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Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries
Current persistent outbreak of COVID-19 is triggering a series of collective responses to avoid infection. To further clarify the impact mechanism of adaptive protection behavior and vaccination, we developed a new transmission model via a delay differential system, which parameterized the roles of...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9726658/ https://www.ncbi.nlm.nih.gov/pubmed/36496185 http://dx.doi.org/10.1016/j.jtbi.2022.111379 |
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author | Li, Zhaowan Zhao, Jianguo Zhou, Yuhao Tian, Lina Liu, Qihuai Zhu, Huaiping Zhu, Guanghu |
author_facet | Li, Zhaowan Zhao, Jianguo Zhou, Yuhao Tian, Lina Liu, Qihuai Zhu, Huaiping Zhu, Guanghu |
author_sort | Li, Zhaowan |
collection | PubMed |
description | Current persistent outbreak of COVID-19 is triggering a series of collective responses to avoid infection. To further clarify the impact mechanism of adaptive protection behavior and vaccination, we developed a new transmission model via a delay differential system, which parameterized the roles of adaptive behaviors and vaccination, and allowed to simulate the dynamic infection process among people. By validating the model with surveillance data during March 2020 and October 2021 in America, India, South Africa, Philippines, Brazil, UK, Spain and Germany, we quantified the protection effect of adaptive behaviors by different forms of activity function. The modeling results indicated that (1) the adaptive activity function can be used as a good indicator for fitting the intervention outcome, which exhibited short-term awareness in these countries, and it could reduce the total human infections by 3.68, 26.16, 15.23, 4.23, 7.26, 1.65, 5.51 and 7.07 times, compared with the reporting; (2) for complete prevention, the average proportions of people with immunity should be larger than 90%, 92%, 86%, 71%, 92%, 84%, 82% and 76% with adaptive protection behaviors, or 91%, 97%, 94%, 77%, 92%, 88%, 85% and 90% without protection behaviors; and (3) the required proportion of humans being vaccinated is a sub-linear decreasing function of vaccine efficiency, with small heterogeneity in different countries. This manuscript was submitted as part of a theme issue on “Modelling COVID-19 and Preparedness for Future Pandemics”. |
format | Online Article Text |
id | pubmed-9726658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97266582022-12-07 Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries Li, Zhaowan Zhao, Jianguo Zhou, Yuhao Tian, Lina Liu, Qihuai Zhu, Huaiping Zhu, Guanghu J Theor Biol Article Current persistent outbreak of COVID-19 is triggering a series of collective responses to avoid infection. To further clarify the impact mechanism of adaptive protection behavior and vaccination, we developed a new transmission model via a delay differential system, which parameterized the roles of adaptive behaviors and vaccination, and allowed to simulate the dynamic infection process among people. By validating the model with surveillance data during March 2020 and October 2021 in America, India, South Africa, Philippines, Brazil, UK, Spain and Germany, we quantified the protection effect of adaptive behaviors by different forms of activity function. The modeling results indicated that (1) the adaptive activity function can be used as a good indicator for fitting the intervention outcome, which exhibited short-term awareness in these countries, and it could reduce the total human infections by 3.68, 26.16, 15.23, 4.23, 7.26, 1.65, 5.51 and 7.07 times, compared with the reporting; (2) for complete prevention, the average proportions of people with immunity should be larger than 90%, 92%, 86%, 71%, 92%, 84%, 82% and 76% with adaptive protection behaviors, or 91%, 97%, 94%, 77%, 92%, 88%, 85% and 90% without protection behaviors; and (3) the required proportion of humans being vaccinated is a sub-linear decreasing function of vaccine efficiency, with small heterogeneity in different countries. This manuscript was submitted as part of a theme issue on “Modelling COVID-19 and Preparedness for Future Pandemics”. Elsevier Ltd. 2023-02-21 2022-12-07 /pmc/articles/PMC9726658/ /pubmed/36496185 http://dx.doi.org/10.1016/j.jtbi.2022.111379 Text en © 2022 Elsevier Ltd. 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 | Article Li, Zhaowan Zhao, Jianguo Zhou, Yuhao Tian, Lina Liu, Qihuai Zhu, Huaiping Zhu, Guanghu Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries |
title | Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries |
title_full | Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries |
title_fullStr | Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries |
title_full_unstemmed | Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries |
title_short | Adaptive behaviors and vaccination on curbing COVID-19 transmission: Modeling simulations in eight countries |
title_sort | adaptive behaviors and vaccination on curbing covid-19 transmission: modeling simulations in eight countries |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9726658/ https://www.ncbi.nlm.nih.gov/pubmed/36496185 http://dx.doi.org/10.1016/j.jtbi.2022.111379 |
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