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Modeling Framework to Describe the Transmission of Bluetongue Virus within and between Farms in Great Britain
Background: Recently much attention has been given to developing national-scale micro-simulation models for livestock diseases that can be used to predict spread and assess the impact of control measures. The focus of these models has been on directly transmitted infections with little attention giv...
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Published in: | PloS one 2009-11, Vol.4 (11), p.e7741-e7741 |
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description | Background: Recently much attention has been given to developing national-scale micro-simulation models for livestock diseases that can be used to predict spread and assess the impact of control measures. The focus of these models has been on directly transmitted infections with little attention given to vector-borne diseases such as bluetongue, a viral disease of ruminants transmitted by Culicoides biting midges. Yet BT has emerged over the past decade as one of the most important diseases of livestock. Methodology/Principal Findings: We developed a stochastic, spatially-explicit, farm-level model to describe the spread of bluetongue virus (BTV) within and between farms. Transmission between farms was modeled by a generic kernel, which includes both animal and vector movements. Once a farm acquired infection, the within-farm dynamics were simulated based on the number of cattle and sheep kept on the farm and on local temperatures. Parameter estimates were derived from the published literature and using data from the outbreak of bluetongue in northern Europe in 2006. The model was validated using data on the spread of BTV in Great Britain during 2007. The sensitivity of model predictions to the shape of the transmission kernel was assessed. Conclusions/Significance: The model is able to replicate the dynamics of BTV in Great Britain. Although uncertainty remains over the precise shape of the transmission kernel and certain aspects of the vector, the modeling approach we develop constitutes an ideal framework in which to incorporate these aspects as more and better data become available. Moreover, the model provides a tool with which to examine scenarios for the spread and control of BTV in Great Britain. |
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The focus of these models has been on directly transmitted infections with little attention given to vector-borne diseases such as bluetongue, a viral disease of ruminants transmitted by Culicoides biting midges. Yet BT has emerged over the past decade as one of the most important diseases of livestock. Methodology/Principal Findings: We developed a stochastic, spatially-explicit, farm-level model to describe the spread of bluetongue virus (BTV) within and between farms. Transmission between farms was modeled by a generic kernel, which includes both animal and vector movements. Once a farm acquired infection, the within-farm dynamics were simulated based on the number of cattle and sheep kept on the farm and on local temperatures. Parameter estimates were derived from the published literature and using data from the outbreak of bluetongue in northern Europe in 2006. The model was validated using data on the spread of BTV in Great Britain during 2007. The sensitivity of model predictions to the shape of the transmission kernel was assessed. Conclusions/Significance: The model is able to replicate the dynamics of BTV in Great Britain. Although uncertainty remains over the precise shape of the transmission kernel and certain aspects of the vector, the modeling approach we develop constitutes an ideal framework in which to incorporate these aspects as more and better data become available. Moreover, the model provides a tool with which to examine scenarios for the spread and control of BTV in Great Britain.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0007741</identifier><identifier>PMID: 19890400</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Analysis ; Animal diseases ; Animal Husbandry - methods ; Animals ; Biting ; Bluetongue ; Bluetongue - epidemiology ; Bluetongue - virology ; Bluetongue virus - genetics ; Cattle ; Cattle Diseases - epidemiology ; Cattle Diseases - virology ; Ceratopogonidae ; Ceratopogonidae - virology ; Chironomidae ; Computer simulation ; Culicoides ; Diptera ; Disease Outbreaks - veterinary ; Disease transmission ; Epidemics ; Epidemiology ; Farms ; Fatalities ; Feeds ; Female ; Foot & mouth disease ; Infection ; Infections ; Infectious Diseases/Epidemiology and Control of Infectious Diseases ; Insect Control ; Insect Vectors - virology ; Laboratories ; Likelihood Functions ; Livestock ; Mathematical models ; Mathematics/Statistics ; Medical research ; Modelling ; Models, Statistical ; Mortality ; Outbreaks ; Ovis aries ; Public Health and Epidemiology/Epidemiology ; Sheep ; Simulation ; Stochasticity ; United Kingdom ; Vector-borne diseases ; Veterinary medicine ; Viral diseases ; Viral infections ; Viruses</subject><ispartof>PloS one, 2009-11, Vol.4 (11), p.e7741-e7741</ispartof><rights>COPYRIGHT 2009 Public Library of Science</rights><rights>2009 Szmaragd et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. 