Tropical Climate Less Affects Covid19 Transmission than Population Density: Perspective of Indonesia
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Introduction: Indonesia is ranked the 4th most populous country in the world. Since Covid19 is highly transmissible from human to human, Indonesia might suffer a long period of the Covid19 pandemic than other less-populous countries. This study aimed to find the correlations of tropical climate, population density and confounding factors with Covid19 progression in Indonesia from March to August 2020. Methods: The climatological data, population density, laboratory testing, and the confirmed Covid19 cases were statistically analyzed. The correlations between each data were performed with Pearson's Correlation Coefficient using a Statistical Package for the Social Sciences. The values of statistical significance were considered at 95% and 99% confidence intervals. Results and Discussion: Indonesia recorded more than 1,315 confirmed Covid19 cases in almost all provinces (30 out of 34) during the dry season (March to August 2020). During the early pandemic, DKI Jakarta and East Java have been the epicenters of the pandemic in Indonesia. Humidity and precipitation have a weak negative correlation, while the temperatures have a weak positive correlation. Population density and laboratory testing have a strong positive and significant correlation with the cumulative confirmed Covid19 cases. Conclusion: Our study indicates that tropical climate less affects the cumulative Covid19 case in Indonesia than population density and laboratory testing capacity.
Worldometer. Covid19 Coronavirus Pandemic. United States: Worldometer. https://www. worldometers.info/coronavirus/
Indonesian Task Force for Covid19. Information and Data of Covid19. Jakarta: Indonesian Task Force for Covid19; 2020. https://www.covid19.go.id/
Heininger U. Severe Acute Respiratory Syndrome Coronavirus 2 Vaccines: Setting Expectations Appropriately. Pediatr Infect Dis J. 2020;39(7):E123–124. https://doi.org/10.1097/ inf.0000000000002741
Pani SK, Lin NH, Ravindrababu S. Association of Covid19 Pandemic with Meteorological Parameters over Singapore. Sci Total Environ. 2020;740(140112):1-10. https://doi.org/10.1016/j. scitotenv.2020.140112
Chattopadhyay I, Kiciman E, Elliott JW, Shaman JL, Rzhetsky A. Conjunction of Factors Triggering Waves of Seasonal Influenza. Elife. 2018;7(e30756):1–44. https://doi.org/10.7554/eLife.30756
Puspa KD, Pangesti KNA, Setiawaty V. Effects of Climate Change on The Distribution of Influenza Virus in Indonesia in 2012-2013. Heal Sci J Indones. 2015;5(2):78–82. https://doi.org/10.22435/hsji.v5i2 Dec.3594.78-82
Killerby ME, Biggs HM, Haynes A, Dahl RM, Mustaquim D, Gerber SI, et al. Human Coronavirus Circulation in The United States 2014–2017. J Clin Virol. 2018;101(1):52–56. http://dx.doi. org/10.1016/j.jcv.2018.01.019
Dalziel BD, Kissler S, Gog JR, Viboud C, Bjí¸rnstad ON, Metcalf CJE, et al. Urbanization and Humidity Shape The Intensity of Influenza Epidemics in U.S. Cities. Science. 2018;362(6410):75–79. https://doi. org/10.1126/science.aat6030
Martinez ME. The Calendar of Epidemics: Seasonal Cycles Oof Infectious Diseases. PLoS Pathog. 2018;14(11):1–15. https://doi.org/10.1371/journal. ppat.1007327
Foxman EF, Storer JA, Fitzgerald ME, Wasik BR, Hou L, Zhao H, et al. Temperature-Dependent Innate Defense Against The Common Cold Virus Limits Viral Replication at Warm Temperature in Mouse Airway Cells. Proc Natl Acad Sci. 2015;112(3):827– 832. https://doi.org/10.1073/pnas.1411030112
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 Covid19 in 166 Countries. Sci Total Environ. 2020;729(139051):1–7. https://doi.org/10.1016/j.scitotenv.2020.139051
Pirouz B, Sha S, Pirouz B, Sha S, Piro P. Development of an Assessment Method for Investigating the Impact of Climate and Urban Parameters in Confirmed Cases of Covid19: A New Challenge in Sustainable Development. Int J Environ Res Public Health. 2020;17(8):2801. http:// dx.doi.org/10.3390/ijerph17082801
Prather BKA, Wang CC, Schooley RT. Reducing transmission of SARS-CoV-2. Science. 2020;368(6498):1422–1424. https://doi. org/10.1126/science.abc6197
Sari PN, Alfian AR, Firdani F. Correlation of Ambient Temperature with Increasing of Covid19 Cases in a Tropical City. J Kesehat Lingkung. 2021;13(3):186- 192. http://dx.doi.org/10.20473/jkl.v13i3.2021.186- 192
Bhadra A, Mukherjee A, Sarkar K. Impact of Population Density on Covid19 Infected and mortality rate in India. Model Earth Syst Environ. 2021;7(1):623–629. https://doi.org/10.1007/ s40808-020-00984-7
