Transmission rate and control efficiency of COVID-19 was lower in warm and wet climate

References

• Araujo MB, Naimi B. 2020. Spread of SARS-CoV-2 coronavirus likely to be constrained by climate. medRxiv.2020.2003.2012.20034728. doi:10.1101/2020.03.12.20034728.
   Google Scholar
• Bivand R, Keitt T, Rowlingson B. 2016. Rgdal: bindings for the geospatial data abstraction library. 11–10.
   Google Scholar
• Briz-Redón Á, Serrano-Aroca Á. 2020. A spatio-temporal analysis for exploring the effect of temperature on COVID-19 early evolution in Spain. Sci Total Environ. 728:138811. 2020/08/01/. doi:10.1016/j.scitotenv.2020.138811.
   PubMed Web of Science ®Google Scholar
• Bu J, Peng DD, Xiao H, Yue Q, Han Y, Lin Y, Hu G, Chen J. 2020. Analysis of meteorological conditions and prediction of epidemic trend of 2019-nCov infection in 2020. medRxiv.2020.2002.2013.20022715.
   Google Scholar
• [CCU] Center for International Earth Science Information Network. 2018. Gridded population of the world, version 4 (GPWv4): administrative unit center points with population estimates, revision 11. Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC). doi:10.7927/H4BC3WMT.
   Google Scholar
• Chen B, Liang H, Yuan X, Hu Y, Xu M, Zhao Y, Zhang B, Tian F, Zhu X. 2020. Roles of meteorological conditions in COVID-19 transmission on a worldwide scale. medRxiv.2020.2003.2016.20037168. doi:10.1101/2020.03.16.20037168.
   Google Scholar
• Climate Prediction Center. 2022. The CPC unified global daily precipitation analysis. https://ftp.cpc.ncep.noaa.gov/GIS/GRADS_GIS/GeoTIFF/GLB_DLY_PREC/daily/.
   Google Scholar
• Dong E, Du H, Gardner L. 2020. An interactive web-based dashboard to track COVID-19 in real time. Lancet Infect Dis. 20(5):533–534.
   PubMed Web of Science ®Google Scholar
• Ficetola GF, Rubolini D. 2021 Mar 20. Containment measures limit environmental effects on COVID-19 early outbreak dynamics. Sci Total Environ. 761:144432. Epub 2020/12/29. doi:10.1016/j.scitotenv.2020.144432.
   PubMed Web of Science ®Google Scholar
• Fick SE, Hijmans RJ. 2017. WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. Int J Climatol. 37(12):4302–4315. 2017/10/01.
   Web of Science ®Google Scholar
• Gilbert M, Pullano G, Pinotti F, Valdano E, Poletto C, Boëlle PY, D’Ortenzio E, Yazdanpanah Y, Eholie SP, Altmann M, et al. 2020. Preparedness and vulnerability of African countries against importations of COVID-19: a modelling study. The Lancet. 395(10227):871–877.
   PubMed Web of Science ®Google Scholar
• Jüni P, Rothenbühler M, Bobos P, Thorpe KE, da Costa BR, Fisman DN, Slutsky AS, Gesink D. 2020. Impact of climate and public health interventions on the COVID-19 pandemic: a prospective cohort study. Can Med Ass J cmaj. 192(21):200920.
   Web of Science ®Google Scholar
• Kudo E, Song E, Yockey LJ, Rakib T, Wong PW, Homer RJ, Iwasaki A. 2019. Low ambient humidity impairs barrier function and innate resistance against influenza infection. Proc Nat Acad Sci. 116(22):10905–10910.
   PubMed Web of Science ®Google Scholar
• Li Q, Guan X, Wu P, Wang X, Zhou L, Tong Y, Ren R, Leung KSM, Lau EHY, Wong JY, et al. 2020. Early transmission dynamics in Wuhan, China, of novel coronavirus–infected pneumonia. N Engl J Med. 382(13):1199–1207.
   PubMed Web of Science ®Google Scholar
• Lowen AC, Steel J, Schultz-Cherry S. 2014. Roles of humidity and temperature in shaping influenza seasonality. J Virol. 88(14):7692–7695. Epub 04/30.
   PubMed Web of Science ®Google Scholar
• Ma Y, Zhao Y, Liu J, He X, Wang B, Fu S, Yan J, Niu J, Zhou J, Luo B. 2020. Effects of temperature variation and humidity on the death of COVID-19 in Wuhan, China. Sci Total Environ. 724:138226. 2020/03/26/.
   PubMed Web of Science ®Google Scholar
• Merow C, Urban MC. 2020. Seasonality and uncertainty in COVID-19 growth rates. Proc Nat Acad Sci. 117(44):27456–27464. medRxiv.2020.2004.2019.20071951.
   PubMed Web of Science ®Google Scholar
• Meyer A, Sadler R, Faverjon C, Cameron AR, Bannister-Tyrrell M. 2020. Evidence that higher temperatures are associated with a marginally lower incidence of COVID-19 cases. Front Publ Health. 8 [accessed 2020 July 10]:[8 p.].
   Web of Science ®Google Scholar
• NASA Earth Observations. 2022. Land surface temperature [day] (1 day - TERRA/MODIS). https://neo.gsfc.nasa.gov/view.php?datasetId=MOD_LSTD_D.
