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Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential
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 a...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9464060/ https://www.ncbi.nlm.nih.gov/pubmed/36088430 http://dx.doi.org/10.1007/s11538-022-01070-y |
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author | Masud, M.A Islam, Md. Hamidul Kim, Byul Nim |
author_facet | Masud, M.A Islam, Md. Hamidul Kim, Byul Nim |
author_sort | Masud, M.A |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9464060 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-94640602022-09-12 Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential Masud, M.A Islam, Md. Hamidul Kim, Byul Nim Bull Math Biol Special Collection: Modelling of Biological Systems 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. Springer US 2022-09-10 2022 /pmc/articles/PMC9464060/ /pubmed/36088430 http://dx.doi.org/10.1007/s11538-022-01070-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Special Collection: Modelling of Biological Systems Masud, M.A Islam, Md. Hamidul Kim, Byul Nim Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential |
title | Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential |
title_full | Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential |
title_fullStr | Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential |
title_full_unstemmed | Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential |
title_short | Understanding the Role of Environmental Transmission on COVID-19 Herd Immunity and Invasion Potential |
title_sort | understanding the role of environmental transmission on covid-19 herd immunity and invasion potential |
topic | Special Collection: Modelling of Biological Systems |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9464060/ https://www.ncbi.nlm.nih.gov/pubmed/36088430 http://dx.doi.org/10.1007/s11538-022-01070-y |
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