Tosepu R, Gunawan J, Effendy DS, Ahmad LOAI, Lestari H, Bahar H, et al. Correlation Between Weather and Covid19 Pandemic in Jakarta, Indonesia. Sci Total Environ. 2020;725(138136):1-4. https://doi.org/10.1016/j.scitotenv.2020.138436
Wei J Te, Liu YX, Zhu YC, Qian J, Ye RZ, Li CY, et al. Impacts of Transportation and Meteorological Factors on The Transmission of Covid19. Int J Hyg Environ Health. 2020;230(113610):1-7. https://doi. org/10.1016/j.ijheh.2020.113610
Ma Y, Zhao Y, Liu J, He X, Wang B, Fu S, et al. Effects of Temperature Variation and Humidity on The Death of Covid19 in Wuhan, China. Sci Total Environ. 2020;724(138226):1-7. https://doi. org/10.1016/j.scitotenv.2020.138226
Wang J, Tang K, Feng K, Lu W. High Temperature and High Humidity Reduce the Transmission of Covid19. BMJ Open. 2020;11(2):e043863. https:// doi.org/10.2139/ssrn.3551767
Ujiie M, Tsuzuki S, Ohmagari N. Effect of Temperature on the Infectivity of Covid19. Int J Infect Dis. 2020;95(1):301–303. https://doi.org/10.1016/j. ijid.2020.04.068
Wu F, Zhao S, Yu B, Chen YM, Wang W, Song ZG, et al. A New Coronavirus Associated with Human Respiratory Disease in China. Nature. 2020;579(7798):265–269. https://doi.org/10.1038/ s41586-020-2008-3
Iqbal MM, Abid I, Hussain S, Shahzad N, Waqas MS, Iqbal MJ. The Effects of Regional Climatic Condition on The Spread of Covid19 at Global Scale. Sci Total Environ. 2020;739(140101):1-9. https://doi.org/10.1016/j.scitotenv.2020.140101
Xie J, Zhu Y. Association Between Ambient Temperature and Covid19 Infection in 122 Cities from China. Sci Total Environ. 2020;724(138201):1-5. https://doi.org/10.1016/j.scitotenv.2020.138201
Chin AWH, Chu JTS, Perera MRA, Hui KPY, Yen H-L, Chan MCW, et al. Stability of SARS-CoV-2 in Different Environmental Conditions. The Lancet Microbe. 2020;1(1):e10. http://dx.doi.org/10.1016/ S2666-5247(20)30003-3
McClymont H, Hu W. Weather Variability and Covid19 Transmission: A Review Of Recent Research. Int J Environ Res Public Health. 2021;18(2):1–19. https://doi.org/10.3390/ijerph18020396
Suhaimi NF, Jalaludin J, Latif MT. Demystifying a Possible Relationship Between Covid19, Air Quality and Meteorological Factors: Evidence from Kuala Lumpur, Malaysia. Aerosol Air Qual Res. 2020;20(7):1520–1529. https://doi.org/10.4209/ aaqr.2020.05.0218
Yao Y, Pan J, Liu Z, Meng X, Wang W, Kan H, et al. No Association of Covid19 Transmission With Temperature or UV Radiation in Chinese Cities. Eur Respir J. 2020;55(5):7–9. https://doi. org/10.1183/13993003.00517-2020
Bu J, Peng D-D, Xiao H, Yue Q, Han Y, Lin Y, et al. Analysis of Meteorological Conditions and Prediction of Epidemic Trend of 2019-nCoV Infection in 2020. Preprints medRxiv. 2020;1(1). https://doi.org/10.11 01/2020.02.13.20022715
Feng Y, Marchal T, Sperry T, Yi H. Influence of Wind and Relative Humidity on The Social Distancing Effectiveness to Prevent Covid19 Airborne Transmission: A Numerical Study. J Aerosol Sci. 2020;147(105585):1-19. https://doi.org/10.1016/j. jaerosci.2020.105585
Ahlawat A, Wiedensohler A, Mishra SK. An Overview on The Role of Relative Humidity in Airborne Transmission Of SARS-CoV-2 in Indoor Environments. Aerosol Air Qual Res. 2020;20(9):1856–1861. https://doi.org/10.4209/ aaqr.2020.06.0302
Somsen GA, van Rijn C, Kooij S, Bem RA, Bonn D. Small Droplet Aerosols In Poorly Ventilated Spaces and SARS-CoV-2 Transmission. Lancet Respir Med. 2020;8(7):658–659. http://dx.doi.org/10.1016/ S2213-2600(20)30245-9
Ng CS, Chong KL, Yang R, Li M, Verzicco R, Lohse D. Growth of Respiratory Droplets in Cold and Humid Air. Phys Rev Fluids. 2021;6(5):1–15. https://doi.org/10.1103/PhysRevFluids.6.054303
Méndez-Arriaga F. The Temperature and Regional Climate Effects on Communitarian Covid19 Contagion in Mexico Throughout Phase 1. Sci Total Environ. 2020;735(139560):1-23. https://doi. org/10.1016/j.scitotenv.2020.139560
Lu C Wei, Liu X Fen, Jia Z Fang. 2019-nCoV Transmission Through The Ocular Surface Must Not Be Ignored. Lancet. 2020;395(10224):e39. http://dx.doi.org/10.1016/S0140-6736(20)30313-5
Chien LC, Chen LW. Meteorological Impacts on the Incidence of Covid19 in The U.S. Stoch Environ Res Risk Assess. 2020;34(10):1675–1680. https:// doi.org/10.1007/s00477-020-01835-8
Menebo MM. Temperature and Precipitation Associate With Covid19 New Daily Cases: A Correlation Study Between Weather and Covid19 Pandemic in Oslo, Norway. Sci Total Environ. 2020;737(139659):1-5. https://doi.org/10.1016/j. scitotenv.2020.13965
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