   Google Scholar
• National Academies of Sciences E, Medicine. 2020. Rapid expert consultation on SARS-CoV-2 survival in relation to temperature and humidity and potential for seasonality for the COVID-19 pandemic. Washington, DC:The National Academies Press; [accessed 2020 Apr 7].
   Google Scholar
• Notari A. 2021. Temperature dependence of COVID-19 transmission. Science of The Total Environment. 763:144390. doi:10.1016/j.scitotenv.2020.144390.
   PubMed Web of Science ®Google Scholar
• Prata DN, Rodrigues W, Bermejo PH. 2020. Temperature significantly changes COVID-19 transmission in (sub)tropical cities of Brazil. Sci Total Environ. 729:138862. 2020/08/10/. doi:10.1016/j.scitotenv.2020.138862.
   PubMed Web of Science ®Google Scholar
• Qi H, Xiao S, Shi R, Ward MP, Chen Y, Tu W, Su Q, Wang W, Wang X, Zhang Z. 2020. COVID-19 transmission in mainland China is associated with temperature and humidity: a time-series analysis. Sci Total Environ. 728:138778. 2020/04/19/.
   PubMed Web of Science ®Google Scholar
• R Core Team. 2019. R: a language and environment for statistical computing. https://www.R-project.org.
   Google Scholar
• Ren Z, Zou F, Yu Y, Wang G, Zhang Z, Fan S, Zhang Z, Sun C. 2020. Daily dataset of China surface climate data. Beijing: National Meteorological Information Center.
   Google Scholar
• Shi P, Dong Y, Yan H, Li X, Zhao C, Liu W, He M, Tang S, Xi S. 2020. The impact of temperature and absolute humidity on the coronavirus disease 2019 (COVID-19) outbreak - evidence from China. medRxiv.2020.2003.2022.20038919. doi:10.1101/2020.03.22.20038919.
   Google Scholar
• Sobral MFF, Duarte GB, da Penha Sobral AIG, Marinho MLM, de Souza Melo A. 2020. Association between climate variables and global transmission of SARS-CoV-2. Sci Total Environ. 729:138997. 2020/08/10/. doi:10.1016/j.scitotenv.2020.138997.
   PubMed Web of Science ®Google Scholar
• Tian H, Liu Y, Li Y, Wu CH, Chen B, Kraemer MUG, Li B, Cai J, Xu B, Yang Q, et al. 2020. An investigation of transmission control measures during the first 50 days of the COVID-19 epidemic in China. Sci. 368(6491):eabb6105.
   Web of Science ®Google Scholar
• Triplett M. 2020. Evidence that higher temperatures are associated with lower incidence of COVID-19 in pandemic state, cumulative cases reported up to. [accessed 2020 Mar 27]. medRxiv.2020.2004.2002.20051524.
   Google Scholar
• Wan X, Cheng C, Zhang Z. 2020. Early transmission of COVID-19 has an optimal temperature but late transmission decreases in warm climate. medRxiv.2020.2005.2014.20102459. doi:10.1101/2020.05.14.20102459.
   Google Scholar
• Wang M, Jiang A, Gong L, Luo L, Guo W, Li C, Zheng J, Li C, Yang B, Zeng J, et al. 2020. Temperature significant change COVID-19 transmission in 429 cities. medRxiv.2020.2002.2022.20025791. doi:10.1101/2020.02.22.20025791.
   Google Scholar
• Wang J, Tang K, Feng K, Lv W, Chen, K, Wang, F. 2021. Impact of temperature and relative humidity on the transmission of COVID-19: a modelling study in China and the United States. BMJ Open. 11(2):e043863. doi:10.1136/bmjopen-2020-043863.
   PubMed Web of Science ®Google Scholar
• Wood SN. 2011. Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models. J Royal Stat Soc Ser B (Stat Methodol). 73(1):3–36.
   Google Scholar
• Wu Y, Jing W, Liu J, Ma Q, Yuan J, Wang Y, Du M, Liu M. 2020. Effects of temperature and humidity on the daily new cases and new deaths of COVID-19 in 166 countries. Sci Total Environ. 729:139051. 2020/08/10/. doi:10.1016/j.scitotenv.2020.139051.
   PubMed Web of Science ®Google Scholar
• Yang Z, Zeng Z, Wang K, Wong SS, Liang W, Zanin M, Liu P, Cao X, Gao Z, Mai Z, et al. 2020. Modified SEIR and AI prediction of the epidemics trend of COVID-19 in China under public health interventions. J Thorac Dis. 12(3):165–174.
   PubMed Web of Science ®Google Scholar
• Yao Y, Pan J, Liu Z, Meng X, Wang W, Kan H, Wang W. 2020. No association of COVID-19 transmission with temperature or UV radiation in Chinese cities. Eur Respir J. 55(5):2000517.
   PubMed Web of Science ®Google Scholar
• Zhang ZB, Sheng CF, Ma ZF, Li DM. 2004 Sep. The outbreak pattern of the SARS cases in Asia. Chinese Sci Bullet.49(17):1819–1823.
   PubMedGoogle Scholar