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Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation

SIMPLE SUMMARY: Besides direct animal movements between farms; indirect transmission routes of pathogens can have an immense impact on network structure and disease spread in animal trade networks. This study integrated these indirect transmission routes between farms via transport companies or feed...

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Autores principales: Büttner, Kathrin, Krieter, Joachim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7341206/
https://www.ncbi.nlm.nih.gov/pubmed/32580295
http://dx.doi.org/10.3390/ani10061071
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author Büttner, Kathrin
Krieter, Joachim
author_facet Büttner, Kathrin
Krieter, Joachim
author_sort Büttner, Kathrin
collection PubMed
description SIMPLE SUMMARY: Besides direct animal movements between farms; indirect transmission routes of pathogens can have an immense impact on network structure and disease spread in animal trade networks. This study integrated these indirect transmission routes between farms via transport companies or feed supply as bipartite networks; which were compared to the monopartite animal movements network representing the direct transmission route. Both bipartite networks were projected on farm level to enable a comparison to the monopartite network. The number of edges increased immensely from the monopartite animal movements network to both projected networks. Thus, farms can be highly connected over indirect connections, although they are not directly trading animals. The ranking of the animals according to their centrality parameters, indicating their importance for the network, showed moderate correlations only between the animal movements and the transportation network. The epidemiological models based on the different network representations revealed significantly more infected farms for the networks including indirect transmission routes compared to the direct animal movements. Indirect transmission routes had an immense impact on the outcome of centrality parameters, as well as on the spreading process within the network. This knowledge is needed to understand disease spread and to establish reliable prevention and control measurements. ABSTRACT: Besides the direct transport of animals, also indirect transmission routes, e.g., contact via contaminated vehicles, have to be considered. In this study, the transmission routes of a German pig trade network were illustrated as a monopartite animal movements network and two bipartite networks including information of the transport company and the feed producer which were projected on farm level (n = 866) to enable a comparison. The networks were investigated with the help of network analysis and formed the basis for epidemiological models to evaluate the impact of different transmission routes on network structure as well as on potential epidemic sizes. The number of edges increased immensely from the monopartite animal movements network to both projected networks. The median centrality parameters revealed clear differences between the three representations. Furthermore, moderate correlation coefficients ranging from 0.55 to 0.68 between the centrality values of the animal movements network and the projected transportation network were obtained. The epidemiological models revealed significantly more infected farms for both projected networks (70% to 100%) compared to the animal movements network (1%). The inclusion of indirect transmission routes had an immense impact on the outcome of centrality parameters as well as on the results of the epidemiological models.
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spelling pubmed-73412062020-07-14 Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation Büttner, Kathrin Krieter, Joachim Animals (Basel) Article SIMPLE SUMMARY: Besides direct animal movements between farms; indirect transmission routes of pathogens can have an immense impact on network structure and disease spread in animal trade networks. This study integrated these indirect transmission routes between farms via transport companies or feed supply as bipartite networks; which were compared to the monopartite animal movements network representing the direct transmission route. Both bipartite networks were projected on farm level to enable a comparison to the monopartite network. The number of edges increased immensely from the monopartite animal movements network to both projected networks. Thus, farms can be highly connected over indirect connections, although they are not directly trading animals. The ranking of the animals according to their centrality parameters, indicating their importance for the network, showed moderate correlations only between the animal movements and the transportation network. The epidemiological models based on the different network representations revealed significantly more infected farms for the networks including indirect transmission routes compared to the direct animal movements. Indirect transmission routes had an immense impact on the outcome of centrality parameters, as well as on the spreading process within the network. This knowledge is needed to understand disease spread and to establish reliable prevention and control measurements. ABSTRACT: Besides the direct transport of animals, also indirect transmission routes, e.g., contact via contaminated vehicles, have to be considered. In this study, the transmission routes of a German pig trade network were illustrated as a monopartite animal movements network and two bipartite networks including information of the transport company and the feed producer which were projected on farm level (n = 866) to enable a comparison. The networks were investigated with the help of network analysis and formed the basis for epidemiological models to evaluate the impact of different transmission routes on network structure as well as on potential epidemic sizes. The number of edges increased immensely from the monopartite animal movements network to both projected networks. The median centrality parameters revealed clear differences between the three representations. Furthermore, moderate correlation coefficients ranging from 0.55 to 0.68 between the centrality values of the animal movements network and the projected transportation network were obtained. The epidemiological models revealed significantly more infected farms for both projected networks (70% to 100%) compared to the animal movements network (1%). The inclusion of indirect transmission routes had an immense impact on the outcome of centrality parameters as well as on the results of the epidemiological models. MDPI 2020-06-22 /pmc/articles/PMC7341206/ /pubmed/32580295 http://dx.doi.org/10.3390/ani10061071 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Büttner, Kathrin
Krieter, Joachim
Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation
title Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation
title_full Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation
title_fullStr Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation
title_full_unstemmed Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation
title_short Illustration of Different Disease Transmission Routes in a Pig Trade Network by Monopartite and Bipartite Representation
title_sort illustration of different disease transmission routes in a pig trade network by monopartite and bipartite representation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7341206/
https://www.ncbi.nlm.nih.gov/pubmed/32580295
http://dx.doi.org/10.3390/ani10061071
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