multiple wavelet coherence. Air Qual Atmos Health 2020;13:673-82.  Back to cited text no. 78
    
79.
Fazzini M, Baresi C, Bisci C, Bna C, Cecili A, Giuliacci A, et al. Preliminary analysis of relationships between COVID19 and climate, morphology, and urbanization in the Lombardy region (Northern Italy). Int J Environ Res Public Health 2020;17:6955.  Back to cited text no. 79
    
80.
Fu S, Wang B, Zhou J, Xu X, Liu J, Ma Y, et al. Meteorological factors, governmental responses and COVID-19: Evidence from four European countries. Environ Res 2021;194:110596.  Back to cited text no. 80
    
81.
Ghosh A, Nundy S, Ghosh S, Mallick TK. Study of COVID-19 pandemic in London (UK) from urban context. Cities 2020;106:102928.  Back to cited text no. 81
    
82.
Goswami K, Bharali S, Hazarika J. Projections for COVID-19 pandemic in India and effect of temperature and humidity. Diabetes Metab Syndr 2020;14:801-5.  Back to cited text no. 82
    
83.
Guo XJ, Zhang H, Zeng YP. Transmissibility of COVID-19 in 11 major cities in China and its association with temperature and humidity in Beijing, Shanghai, Guangzhou, and Chengdu. Infect Dis Poverty 2020;9:87.  Back to cited text no. 83
    
84.
Gupta A, Pradhan B, Maulud KN. Estimating the impact of daily weather on the temporal pattern of COVID-19 outbreak in India. Earth Syst Environ 2020;4:523-34.  Back to cited text no. 84
    
85.
Hao ZN, Li RY, Hao CY, Zhao HY, Wan XY, Guo DS. Global evidence of temperature acclimation of COVID-19 D614G linage. Glob Chall 2021;5:2000132.  Back to cited text no. 85
    
86.
Haque SE, Rahman M. Association between temperature, humidity, and COVID-19 outbreaks in Bangladesh. Environ Sci Policy 2020;114:253-5.  Back to cited text no. 86
    
87.
Hassan MM, El Zowalaty ME, Khan SA, Islam A, Nayem MR, Järhult JD. Role of environmental temperature on the attack rate and case fatality rate of coronavirus disease 2019 (COVID-19) pandemic. Infect Ecol Epidemiol 2020;10:1792620.  Back to cited text no. 87
    
88.
Hassan MS, Bhuiyan MA, Tareq F, Bodrud-Doza M, Tanu SM, Rabbani KA. Relationship between COVID-19 infection rates and air pollution, geo-meteorological, and social parameters. Environ Monit Assess 2021;193:29.  Back to cited text no. 88
    
89.
Heibati B, Wang W, Ryti NR, Dominici F, Ducatman A, Zhang Z, et al. Weather conditions and COVID-19 incidence in a cold climate: A time-series study in Finland. Front Public Health 2020;8:605128.  Back to cited text no. 89
    
90.
Hoang T, Tran TT. Ambient air pollution, meteorology, and COVID-19 infection in Korea. J Med Virol 2021;93:878-85.  Back to cited text no. 90
    
91.
Hridoy AE, Mohiman MA, Tusher SM, Nowraj SZ, Rahman MA. Impact of meteorological parameters on COVID-19 transmission in Bangladesh: A spatiotemporal approach. Theor Appl Climatol 2021;144:273-85.  Back to cited text no. 91
    
92.
Hu CY, Xiao LS, Zhu HB, Zhu H, Liu L. Correlation between local air temperature and the COVID-19 pandemic in Hubei, China. Front Public Health 2020;8:604870.  Back to cited text no. 92
    
93.
Huang H, Liang X, Huang J, Yuan Z, Ouyang H, Wei Y, et al. Correlations between meteorological indicators, air quality and the COVID-19 pandemic in 12 cities across China. J Environ Health Sci Eng 2020;18:1491-8.  Back to cited text no. 93
    
94.
Ince N, Gulhan PY, Balbay EG, Ozturk C, Onmez A. The role of meteorological parameters in COVID-19 infection. Konuralp Tip Derg 2020;12:394-9.  Back to cited text no. 94
    
95.
Iqbal N, Fareed Z, Shahzad F, He X, Shahzad U, Lina M. The nexus between COVID-19, temperature and exchange rate in Wuhan city: New findings from partial and multiple wavelet coherence. Sci Total Environ 2020;729:138916.  Back to cited text no. 95
    
