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The importance of contact network topology for the success of vaccination strategies
The effects of a number of vaccination strategies on the spread of an SIR type disease are numerically investigated for several common network topologies including random, scale-free, small world, and meta-random networks. These strategies, namely, prioritized, random, follow links and contact traci...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7094094/ https://www.ncbi.nlm.nih.gov/pubmed/23376579 http://dx.doi.org/10.1016/j.jtbi.2013.01.006 |
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author | Ma, Junling van den Driessche, P. Willeboordse, Frederick H. |
author_facet | Ma, Junling van den Driessche, P. Willeboordse, Frederick H. |
author_sort | Ma, Junling |
collection | PubMed |
description | The effects of a number of vaccination strategies on the spread of an SIR type disease are numerically investigated for several common network topologies including random, scale-free, small world, and meta-random networks. These strategies, namely, prioritized, random, follow links and contact tracing, are compared across networks using extensive simulations with disease parameters relevant for viruses such as pandemic influenza H1N1/09. Two scenarios for a network SIR model are considered. First, a model with a given transmission rate is studied. Second, a model with a given initial growth rate is considered, because the initial growth rate is commonly used to impute the transmission rate from incidence curves and to predict the course of an epidemic. Since a vaccine may not be readily available for a new virus, the case of a delay in the start of vaccination is also considered in addition to the case of no delay. It is found that network topology can have a larger impact on the spread of the disease than the choice of vaccination strategy. Simulations also show that the network structure has a large effect on both the course of an epidemic and the determination of the transmission rate from the initial growth rate. The effect of delay in the vaccination start time varies tremendously with network topology. Results show that, without the knowledge of network topology, predictions on the peak and the final size of an epidemic cannot be made solely based on the initial exponential growth rate or transmission rate. This demonstrates the importance of understanding the topology of realistic contact networks when evaluating vaccination strategies. |
format | Online Article Text |
id | pubmed-7094094 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-70940942020-03-25 The importance of contact network topology for the success of vaccination strategies Ma, Junling van den Driessche, P. Willeboordse, Frederick H. J Theor Biol Article The effects of a number of vaccination strategies on the spread of an SIR type disease are numerically investigated for several common network topologies including random, scale-free, small world, and meta-random networks. These strategies, namely, prioritized, random, follow links and contact tracing, are compared across networks using extensive simulations with disease parameters relevant for viruses such as pandemic influenza H1N1/09. Two scenarios for a network SIR model are considered. First, a model with a given transmission rate is studied. Second, a model with a given initial growth rate is considered, because the initial growth rate is commonly used to impute the transmission rate from incidence curves and to predict the course of an epidemic. Since a vaccine may not be readily available for a new virus, the case of a delay in the start of vaccination is also considered in addition to the case of no delay. It is found that network topology can have a larger impact on the spread of the disease than the choice of vaccination strategy. Simulations also show that the network structure has a large effect on both the course of an epidemic and the determination of the transmission rate from the initial growth rate. The effect of delay in the vaccination start time varies tremendously with network topology. Results show that, without the knowledge of network topology, predictions on the peak and the final size of an epidemic cannot be made solely based on the initial exponential growth rate or transmission rate. This demonstrates the importance of understanding the topology of realistic contact networks when evaluating vaccination strategies. Elsevier Ltd. 2013-05-21 2013-01-29 /pmc/articles/PMC7094094/ /pubmed/23376579 http://dx.doi.org/10.1016/j.jtbi.2013.01.006 Text en Copyright © 2013 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Ma, Junling van den Driessche, P. Willeboordse, Frederick H. The importance of contact network topology for the success of vaccination strategies |
title | The importance of contact network topology for the success of vaccination strategies |
title_full | The importance of contact network topology for the success of vaccination strategies |
title_fullStr | The importance of contact network topology for the success of vaccination strategies |
title_full_unstemmed | The importance of contact network topology for the success of vaccination strategies |
title_short | The importance of contact network topology for the success of vaccination strategies |
title_sort | importance of contact network topology for the success of vaccination strategies |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7094094/ https://www.ncbi.nlm.nih.gov/pubmed/23376579 http://dx.doi.org/10.1016/j.jtbi.2013.01.006 |
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