Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.

Schools are known to play a significant role in the spread of influenza. High vaccination coverage can reduce infectious disease spread within schools and the wider community through vaccine-induced immunity in vaccinated individuals and through the indirect effects afforded by herd immunity. In gen...

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Main Authors: Victoria C Barclay, Timo Smieszek, Jianping He, Guohong Cao, Jeanette J Rainey, Hongjiang Gao, Amra Uzicanin, Marcel Salathé
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3914803?pdf=render
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spelling doaj-b9196bcffc354f1daed7a7149f8b4f3a2020-11-25T00:48:00ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0192e8704210.1371/journal.pone.0087042Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.Victoria C BarclayTimo SmieszekJianping HeGuohong CaoJeanette J RaineyHongjiang GaoAmra UzicaninMarcel SalathéSchools are known to play a significant role in the spread of influenza. High vaccination coverage can reduce infectious disease spread within schools and the wider community through vaccine-induced immunity in vaccinated individuals and through the indirect effects afforded by herd immunity. In general, herd immunity is greatest when vaccination coverage is highest, but clusters of unvaccinated individuals can reduce herd immunity. Here, we empirically assess the extent of such clustering by measuring whether vaccinated individuals are randomly distributed or demonstrate positive assortativity across a United States high school contact network. Using computational models based on these empirical measurements, we further assess the impact of assortativity on influenza disease dynamics. We found that the contact network was positively assortative with respect to influenza vaccination: unvaccinated individuals tended to be in contact more often with other unvaccinated individuals than with vaccinated individuals, and these effects were most pronounced when we analyzed contact data collected over multiple days. Of note, unvaccinated males contributed substantially more than unvaccinated females towards the measured positive vaccination assortativity. Influenza simulation models using a positively assortative network resulted in larger average outbreak size, and outbreaks were more likely, compared to an otherwise identical network where vaccinated individuals were not clustered. These findings highlight the importance of understanding and addressing heterogeneities in seasonal influenza vaccine uptake for prevention of large, protracted school-based outbreaks of influenza, in addition to continued efforts to increase overall vaccine coverage.http://europepmc.org/articles/PMC3914803?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Victoria C Barclay
Timo Smieszek
Jianping He
Guohong Cao
Jeanette J Rainey
Hongjiang Gao
Amra Uzicanin
Marcel Salathé
spellingShingle Victoria C Barclay
Timo Smieszek
Jianping He
Guohong Cao
Jeanette J Rainey
Hongjiang Gao
Amra Uzicanin
Marcel Salathé
Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
PLoS ONE
author_facet Victoria C Barclay
Timo Smieszek
Jianping He
Guohong Cao
Jeanette J Rainey
Hongjiang Gao
Amra Uzicanin
Marcel Salathé
author_sort Victoria C Barclay
title Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
title_short Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
title_full Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
title_fullStr Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
title_full_unstemmed Positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
title_sort positive network assortativity of influenza vaccination at a high school: implications for outbreak risk and herd immunity.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
description Schools are known to play a significant role in the spread of influenza. High vaccination coverage can reduce infectious disease spread within schools and the wider community through vaccine-induced immunity in vaccinated individuals and through the indirect effects afforded by herd immunity. In general, herd immunity is greatest when vaccination coverage is highest, but clusters of unvaccinated individuals can reduce herd immunity. Here, we empirically assess the extent of such clustering by measuring whether vaccinated individuals are randomly distributed or demonstrate positive assortativity across a United States high school contact network. Using computational models based on these empirical measurements, we further assess the impact of assortativity on influenza disease dynamics. We found that the contact network was positively assortative with respect to influenza vaccination: unvaccinated individuals tended to be in contact more often with other unvaccinated individuals than with vaccinated individuals, and these effects were most pronounced when we analyzed contact data collected over multiple days. Of note, unvaccinated males contributed substantially more than unvaccinated females towards the measured positive vaccination assortativity. Influenza simulation models using a positively assortative network resulted in larger average outbreak size, and outbreaks were more likely, compared to an otherwise identical network where vaccinated individuals were not clustered. These findings highlight the importance of understanding and addressing heterogeneities in seasonal influenza vaccine uptake for prevention of large, protracted school-based outbreaks of influenza, in addition to continued efforts to increase overall vaccine coverage.
url http://europepmc.org/articles/PMC3914803?pdf=render
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