96.
Islam N, Bukhari Q, Jameel Y, Shabnam S, Erzurumluoglu AM, Siddique MA, et al. COVID-19 and climatic factors: A global analysis. Environ Res 2021;193:110355.  Back to cited text no. 96
    
97.
AR, Hasanuzzaman M, Azad MA, Salam R, Toshi FZ, Khan MS, et al. Effect of meteorological factors on COVID-19 cases in Bangladesh. Environ Dev Sustain 2020;23:9139-62.  Back to cited text no. 97
    
98.
Islam AR, Hasanuzzaman M, Shammi M, Salam R, Bodrud-Doza M, Rahman MM, et al. Are meteorological factors enhancing COVID-19 transmission in Bangladesh? Novel findings from a compound Poisson generalized linear modeling approach. Environ Sci Pollut Res Int 2021;28:11245-58.  Back to cited text no. 98
    
99.
Jahangiri M, Jahangiri M, Najafgholipour M. The sensitivity and specificity analyses of ambient temperature and population size on the transmission rate of the novel coronavirus (COVID-19) in different provinces of Iran. Sci Total Environ 2020;728:138872.  Back to cited text no. 99
    
100.
Jain M, Sharma GD, Goyal M, Kaushal R, Sethi M. Econometric analysis of COVID-19 cases, deaths, and meteorological factors in South Asia. Environ Sci Pollut Res Int 2021;28:28518-34.  Back to cited text no. 100
    
101.
Thangariyal S, Rastogi A, Tomar A, Bhadoria AS, Baweja S. Impact of temperature and sunshine duration on daily new cases and death due to COVID-19. J Family Med Prim Care 2020;9:6091-101.  Back to cited text no. 101
  [Full text]  
102.
Jiang Y, Wu XJ, Guan YJ. Effect of ambient air pollutants and meteorological variables on COVID-19 incidence. Infect Control Hosp Epidemiol 2020;41:1011-5.  Back to cited text no. 102
    
103.
Jiang Y, Xu J. The association between COVID-19 deaths and short-term ambient air pollution/meteorological condition exposure: A retrospective study from Wuhan, China. Air Qual Atmos Health 2020;14:1-5.  Back to cited text no. 103
    
104.
Arifur Rahman M, Golzar Hossain M, Singha AC, Sayeedul Islam M, Ariful Islam M. A retrospective analysis of influence of environmental/air temperature and relative humidity on SARs-CoV-2 outbreak. J Pure Appl Microbiol 2020;14:1705-14.  Back to cited text no. 104
    
105.
Jüni P, Rothenbühler M, Bobos P, Thorpe KE, da Costa BR, Fisman DN, et al. Impact of climate and public health interventions on the COVID-19 pandemic: A prospective cohort study. CMAJ 2020;192:E566-73.  Back to cited text no. 105
    
106.
Kulkarni H, Khandait H, Narlawar UW, Rathod P, Mamtani M. Independent association of meteorological characteristics with initial spread of Covid-19 in India. Sci Total Environ 2021;764:142801.  Back to cited text no. 106
    
107.
Kumar G, Kumar RR. A correlation study between meteorological parameters and COVID-19 pandemic in Mumbai, India. Diabetes Metab Syndr 2020;14:1735-42.  Back to cited text no. 107
    
108.
Ladha N, Bhardwaj P, Charan J, Mitra P, Goyal JP, Sharma P, et al. Association of environmental parameters with COVID-19 in Delhi, India. Indian J Clin Biochem 2020;35:497-501.  Back to cited text no. 108
    
109.
Leichtweis BG, de Faria Silva L, da Silva FL, Peternelli LA. How the global health security index and environment factor influence the spread of COVID-19: A country level analysis. One Health 2021;12:100235.  Back to cited text no. 109
    
110.
Li H, Xu XL, Dai DW, Huang ZY, Ma Z, Guan YJ. Air pollution and temperature are associated with increased COVID-19 incidence: A time series study. Int J Infect Dis 2020;97:278-82.  Back to cited text no. 110
    
111.
Lin J, Huang W, Wen M, Li D, Ma S, Hua J, et al. Containing the spread of coronavirus disease 2019 (COVID-19): Meteorological factors and control strategies. Sci Total Environ 2020;744:140935.  Back to cited text no. 111
    
