Deriving effective vaccine allocation strategies for pandemic influenza: Comparison of an agent-based simulation and a compartmental model
Identifieur interne : 000334 ( Main/Exploration ); précédent : 000333; suivant : 000335Deriving effective vaccine allocation strategies for pandemic influenza: Comparison of an agent-based simulation and a compartmental model
Auteurs : Özden O. Dalg Ç [Canada] ; Osman Y. Özalt N [États-Unis] ; William A. Ciccotelli [Canada] ; Fatih S. Erenay [Canada]Source :
- PLoS ONE [ 1932-6203 ] ; 2017.
Abstract
Individuals are prioritized based on their risk profiles when allocating limited vaccine stocks during an influenza pandemic. Computationally expensive but realistic agent-based simulations and fast but stylized compartmental models are typically used to derive effective vaccine allocation strategies. A detailed comparison of these two approaches, however, is often omitted. We derive age-specific vaccine allocation strategies to mitigate a pandemic influenza outbreak in Seattle by applying derivative-free optimization to an agent-based simulation and also to a compartmental model. We compare the strategies derived by these two approaches under various infection aggressiveness and vaccine coverage scenarios. We observe that both approaches primarily vaccinate school children, however they may allocate the remaining vaccines in different ways. The vaccine allocation strategies derived by using the agent-based simulation are associated with up to 70% decrease in total cost and 34% reduction in the number of infections compared to the strategies derived by using the compartmental model. Nevertheless, the latter approach may still be competitive for very low and/or very high infection aggressiveness. Our results provide insights about potential differences between the vaccine allocation strategies derived by using agent-based simulations and those derived by using compartmental models.
Url:
DOI: 10.1371/journal.pone.0172261
PubMed: 28222123
PubMed Central: 5319753
Affiliations:
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A detailed comparison of these two approaches, however, is often omitted. We derive age-specific vaccine allocation strategies to mitigate a pandemic influenza outbreak in Seattle by applying derivative-free optimization to an agent-based simulation and also to a compartmental model. We compare the strategies derived by these two approaches under various infection aggressiveness and vaccine coverage scenarios. We observe that both approaches primarily vaccinate school children, however they may allocate the remaining vaccines in different ways. The vaccine allocation strategies derived by using the agent-based simulation are associated with up to 70% decrease in total cost and 34% reduction in the number of infections compared to the strategies derived by using the compartmental model. Nevertheless, the latter approach may still be competitive for very low and/or very high infection aggressiveness. 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Lazer</name></author><author><name sortKey="Kennedy, R" uniqKey="Kennedy R">R Kennedy</name></author><author><name sortKey="King, G" uniqKey="King G">G King</name></author><author><name sortKey="Vespignani, A" uniqKey="Vespignani A">A Vespignani</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Pastor Satorras, R" uniqKey="Pastor Satorras R">R Pastor-Satorras</name></author><author><name sortKey="Castellano, C" uniqKey="Castellano C">C Castellano</name></author><author><name sortKey="Van Mieghem, P" uniqKey="Van Mieghem P">P Van Mieghem</name></author><author><name sortKey="Vespignani, A" uniqKey="Vespignani A">A Vespignani</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Canada</li><li>États-Unis</li></country><region><li>Caroline du Nord</li><li>Ontario</li></region><settlement><li>Hamilton (Ontario)</li></settlement><orgName><li>Université McMaster</li></orgName></list><tree><country name="Canada"><noRegion><name sortKey="Dalg C, Ozden O" sort="Dalg C, Ozden O" uniqKey="Dalg C O" first="Özden O." last="Dalg Ç">Özden O. Dalg Ç</name></noRegion><name sortKey="Ciccotelli, William A" sort="Ciccotelli, William A" uniqKey="Ciccotelli W" first="William A." last="Ciccotelli">William A. Ciccotelli</name><name sortKey="Ciccotelli, William A" sort="Ciccotelli, William A" uniqKey="Ciccotelli W" first="William A." last="Ciccotelli">William A. Ciccotelli</name><name sortKey="Erenay, Fatih S" sort="Erenay, Fatih S" uniqKey="Erenay F" first="Fatih S." last="Erenay">Fatih S. Erenay</name></country><country name="États-Unis"><region name="Caroline du Nord"><name sortKey="Ozalt N, Osman Y" sort="Ozalt N, Osman Y" uniqKey="Ozalt N O" first="Osman Y." last="Özalt N">Osman Y. Özalt N</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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