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Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19
The continuous mutation of SARS-CoV-2 opens the possibility of the appearance of new variants of the virus with important differences in its spreading characteristics, mortality rates, etc. On 14 December 2020, the United Kingdom reported a potentially more contagious coronavirus variant, present in...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Author(s). Published by Elsevier B.V.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8223013/ https://www.ncbi.nlm.nih.gov/pubmed/34188432 http://dx.doi.org/10.1016/j.cnsns.2021.105937 |
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author | Ramos, A.M. Vela-Pérez, M. Ferrández, M.R. Kubik, A.B. Ivorra, B. |
author_facet | Ramos, A.M. Vela-Pérez, M. Ferrández, M.R. Kubik, A.B. Ivorra, B. |
author_sort | Ramos, A.M. |
collection | PubMed |
description | The continuous mutation of SARS-CoV-2 opens the possibility of the appearance of new variants of the virus with important differences in its spreading characteristics, mortality rates, etc. On 14 December 2020, the United Kingdom reported a potentially more contagious coronavirus variant, present in that country, which is referred to as VOC 202012/01. On 18 December 2020, the South African government also announced the emergence of a new variant in a scenario similar to that of the UK, which is referred to as variant 501.V2. Another important milestone regarding this pandemic was the beginning, in December 2020, of vaccination campaigns in several countries. There are several vaccines, with different characteristics, developed by various laboratories and research centers. A natural question arises: what could be the impact of these variants and vaccines on the spread of COVID-19? Many models have been proposed to simulate the spread of COVID-19 but, to the best of our knowledge, none of them incorporates the effects of potential SARS-CoV-2 variants together with the vaccines in the spread of COVID-19. We develop here a [Formula: see text]-SVEIHQRD mathematical model able to simulate the possible impact of this type of variants and of the vaccines, together with the main mechanisms influencing the disease spread. The model may be of interest for policy makers, as a tool to evaluate different possible future scenarios. We apply the model to the particular case of Italy (as an example of study case), showing different outcomes. We observe that the vaccines may reduce the infections, but they might not be enough for avoiding a new wave, with the current expected vaccination rates in that country, if the control measures are relaxed. Furthermore, a more contagious variant could increase significantly the cases, becoming the most common way of infection. We show how, even with the pandemic cases slowing down (with an effective reproduction number less than 1) and the disease seeming to be under control, the effective reproduction number of just the new variant may be greater than 1 and, eventually, the number of infections would increase towards a new disease wave. Therefore, a rigorous follow-up of the evolution of the number of infections with any potentially more dangerous new variant is of paramount importance at any stage of the pandemic. |
format | Online Article Text |
id | pubmed-8223013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | The Author(s). Published by Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82230132021-06-25 Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 Ramos, A.M. Vela-Pérez, M. Ferrández, M.R. Kubik, A.B. Ivorra, B. Commun Nonlinear Sci Numer Simul Research Paper The continuous mutation of SARS-CoV-2 opens the possibility of the appearance of new variants of the virus with important differences in its spreading characteristics, mortality rates, etc. On 14 December 2020, the United Kingdom reported a potentially more contagious coronavirus variant, present in that country, which is referred to as VOC 202012/01. On 18 December 2020, the South African government also announced the emergence of a new variant in a scenario similar to that of the UK, which is referred to as variant 501.V2. Another important milestone regarding this pandemic was the beginning, in December 2020, of vaccination campaigns in several countries. There are several vaccines, with different characteristics, developed by various laboratories and research centers. A natural question arises: what could be the impact of these variants and vaccines on the spread of COVID-19? Many models have been proposed to simulate the spread of COVID-19 but, to the best of our knowledge, none of them incorporates the effects of potential SARS-CoV-2 variants together with the vaccines in the spread of COVID-19. We develop here a [Formula: see text]-SVEIHQRD mathematical model able to simulate the possible impact of this type of variants and of the vaccines, together with the main mechanisms influencing the disease spread. The model may be of interest for policy makers, as a tool to evaluate different possible future scenarios. We apply the model to the particular case of Italy (as an example of study case), showing different outcomes. We observe that the vaccines may reduce the infections, but they might not be enough for avoiding a new wave, with the current expected vaccination rates in that country, if the control measures are relaxed. Furthermore, a more contagious variant could increase significantly the cases, becoming the most common way of infection. We show how, even with the pandemic cases slowing down (with an effective reproduction number less than 1) and the disease seeming to be under control, the effective reproduction number of just the new variant may be greater than 1 and, eventually, the number of infections would increase towards a new disease wave. Therefore, a rigorous follow-up of the evolution of the number of infections with any potentially more dangerous new variant is of paramount importance at any stage of the pandemic. The Author(s). Published by Elsevier B.V. 2021-11 2021-06-24 /pmc/articles/PMC8223013/ /pubmed/34188432 http://dx.doi.org/10.1016/j.cnsns.2021.105937 Text en © 2021 The Author(s) 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 | Research Paper Ramos, A.M. Vela-Pérez, M. Ferrández, M.R. Kubik, A.B. Ivorra, B. Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 |
title | Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 |
title_full | Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 |
title_fullStr | Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 |
title_full_unstemmed | Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 |
title_short | Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19 |
title_sort | modeling the impact of sars-cov-2 variants and vaccines on the spread of covid-19 |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8223013/ https://www.ncbi.nlm.nih.gov/pubmed/34188432 http://dx.doi.org/10.1016/j.cnsns.2021.105937 |
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