Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential

被引:0
作者
M.A Masud
Md. Hamidul Islam
Byul Nim Kim
机构
[1] Korea Institute of Science and Technology,Natural Product Informatics Research Center
[2] University of Rajshahi,Department of Applied Mathematics
[3] Kyungpook National University,Institute for Mathematical Convergence
来源
Bulletin of Mathematical Biology | 2022年 / 84卷
关键词
COVID-19; Vaccination; Indirect transmission; Mathematical modeling; Identifiability;
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学科分类号
摘要
COVID-19 is caused by the SARS-CoV-2 virus, which is mainly transmitted directly between humans. However, it is observed that this disease can also be transmitted through an indirect route via environmental fomites. The development of appropriate and effective vaccines has allowed us to target and anticipate herd immunity. Understanding of the transmission dynamics and the persistence of the virus on environmental fomites and their resistive role on indirect transmission of the virus is an important scientific and public health challenge because it is essential to consider all possible transmission routes and route specific transmission strength to accurately quantify the herd immunity threshold. In this paper, we present a mathematical model that considers both direct and indirect transmission modes. Our analysis focuses on establishing the disease invasion threshold, investigating its sensitivity to both transmission routes and isolate route-specific transmission rate. Using the tau-leap algorithm, we perform a stochastic model simulation to address the invasion potential of both transmission routes. Our analysis shows that direct transmission has a higher invasion potential than that of the indirect transmission. As a proof of this concept, we fitted our model with early epidemic data from several countries to uniquely estimate the reproduction numbers associated with direct and indirect transmission upon confirming the identifiability of the parameters. As the indirect transmission possess lower invasion potential than direct transmission, proper estimation and necessary steps toward mitigating it would help reduce vaccination requirement.
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  • [1] Adewole MO(2021)Modeling the dynamics of COVID-19 in Nigeria Int J Appl Comput Math 7 1-25
  • [2] Onifade AA(2016)Drivers of MERS-CoV transmission: what do we know? Expert Rev Respir Med 10 331-338
  • [3] Abdullah FA(2021)Surface interactions and viability of coronaviruses J R Soc Interface 18 20200798-1407
  • [4] Kasali F(2021)Mechanistic transmission modeling of COVID-19 on the diamond princess cruise ship demonstrates the importance of aerosol transmission Proc Natl Acad Sci 118 25-940
  • [5] Ismail AI(2020)Environmental factors involved in SARS-COV-2 transmission: effect and role of indoor environmental quality in the strategy for COVID-19 infection control Environ Health Prev Med 25 66-11
  • [6] Al-Tawfiq JA(2020)Presumed asymptomatic carrier transmission of COVID-19 JAMA 323 1406-6527
  • [7] Memish ZA(2012)Reproduction numbers for infections with free-living pathogens growing in the environment J Biol Dyn 6 923-72
  • [8] Aydogdu M(2009)The role of environmental transmission in recurrent avian influenza epidemics PLoS Comput Biol 5 1-434
  • [9] Altun E(2021)Survival of SARS-CoV-2 on clothing materials Adv Virol 123 054104-175
  • [10] Chung E(2005)Avoiding negative populations in explicit Poisson tau-leaping J Chem Phys 6 6509-10