Cargando…
Optimal vaccine roll-out strategies including social distancing for pandemics
Non-pharmacological interventions (NPIs), principally social distancing, in combination with effective vaccines, aspire to develop a protective immunity shield against pandemics and particularly against the COVID-19 pandemic. In this study, an agent-based network model with small-world topology is e...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9197569/ https://www.ncbi.nlm.nih.gov/pubmed/35720194 http://dx.doi.org/10.1016/j.isci.2022.104575 |
_version_ | 1784727444405616640 |
---|---|
author | Spiliotis, Konstantinos Koutsoumaris, Constantinos Chr. Reppas, Andreas I. Papaxenopoulou, Lito A. Starke, Jens Hatzikirou, Haralampos |
author_facet | Spiliotis, Konstantinos Koutsoumaris, Constantinos Chr. Reppas, Andreas I. Papaxenopoulou, Lito A. Starke, Jens Hatzikirou, Haralampos |
author_sort | Spiliotis, Konstantinos |
collection | PubMed |
description | Non-pharmacological interventions (NPIs), principally social distancing, in combination with effective vaccines, aspire to develop a protective immunity shield against pandemics and particularly against the COVID-19 pandemic. In this study, an agent-based network model with small-world topology is employed to find optimal policies against pandemics, including social distancing and vaccination strategies. The agents’ states are characterized by a variation of the SEIR model (susceptible, exposed, infected, recovered). To explore optimal policies, an equation-free method is proposed to solve the inverse problem of calibrating an agent’s infection rate with respect to the vaccination efficacy. The results show that prioritizing the first vaccine dose in combination with mild social restrictions, is sufficient to control the pandemic, with respect to the number of deaths. Moreover, for the same mild number of social contacts, we find an optimal vaccination ratio of 0.85 between older people of ages [Formula: see text] compared to younger ones. |
format | Online Article Text |
id | pubmed-9197569 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-91975692022-06-15 Optimal vaccine roll-out strategies including social distancing for pandemics Spiliotis, Konstantinos Koutsoumaris, Constantinos Chr. Reppas, Andreas I. Papaxenopoulou, Lito A. Starke, Jens Hatzikirou, Haralampos iScience Article Non-pharmacological interventions (NPIs), principally social distancing, in combination with effective vaccines, aspire to develop a protective immunity shield against pandemics and particularly against the COVID-19 pandemic. In this study, an agent-based network model with small-world topology is employed to find optimal policies against pandemics, including social distancing and vaccination strategies. The agents’ states are characterized by a variation of the SEIR model (susceptible, exposed, infected, recovered). To explore optimal policies, an equation-free method is proposed to solve the inverse problem of calibrating an agent’s infection rate with respect to the vaccination efficacy. The results show that prioritizing the first vaccine dose in combination with mild social restrictions, is sufficient to control the pandemic, with respect to the number of deaths. Moreover, for the same mild number of social contacts, we find an optimal vaccination ratio of 0.85 between older people of ages [Formula: see text] compared to younger ones. Elsevier 2022-06-15 /pmc/articles/PMC9197569/ /pubmed/35720194 http://dx.doi.org/10.1016/j.isci.2022.104575 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Spiliotis, Konstantinos Koutsoumaris, Constantinos Chr. Reppas, Andreas I. Papaxenopoulou, Lito A. Starke, Jens Hatzikirou, Haralampos Optimal vaccine roll-out strategies including social distancing for pandemics |
title | Optimal vaccine roll-out strategies including social distancing for pandemics |
title_full | Optimal vaccine roll-out strategies including social distancing for pandemics |
title_fullStr | Optimal vaccine roll-out strategies including social distancing for pandemics |
title_full_unstemmed | Optimal vaccine roll-out strategies including social distancing for pandemics |
title_short | Optimal vaccine roll-out strategies including social distancing for pandemics |
title_sort | optimal vaccine roll-out strategies including social distancing for pandemics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9197569/ https://www.ncbi.nlm.nih.gov/pubmed/35720194 http://dx.doi.org/10.1016/j.isci.2022.104575 |
work_keys_str_mv | AT spiliotiskonstantinos optimalvaccinerolloutstrategiesincludingsocialdistancingforpandemics AT koutsoumarisconstantinoschr optimalvaccinerolloutstrategiesincludingsocialdistancingforpandemics AT reppasandreasi optimalvaccinerolloutstrategiesincludingsocialdistancingforpandemics AT papaxenopouloulitoa optimalvaccinerolloutstrategiesincludingsocialdistancingforpandemics AT starkejens optimalvaccinerolloutstrategiesincludingsocialdistancingforpandemics AT hatzikirouharalampos optimalvaccinerolloutstrategiesincludingsocialdistancingforpandemics |