112.
Lin S, Fu Y, Jia X, Ding S, Wu Y, Huang Z. Discovering correlations between the COVID-19 epidemic spread and climate. Int J Environ Res Public Health 2020;17:7958.  Back to cited text no. 112
    
113.
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. Sci Total Environ 2020;726:138513.  Back to cited text no. 113
    
114.
Lorenzo JS, Tam WW, Seow WJ. Association between air quality, meteorological factors and COVID-19 infection case numbers. Environ Res 2021;197:111024.  Back to cited text no. 114
    
115.
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. Sci Total Environ 2020;724:138226.  Back to cited text no. 115
    
116.
Sarkodie SA, Owusu PA. Global effect of city-to-city air pollution, health conditions, climatic & socio-economic factors on COVID-19 pandemic. Sci Total Environ 2021;778:146394.  Back to cited text no. 116
    
117.
Zhang C, Liao H, Strobl E, Li H, Li R, Jensen SS, et al. The role of weather conditions in COVID-19 transmission: A study of a global panel of 1236 regions. J Clean Prod 2021;292:125987.  Back to cited text no. 117
    
118.
Menebo MM. Temperature and precipitation associate with Covid-19 new daily cases: A correlation study between weather and Covid-19 pandemic in Oslo, Norway. Sci Total Environ 2020;737:139659.  Back to cited text no. 118
    
119.
Meraj G, Farooq M, Singh SK, Romshoo SA, Sudhanshu, Nathawat MS, et al. Coronavirus pandemic versus temperature in the context of Indian subcontinent: a preliminary statistical analysis. Environ Dev Sustain 2021;23:6524-34.  Back to cited text no. 119
    
120.
Meyer A, Sadler R, Faverjon C, Cameron AR, Bannister-Tyrrell M. Evidence that higher temperatures are associated with a marginally lower incidence of COVID-19 cases. Front Public Health 2020;8:367.  Back to cited text no. 120
    
121.
Mofijur M, Fattah IM, Islam A, Uddin MN, Rahman SM, Chowdhury MA, et al. Relationship between weather variables and new daily COVID-19 cases in Dhaka, Bangladesh. Sustainability 2020;12:10.  Back to cited text no. 121
    
122.
Mozumder MS, Amin MS, Uddin MR, Talukder MJ. Coronavirus COVID-19 outbreak and control: Effect of temperature, relative humidity, and lockdown implementation. Arch Pediatr 2021;28:111-6.  Back to cited text no. 122
    
123.
Paez A, Lopez FA, Menezes T, Cavalcanti R, Pitta MG. A Spatio-temporal analysis of the environmental correlates of COVID-19 incidence in Spain. Geogr Anal 2020;53:397-421.  Back to cited text no. 123
    
124.
Pahuja S, Madan M, Mittal S, Pandey RM, Nilima, Madan K, et al. Weather parameters and COVID-19: a correlational analysis. J Occup Environ Med 2021;63:69-73.  Back to cited text no. 124
    
125.
Palialol B, Pereda P, Azzoni C. Does weather influence COVID-19 transmission? Reg Sci Policy Pract 2020;12:981-1004.  Back to cited text no. 125
    
126.
Pan J, Yao Y, Liu Z, Meng X, Ji JS, Qiu Y, et al. Warmer weather unlikely to reduce the COVID-19 transmission: An ecological study in 202 locations in 8 countries. Sci Total Environ 2021;753:142272.  Back to cited text no. 126
    
127.
He Z, Chin Y, Yu S, Huang J, Zhang CJ, Zhu K, et al. The influence of average temperature and relative humidity on new cases of COVID-19: Time-series analysis. JMIR Public Health Surveill 2021;7:e20495.  Back to cited text no. 127
    
128.
Pequeno P, Mendel B, Rosa C, Bosholn M, Souza JL, Baccaro F, et al. Air transportation, population density and temperature predict the spread of COVID-19 in Brazil. PeerJ 2020;8:e9322.  Back to cited text no. 128
    
129.
Pirouz B, Shaffiee Haghshenas S, Pirouz B, Shaffiee Haghshenas S, Piro P. Development of an assessment method for investigating the impact of climate and urban parameters in confirmed cases of COVID-19: A new challenge in sustainable development. Int J Environ Res Public Health 2020;17:2801.  Back to cited text no. 129
    
