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Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups

We evaluate the efficiency of various heuristic strategies for allocating vaccines against COVID-19 and compare them to strategies found using optimal control theory. Our approach is based on a mathematical model which tracks the spread of disease among different age groups and across different geog...

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Autores principales: Molla, Jeta, Ponce de León Chávez, Alejandro, Hiraoka, Takayuki, Ala-Nissila, Tapio, Kivelä, Mikko, Leskelä, Lasse
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9017881/
https://www.ncbi.nlm.nih.gov/pubmed/35389983
http://dx.doi.org/10.1371/journal.pcbi.1009974
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author Molla, Jeta
Ponce de León Chávez, Alejandro
Hiraoka, Takayuki
Ala-Nissila, Tapio
Kivelä, Mikko
Leskelä, Lasse
author_facet Molla, Jeta
Ponce de León Chávez, Alejandro
Hiraoka, Takayuki
Ala-Nissila, Tapio
Kivelä, Mikko
Leskelä, Lasse
author_sort Molla, Jeta
collection PubMed
description We evaluate the efficiency of various heuristic strategies for allocating vaccines against COVID-19 and compare them to strategies found using optimal control theory. Our approach is based on a mathematical model which tracks the spread of disease among different age groups and across different geographical regions, and we introduce a method to combine age-specific contact data to geographical movement data. As a case study, we model the epidemic in the population of mainland Finland utilizing mobility data from a major telecom operator. Our approach allows to determine which geographical regions and age groups should be targeted first in order to minimize the number of deaths. In the scenarios that we test, we find that distributing vaccines demographically and in an age-descending order is not optimal for minimizing deaths and the burden of disease. Instead, more lives could be saved by using strategies which emphasize high-incidence regions and distribute vaccines in parallel to multiple age groups. The level of emphasis that high-incidence regions should be given depends on the overall transmission rate in the population. This observation highlights the importance of updating the vaccination strategy when the effective reproduction number changes due to the general contact patterns changing and new virus variants entering.
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spelling pubmed-90178812022-04-20 Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups Molla, Jeta Ponce de León Chávez, Alejandro Hiraoka, Takayuki Ala-Nissila, Tapio Kivelä, Mikko Leskelä, Lasse PLoS Comput Biol Research Article We evaluate the efficiency of various heuristic strategies for allocating vaccines against COVID-19 and compare them to strategies found using optimal control theory. Our approach is based on a mathematical model which tracks the spread of disease among different age groups and across different geographical regions, and we introduce a method to combine age-specific contact data to geographical movement data. As a case study, we model the epidemic in the population of mainland Finland utilizing mobility data from a major telecom operator. Our approach allows to determine which geographical regions and age groups should be targeted first in order to minimize the number of deaths. In the scenarios that we test, we find that distributing vaccines demographically and in an age-descending order is not optimal for minimizing deaths and the burden of disease. Instead, more lives could be saved by using strategies which emphasize high-incidence regions and distribute vaccines in parallel to multiple age groups. The level of emphasis that high-incidence regions should be given depends on the overall transmission rate in the population. This observation highlights the importance of updating the vaccination strategy when the effective reproduction number changes due to the general contact patterns changing and new virus variants entering. Public Library of Science 2022-04-07 /pmc/articles/PMC9017881/ /pubmed/35389983 http://dx.doi.org/10.1371/journal.pcbi.1009974 Text en © 2022 Molla et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Molla, Jeta
Ponce de León Chávez, Alejandro
Hiraoka, Takayuki
Ala-Nissila, Tapio
Kivelä, Mikko
Leskelä, Lasse
Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups
title Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups
title_full Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups
title_fullStr Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups
title_full_unstemmed Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups
title_short Adaptive and optimized COVID-19 vaccination strategies across geographical regions and age groups
title_sort adaptive and optimized covid-19 vaccination strategies across geographical regions and age groups
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9017881/
https://www.ncbi.nlm.nih.gov/pubmed/35389983
http://dx.doi.org/10.1371/journal.pcbi.1009974
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