How the dynamics and structure of sexual contact networks shape pathogen phylogenies.

The characteristics of the host contact network over which a pathogen is transmitted affect both epidemic spread and the projected effectiveness of control strategies. Given the importance of understanding these contact networks, it is unfortunate that they are very difficult to measure directly. Th...

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Main Authors: Katy Robinson, Nick Fyson, Ted Cohen, Christophe Fraser, Caroline Colijn
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS Computational Biology
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23818840/?tool=EBI
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spelling doaj-11b8472647da4de0ba8c2b1da89376022021-04-21T15:41:59ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582013-01-0196e100310510.1371/journal.pcbi.1003105How the dynamics and structure of sexual contact networks shape pathogen phylogenies.Katy RobinsonNick FysonTed CohenChristophe FraserCaroline ColijnThe characteristics of the host contact network over which a pathogen is transmitted affect both epidemic spread and the projected effectiveness of control strategies. Given the importance of understanding these contact networks, it is unfortunate that they are very difficult to measure directly. This challenge has led to an interest in methods to infer information about host contact networks from pathogen phylogenies, because in shaping a pathogen's opportunities for reproduction, contact networks also shape pathogen evolution. Host networks influence pathogen phylogenies both directly, through governing opportunities for evolution, and indirectly by changing the prevalence and incidence. Here, we aim to separate these two effects by comparing pathogen evolution on different host networks that share similar epidemic trajectories. This approach allows use to examine the direct effects of network structure on pathogen phylogenies, largely controlling for confounding differences arising from population dynamics. We find that networks with more heterogeneous degree distributions yield pathogen phylogenies with more variable cluster numbers, smaller mean cluster sizes, shorter mean branch lengths, and somewhat higher tree imbalance than networks with relatively homogeneous degree distributions. However, in particular for dynamic networks, we find that these direct effects are relatively modest. These findings suggest that the role of the epidemic trajectory, the dynamics of the network and the inherent variability of metrics such as cluster size must each be taken into account when trying to use pathogen phylogenies to understand characteristics about the underlying host contact network.https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23818840/?tool=EBI
collection DOAJ
language English
format Article
sources DOAJ
author Katy Robinson
Nick Fyson
Ted Cohen
Christophe Fraser
Caroline Colijn
spellingShingle Katy Robinson
Nick Fyson
Ted Cohen
Christophe Fraser
Caroline Colijn
How the dynamics and structure of sexual contact networks shape pathogen phylogenies.
PLoS Computational Biology
author_facet Katy Robinson
Nick Fyson
Ted Cohen
Christophe Fraser
Caroline Colijn
author_sort Katy Robinson
title How the dynamics and structure of sexual contact networks shape pathogen phylogenies.
title_short How the dynamics and structure of sexual contact networks shape pathogen phylogenies.
title_full How the dynamics and structure of sexual contact networks shape pathogen phylogenies.
title_fullStr How the dynamics and structure of sexual contact networks shape pathogen phylogenies.
title_full_unstemmed How the dynamics and structure of sexual contact networks shape pathogen phylogenies.
title_sort how the dynamics and structure of sexual contact networks shape pathogen phylogenies.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2013-01-01
description The characteristics of the host contact network over which a pathogen is transmitted affect both epidemic spread and the projected effectiveness of control strategies. Given the importance of understanding these contact networks, it is unfortunate that they are very difficult to measure directly. This challenge has led to an interest in methods to infer information about host contact networks from pathogen phylogenies, because in shaping a pathogen's opportunities for reproduction, contact networks also shape pathogen evolution. Host networks influence pathogen phylogenies both directly, through governing opportunities for evolution, and indirectly by changing the prevalence and incidence. Here, we aim to separate these two effects by comparing pathogen evolution on different host networks that share similar epidemic trajectories. This approach allows use to examine the direct effects of network structure on pathogen phylogenies, largely controlling for confounding differences arising from population dynamics. We find that networks with more heterogeneous degree distributions yield pathogen phylogenies with more variable cluster numbers, smaller mean cluster sizes, shorter mean branch lengths, and somewhat higher tree imbalance than networks with relatively homogeneous degree distributions. However, in particular for dynamic networks, we find that these direct effects are relatively modest. These findings suggest that the role of the epidemic trajectory, the dynamics of the network and the inherent variability of metrics such as cluster size must each be taken into account when trying to use pathogen phylogenies to understand characteristics about the underlying host contact network.
url https://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23818840/?tool=EBI
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