130.
Kaplin A, Junker C, Kumar A, Ribeiro MA, Yu E, Wang M, et al. Evidence and magnitude of the effects of meteorological changes on SARS-CoV-2 transmission. PLoS One 2021;16:e0246167.  Back to cited text no. 130
    
131.
Pramanik M, Udmale P, Bisht P, Chowdhury K, Szabo S, Pal I. Climatic factors influence the spread of COVID-19 in Russia. Int J Environ Health Res 2020;32:723-37.  Back to cited text no. 131
    
132.
Rehman Y, Rehman N. Association of climatic factors with COVID-19 in Pakistan. AIMS Public Health 2020;7:854-68.  Back to cited text no. 132
    
133.
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.  Back to cited text no. 133
    
134.
Rouen A, Adda J, Roy O, Rogers E, Lévy P. COVID-19: Relationship between atmospheric temperature and daily new cases growth rate. Epidemiol Infect 2020;148:e184.  Back to cited text no. 134
    
135.
Sahoo PK, Mangla S, Pathak AK, Salãmao GN, Sarkar D. Pre-to-post lockdown impact on air quality and the role of environmental factors in spreading the COVID-19 cases – A study from a worst-hit state of India. Int J Biometeorol 2021;65:205-22.  Back to cited text no. 135
    
136.
Sahoo MM. Significance between air pollutants, meteorological factors, and COVID-19 infections: Probable evidences in India. Environ Sci Pollut Res Int 2021;28:40474-95.  Back to cited text no. 136
    
137.
Sehra ST, Salciccioli JD, Wiebe DJ, Fundin S, Baker JF. Maximum daily temperature, precipitation, ultraviolet light, and rates of transmission of severe acute respiratory syndrome coronavirus 2 in the United States. Clin Infect Dis 2020;71:2482-7.  Back to cited text no. 137
    
138.
Sfica L, Bulai M, Amihaesei VA, Ion C, Stefan M. Weather conditions (with Focus on UV Radiation) associated with COVID-19 outbreak and worldwide climate-based prediction for future prevention. Aerosol Air Qual Res 2020;20:1862-73.  Back to cited text no. 138
    
139.
Shahzad F, Shahzad U, Fareed Z, Iqbal N, Hashmi SH, Ahmad F. Asymmetric nexus between temperature and COVID-19 in the top ten affected provinces of China: A current application of Quantile-on-Quantile approach. Sci Total Environ 2020;736:139115.  Back to cited text no. 139
    
140.
Shahzad K, Shahzad U, Iqbal N, Shahzad F, Fareed Z. Effects of climatological parameters on the outbreak spread of COVID-19 in highly affected regions of Spain. Environ Sci Pollut Res Int 2020;27:39657-66.  Back to cited text no. 140
    
141.
Sharma P, Singh AK, Agrawal B, Sharma A. Correlation between weather and COVID-19 pandemic in India: An empirical investigation. J Public Aff 2020;20:e2222.  Back to cited text no. 141
    
142.
Sharma GD, Bansal S, Yadav A, Jain M, Garg I. Meteorological factors, COVID-19 cases, and deaths in top 10 most affected countries: An econometric investigation. Environ Sci Pollut Res Int 2021;28:28624-39.  Back to cited text no. 142
    
143.
Shi P, Dong Y, Yan H, Zhao C, Li X, Liu W, et al. Impact of temperature on the dynamics of the COVID-19 outbreak in China. Sci Total Environ 2020;728:138890.  Back to cited text no. 143
    
144.
Singh O, Bhardwaj P, Kumar D. Association between climatic variables and COVID-19 pandemic in National Capital Territory of Delhi, India. Environ Dev Sustain 2020;23:9514-28.  Back to cited text no. 144
    
145.
Singh PK, Kiran R, Bhatt RK, Tabash MI, Pandey AK, Chouhan A. COVID-19 pandemic and transmission factors: An empirical investigation of different countries. J Public Aff 2021;21:e2648.  Back to cited text no. 145
    
146.
Spena A, Palombi L, Corcione M, Quintino A, Carestia M, Spena VA. Predicting SARS-CoV-2 weather-induced seasonal virulence from atmospheric air enthalpy. Int J Environ Res Public Health 2020;17:9059.  Back to cited text no. 146
    
