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Impact of vaccination on the entire population and dose-response relation of COVID-19
OBJECTIVE: The objective of this study is to develop a mathematical model for the COVID-19 pandemic including vaccination, the transmissibility of the virus-pathogen dose-response relationship, vaccine efficiency, and vaccination rate. METHODS: The Runge-Kutta (RK-45) method was applied to solve the...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier España, S.L.U.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10156990/ https://www.ncbi.nlm.nih.gov/pubmed/37362834 http://dx.doi.org/10.1016/j.vacun.2023.04.004 |
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author | Malek, Abdul Hoque, Ashabul |
author_facet | Malek, Abdul Hoque, Ashabul |
author_sort | Malek, Abdul |
collection | PubMed |
description | OBJECTIVE: The objective of this study is to develop a mathematical model for the COVID-19 pandemic including vaccination, the transmissibility of the virus-pathogen dose-response relationship, vaccine efficiency, and vaccination rate. METHODS: The Runge-Kutta (RK-45) method was applied to solve the proposed model with MATLAB code and the calculated results show the dynamics of the individuals in each compartment. The data of total death due to the COVID-19 pandemic in the case of the USA were collected from GitHub and the re-use of this data needs no ethical clearance. The control reproduction number was used to assess the dose-response relationship and critical vaccination coverage. RESULTS: We have calculated the probability of infection and the infection risk against the different exposure doses and the virus copies, respectively. The results show that the probability of infection increases with the increasing exposure dose for certain virus copies and the risk of infection decreases with the increasing of virus copies for a certain exposure dose. The results also show that the critical vaccination coverage demands increase with an increase in transmission rate and decrease with increasing vaccine efficacy. CONCLUSIONS: It was seen that the critical vaccination coverage corresponding to an increased transmission rate rise sharply in the beginning and then reached a threshold. Moreover, the real data of the total death cases in the USA were compared with the fitted curved of the model which validated the proposed model. Vaccination against COVID-19 is essential to control the pandemic, and achieving high vaccine uptake in the population can reduce the pandemic as fast as possible. |
format | Online Article Text |
id | pubmed-10156990 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier España, S.L.U. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101569902023-05-04 Impact of vaccination on the entire population and dose-response relation of COVID-19 Malek, Abdul Hoque, Ashabul Vacunas Original OBJECTIVE: The objective of this study is to develop a mathematical model for the COVID-19 pandemic including vaccination, the transmissibility of the virus-pathogen dose-response relationship, vaccine efficiency, and vaccination rate. METHODS: The Runge-Kutta (RK-45) method was applied to solve the proposed model with MATLAB code and the calculated results show the dynamics of the individuals in each compartment. The data of total death due to the COVID-19 pandemic in the case of the USA were collected from GitHub and the re-use of this data needs no ethical clearance. The control reproduction number was used to assess the dose-response relationship and critical vaccination coverage. RESULTS: We have calculated the probability of infection and the infection risk against the different exposure doses and the virus copies, respectively. The results show that the probability of infection increases with the increasing exposure dose for certain virus copies and the risk of infection decreases with the increasing of virus copies for a certain exposure dose. The results also show that the critical vaccination coverage demands increase with an increase in transmission rate and decrease with increasing vaccine efficacy. CONCLUSIONS: It was seen that the critical vaccination coverage corresponding to an increased transmission rate rise sharply in the beginning and then reached a threshold. Moreover, the real data of the total death cases in the USA were compared with the fitted curved of the model which validated the proposed model. Vaccination against COVID-19 is essential to control the pandemic, and achieving high vaccine uptake in the population can reduce the pandemic as fast as possible. Elsevier España, S.L.U. 2023-05-04 /pmc/articles/PMC10156990/ /pubmed/37362834 http://dx.doi.org/10.1016/j.vacun.2023.04.004 Text en © 2023 Elsevier España, S.L.U. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Original Malek, Abdul Hoque, Ashabul Impact of vaccination on the entire population and dose-response relation of COVID-19 |
title | Impact of vaccination on the entire population and dose-response relation of COVID-19 |
title_full | Impact of vaccination on the entire population and dose-response relation of COVID-19 |
title_fullStr | Impact of vaccination on the entire population and dose-response relation of COVID-19 |
title_full_unstemmed | Impact of vaccination on the entire population and dose-response relation of COVID-19 |
title_short | Impact of vaccination on the entire population and dose-response relation of COVID-19 |
title_sort | impact of vaccination on the entire population and dose-response relation of covid-19 |
topic | Original |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10156990/ https://www.ncbi.nlm.nih.gov/pubmed/37362834 http://dx.doi.org/10.1016/j.vacun.2023.04.004 |
work_keys_str_mv | AT malekabdul impactofvaccinationontheentirepopulationanddoseresponserelationofcovid19 AT hoqueashabul impactofvaccinationontheentirepopulationanddoseresponserelationofcovid19 |