Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza

Influenza remains one of the major infectious diseases that targets humankind. Understanding within-host dynamics of the virus and how it translates into the spread of the disease at a population level can help us obtain more accurate disease outbreak predictions. We created an ordinary differential...

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Main Authors: Kasia A. Pawelek, Sarah Tobin, Christopher Griffin, Dominik Ochocinski, Elissa J. Schwartz, Sara Y. Del Valle
Format: Article
Language:English
Published: American Institute of Mathematical Sciences 2017-06-01
Series:AIMS Medical Science
Subjects:
Online Access:http://www.aimspress.com/medicalScience/article/1463/fulltext.html
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spelling doaj-0551bcf3e6dd405fb4da23f3b6281d6b2020-11-25T01:35:49ZengAmerican Institute of Mathematical SciencesAIMS Medical Science2375-15762017-06-014221723210.3934/medsci.2017.2.217medsci-04-000217Impact of A Waning Vaccine and Altered Behavior on the Spread of InfluenzaKasia A. Pawelek0Sarah Tobin1Christopher Griffin2Dominik Ochocinski3Elissa J. SchwartzSara Y. Del Valle4Department of Mathematics and Computational Science, University of South Carolina Beaufort, Bluffton, South Carolina, USA;Department of Natural Sciences, University of South Carolina Beaufort, Bluffton, South Carolina, USA;Department of Mathematics and Computational Science, University of South Carolina Beaufort, Bluffton, South Carolina, USA;Michigan State University College of Osteopathic Medicine, East Lansing, Michigan, USA;Analytics, Intelligence, and Technology Division, Los Alamos National Laboratory, Los Alamos, New Mexico, USAInfluenza remains one of the major infectious diseases that targets humankind. Understanding within-host dynamics of the virus and how it translates into the spread of the disease at a population level can help us obtain more accurate disease outbreak predictions. We created an ordinary differential equation model with parameter estimates based on the disease symptoms score data to determine various disease stages and parameters associated with infectiousness and disease progression. Having various stages with different intensities of symptoms enables us to incorporate spontaneous behavior change due to the onset/offset of disease symptoms. Additionally, we incorporate the effect of a waning vaccine on delaying the time and decreasing the size of an epidemic peak. Our results showed that the epidemic peak in the model was significantly lowered when public vaccination was performed up to two months past the onset of an epidemic. Also, behavior change in the earliest stages of the epidemic lowers and delays the epidemic peak. This study further provides information on the potential impact of pharmaceutical and non-pharmaceutical interventions during an influenza epidemic.http://www.aimspress.com/medicalScience/article/1463/fulltext.htmlinfluenzamathematical modelingvaccinationwaning vaccinebehavior change
collection DOAJ
language English
format Article
sources DOAJ
author Kasia A. Pawelek
Sarah Tobin
Christopher Griffin
Dominik Ochocinski
Elissa J. Schwartz
Sara Y. Del Valle
spellingShingle Kasia A. Pawelek
Sarah Tobin
Christopher Griffin
Dominik Ochocinski
Elissa J. Schwartz
Sara Y. Del Valle
Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza
AIMS Medical Science
influenza
mathematical modeling
vaccination
waning vaccine
behavior change
author_facet Kasia A. Pawelek
Sarah Tobin
Christopher Griffin
Dominik Ochocinski
Elissa J. Schwartz
Sara Y. Del Valle
author_sort Kasia A. Pawelek
title Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza
title_short Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza
title_full Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza
title_fullStr Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza
title_full_unstemmed Impact of A Waning Vaccine and Altered Behavior on the Spread of Influenza
title_sort impact of a waning vaccine and altered behavior on the spread of influenza
publisher American Institute of Mathematical Sciences
series AIMS Medical Science
issn 2375-1576
publishDate 2017-06-01
description Influenza remains one of the major infectious diseases that targets humankind. Understanding within-host dynamics of the virus and how it translates into the spread of the disease at a population level can help us obtain more accurate disease outbreak predictions. We created an ordinary differential equation model with parameter estimates based on the disease symptoms score data to determine various disease stages and parameters associated with infectiousness and disease progression. Having various stages with different intensities of symptoms enables us to incorporate spontaneous behavior change due to the onset/offset of disease symptoms. Additionally, we incorporate the effect of a waning vaccine on delaying the time and decreasing the size of an epidemic peak. Our results showed that the epidemic peak in the model was significantly lowered when public vaccination was performed up to two months past the onset of an epidemic. Also, behavior change in the earliest stages of the epidemic lowers and delays the epidemic peak. This study further provides information on the potential impact of pharmaceutical and non-pharmaceutical interventions during an influenza epidemic.
topic influenza
mathematical modeling
vaccination
waning vaccine
behavior change
url http://www.aimspress.com/medicalScience/article/1463/fulltext.html
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