147.
Suhaimi NF, Jalaludin J, Latif MT. Demystifying a possible relationship between COVID-19, air quality and meteorological factors: Evidence from Kuala Lumpur, Malaysia. Aerosol Air Qual Res 2020;20:1520-9.  Back to cited text no. 147
    
148.
To T, Zhang K, Maguire B, Terebessy E, Fong I, Parikh S, et al. Correlation of ambient temperature and COVID-19 incidence in Canada. Sci Total Environ 2021;750:141484.  Back to cited text no. 148
    
149.
Tobías A, Molina T, Rodrigo M, Saez M. Meteorological factors and incidence of COVID-19 during the first wave of the pandemic in Catalonia (Spain): A multi-county study. One Health 2021;12:100239.  Back to cited text no. 149
    
150.
Tosepu R, Gunawan J, Effendy DS, Ahmad OA, Lestari H, Bahar H, et al. Correlation between weather and Covid-19 pandemic in Jakarta, Indonesia. Sci Total Environ 2020;725:138436.  Back to cited text no. 150
    
151.
Tzampoglou P, Loukidis D. Investigation of the importance of climatic factors in COVID-19 worldwide intensity. Int J Environ Res Public Health 2020;17:7730.  Back to cited text no. 151
    
152.
Ujiie M, Tsuzuki S, Ohmagari N. Effect of temperature on the infectivity of COVID-19. Int J Infect Dis 2020;95:301-3.  Back to cited text no. 152
    
153.
Ward MP, Xiao S, Zhang Z. Humidity is a consistent climatic factor contributing to SARS-CoV-2 transmission. Transbound Emerg Dis 2020;67:3069-74.  Back to cited text no. 153
    
154.
Ward MP, Xiao S, Zhang Z. The role of climate during the COVID-19 epidemic in New South Wales, Australia. Transbound Emerg Dis 2020;67:2313-7.  Back to cited text no. 154
    
155.
Wei JT, Liu YX, Zhu YC, Qian J, Ye RZ, Li CY, et al. Impacts of transportation and meteorological factors on the transmission of COVID-19. Int J Hyg Environ Health 2020;230:113610.  Back to cited text no. 155
    
156.
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. Sci Total Environ 2020;729:139051.  Back to cited text no. 156
    
157.
Xie Z, Qin Y, Li Y, Shen W, Zheng Z, Liu S. Spatial and temporal differentiation of COVID-19 epidemic spread in mainland China and its influencing factors. Sci Total Environ 2020;744:140929.  Back to cited text no. 157
    
158.
Yang XD, Li HL, Cao YE. Influence of meteorological factors on the COVID-19 transmission with season and geographic location. Int J Environ Res Public Health 2021;18:484.  Back to cited text no. 158
    
159.
Yu X. Impact of mitigating interventions and temperature on the instantaneous reproduction number in the COVID-19 pandemic among 30 US metropolitan areas. One Health 2020;10:100160.  Back to cited text no. 159
    
160.
Xie J, Zhu Y. Association between ambient temperature and COVID-19 infection in 122 cities from China. Sci Total Environ 2020;724:138201.  Back to cited text no. 160
    
161.
Zhu L, Liu X, Huang H, Avellán-Llaguno RD, Lazo MM, Gaggero A, et al. Meteorological impact on the COVID-19 pandemic: A study across eight severely affected regions in South America. Sci Total Environ 2020;744:140881.  Back to cited text no. 161
    
162.
Zhu G, Zhu Y, Wang Z, Meng W, Wang X, Feng J, et al. The association between ambient temperature and mortality of the coronavirus disease 2019 (COVID-19) in Wuhan, China: A time-series analysis. BMC Public Health 2021;21:117.  Back to cited text no. 162
    


    Figures

  [Figure 1], [Figure 2]
 
 
    Tables

  [Table 1]



 

Top
Previous article  Next article
 
  Search
 
Similar in PUBMED
   Search Pubmed for
   Search in Google Scholar for
 Related articles
Access Statistics
Email Alert *
Add to My List *
* Registration required (free)

 
  In this article
Abstract
Introduction
Materials and Me...
Results
Discussion
Conclusions
References
Article Figures
Article Tables

 Article Access Statistics
    Viewed190    
    Printed8    
    Emailed0    
    PDF Downloaded26    
    Comments [Add]    

Recommend this journal