Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures

Cardiomyopathy syndrome (CMS) is a severe cardiac disease of Atlantic salmon caused by the piscine myocarditis virus (PMCV), which was first reported in Ireland in 2012. In this paper, we describe the use of data-driven network modeling as a framework to evaluate the transmission of PMCV in the Iris...

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Published in:Frontiers in Veterinary Science
Main Authors: Yatabe, Tadaishi, Martínez-López, Beatriz, Díaz-Cao, José Manuel, More, Simon John
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media 2021
Subjects:
Online Access:http://hdl.handle.net/10197/12290
https://doi.org/10.3389/fvets.2020.00385
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spelling ftunivcolldublin:oai:researchrepository.ucd.ie:10197/12290 2023-05-15T15:31:37+02:00 Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures Yatabe, Tadaishi Martínez-López, Beatriz Díaz-Cao, José Manuel More, Simon John 2021-06-23T11:41:40Z http://hdl.handle.net/10197/12290 https://doi.org/10.3389/fvets.2020.00385 en eng Frontiers Media Frontiers in Veterinary Science 2297-1769 http://hdl.handle.net/10197/12290 7 doi:10.3389/fvets.2020.00385 This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. https://creativecommons.org/licenses/by/3.0/ie/ CC-BY Ireland Network modelling Piscine myocarditis virus Farmed salmon Disease transmission Journal Article 2021 ftunivcolldublin https://doi.org/10.3389/fvets.2020.00385 2022-04-08T14:19:46Z Cardiomyopathy syndrome (CMS) is a severe cardiac disease of Atlantic salmon caused by the piscine myocarditis virus (PMCV), which was first reported in Ireland in 2012. In this paper, we describe the use of data-driven network modeling as a framework to evaluate the transmission of PMCV in the Irish farmed Atlantic salmon population and the impact of different mitigation measures. Input data included live fish movement data from 2009 to 2017, population dynamics events and the spatial location of the farms. With these inputs, we fitted a network-based stochastic infection spread model. After assumed initial introduction of the agent in 2009, our results indicate that it took 5 years to reach a between-farm prevalence of 100% in late 2014, with older fish being most affected. Local spread accounted for only a small proportion of new infections, being more important for sustained infection in a given area. Spread via movement of subclinically infected fish was most important for explaining the observed countrywide spread of the agent. Of the targeted intervention strategies evaluated, the most effective were those that target those fish farms in Ireland that can be considered the most connected, based on the number of farm-to-farm linkages in a specific time period through outward fish movements. The application of these interventions in a proactive way (before the first reported outbreak of the disease in 2012), assuming an active testing of fish consignments to and from the top 8 ranked farms in terms of outward fish movement, would have yielded the most protection for the Irish salmon farming industry. Using this approach, the between-farm PMCV prevalence never exceeded 20% throughout the simulation time (as opposed to the simulated 100% when no interventions are applied). We argue that the Irish salmon farming industry would benefit from this approach in the future, as it would help in early detection and prevention of the spread of viral agents currently exotic to the country. Consejo Nacional de Innovacion, Ciencia y Tecnologia University of California Davis Mowi Ireland Article in Journal/Newspaper Atlantic salmon University College Dublin: Research Repository UCD Frontiers in Veterinary Science 7
institution Open Polar
collection University College Dublin: Research Repository UCD
op_collection_id ftunivcolldublin
language English
topic Ireland
Network modelling
Piscine myocarditis virus
Farmed salmon
Disease transmission
spellingShingle Ireland
Network modelling
Piscine myocarditis virus
Farmed salmon
Disease transmission
Yatabe, Tadaishi
Martínez-López, Beatriz
Díaz-Cao, José Manuel
More, Simon John
Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures
topic_facet Ireland
Network modelling
Piscine myocarditis virus
Farmed salmon
Disease transmission
description Cardiomyopathy syndrome (CMS) is a severe cardiac disease of Atlantic salmon caused by the piscine myocarditis virus (PMCV), which was first reported in Ireland in 2012. In this paper, we describe the use of data-driven network modeling as a framework to evaluate the transmission of PMCV in the Irish farmed Atlantic salmon population and the impact of different mitigation measures. Input data included live fish movement data from 2009 to 2017, population dynamics events and the spatial location of the farms. With these inputs, we fitted a network-based stochastic infection spread model. After assumed initial introduction of the agent in 2009, our results indicate that it took 5 years to reach a between-farm prevalence of 100% in late 2014, with older fish being most affected. Local spread accounted for only a small proportion of new infections, being more important for sustained infection in a given area. Spread via movement of subclinically infected fish was most important for explaining the observed countrywide spread of the agent. Of the targeted intervention strategies evaluated, the most effective were those that target those fish farms in Ireland that can be considered the most connected, based on the number of farm-to-farm linkages in a specific time period through outward fish movements. The application of these interventions in a proactive way (before the first reported outbreak of the disease in 2012), assuming an active testing of fish consignments to and from the top 8 ranked farms in terms of outward fish movement, would have yielded the most protection for the Irish salmon farming industry. Using this approach, the between-farm PMCV prevalence never exceeded 20% throughout the simulation time (as opposed to the simulated 100% when no interventions are applied). We argue that the Irish salmon farming industry would benefit from this approach in the future, as it would help in early detection and prevention of the spread of viral agents currently exotic to the country. Consejo Nacional de Innovacion, Ciencia y Tecnologia University of California Davis Mowi Ireland
format Article in Journal/Newspaper
author Yatabe, Tadaishi
Martínez-López, Beatriz
Díaz-Cao, José Manuel
More, Simon John
author_facet Yatabe, Tadaishi
Martínez-López, Beatriz
Díaz-Cao, José Manuel
More, Simon John
author_sort Yatabe, Tadaishi
title Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures
title_short Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures
title_full Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures
title_fullStr Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures
title_full_unstemmed Data-Driven Network Modeling as a Framework to Evaluate the Transmission of Piscine Myocarditis Virus (PMCV) in the Irish Farmed Atlantic Salmon Population and the Impact of Different Mitigation Measures
title_sort data-driven network modeling as a framework to evaluate the transmission of piscine myocarditis virus (pmcv) in the irish farmed atlantic salmon population and the impact of different mitigation measures
publisher Frontiers Media
publishDate 2021
url http://hdl.handle.net/10197/12290
https://doi.org/10.3389/fvets.2020.00385
genre Atlantic salmon
genre_facet Atlantic salmon
op_relation Frontiers in Veterinary Science
2297-1769
http://hdl.handle.net/10197/12290
7
doi:10.3389/fvets.2020.00385
op_rights This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
https://creativecommons.org/licenses/by/3.0/ie/
op_rightsnorm CC-BY
op_doi https://doi.org/10.3389/fvets.2020.00385
container_title Frontiers in Veterinary Science
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