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virology</subject><subject>Laboratories</subject><subject>Likelihood Functions</subject><subject>Livestock</subject><subject>Mathematical models</subject><subject>Mathematics/Statistics</subject><subject>Medical research</subject><subject>Modelling</subject><subject>Models, Statistical</subject><subject>Mortality</subject><subject>Outbreaks</subject><subject>Ovis aries</subject><subject>Public Health and Epidemiology/Epidemiology</subject><subject>Sheep</subject><subject>Simulation</subject><subject>Stochasticity</subject><subject>United Kingdom</subject><subject>Vector-borne diseases</subject><subject>Veterinary medicine</subject><subject>Viral diseases</subject><subject>Viral infections</subject><subject>Viruses</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2009</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNqNkl9v0zAUxSMEYmPwDRBYQgLx0GLHThy_TNoGHZWGJrE_r5bj3KQeiV1sh8K3x6WFtYgH4odY1797rn10suw5wVNCOXl350ZvVT9dOgtTjDHnjDzIDomg-aTMMX24sz_InoRwh3FBq7J8nB0QUQnMMD7Mhk-ugd7YDs28GmDl_BcUHXoPQXtTA4oLQNde2TCYEIyzyLXotB8hOtuNgG6NHwNambgwFinboBriCsCimfJDQKl47kFFdOpNVMY-zR61qg_wbPs_ym5mH67PPk4uLs_nZycXE11WPE7KWmhWc8yJEqRpa2hK3DLd1KygmjdKACsJ5yWlvBYtZqSCosZUtwUtUktDj7KXG91l74LcOhUkyUWeF4zRIhHzDdE4dSeX3gzK_5BOGfmr4HwnlY9G9yChUIIJQSgDkTwTVQXpOryiednWTVMmrePttLEeoNFgo1f9nuj-iTUL2blvMuclL0ieBN5sBbz7OkKIMrmtoe-VBTcGySlNU5lYk6_-Iv_9uOmG6lS6v7GtS2N1Wg0MRqe8tCbVTxjPK5K-tezbvYbERPgeOzWGIOdXn_-fvbzdZ1_vsAtQfVwE148xJSnsg2wDau9C8ND-cY9guY7773fKddzlNu6p7cWu8_dN23zfB6FVTqrOmyBvrnJMKCZVUaW40J9dWQRk</recordid><startdate>20091105</startdate><enddate>20091105</enddate><creator>Szmaragd, Camille</creator><creator>Wilson, Anthony J</creator><creator>Carpenter, Simon</creator><creator>Wood, James L.N</creator><creator>Mellor, Philip S</creator><creator>Gubbins, Simon</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>FBQ</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QO</scope><scope>7RV</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TG</scope><scope>7TM</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>D1I</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>KB.</scope><scope>KB0</scope><scope>KL.</scope><scope>L6V</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>M7S</scope><scope>NAPCQ</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PATMY</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20091105</creationdate><title>Modeling Framework to Describe the Transmission of Bluetongue Virus within and between Farms in Great Britain</title><author>Szmaragd, Camille ; Wilson, Anthony J ; Carpenter, Simon ; Wood, James L.N ; Mellor, Philip S ; Gubbins, Simon</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c687t-6b9c4b7071a91dfbed60f4cdb453c7da9e461776337b9f0418e5b03cf5351a9d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2009</creationdate><topic>Analysis</topic><topic>Animal diseases</topic><topic>Animal Husbandry - 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The focus of these models has been on directly transmitted infections with little attention given to vector-borne diseases such as bluetongue, a viral disease of ruminants transmitted by Culicoides biting midges. Yet BT has emerged over the past decade as one of the most important diseases of livestock. Methodology/Principal Findings: We developed a stochastic, spatially-explicit, farm-level model to describe the spread of bluetongue virus (BTV) within and between farms. Transmission between farms was modeled by a generic kernel, which includes both animal and vector movements. Once a farm acquired infection, the within-farm dynamics were simulated based on the number of cattle and sheep kept on the farm and on local temperatures. Parameter estimates were derived from the published literature and using data from the outbreak of bluetongue in northern Europe in 2006. The model was validated using data on the spread of BTV in Great Britain during 2007. The sensitivity of model predictions to the shape of the transmission kernel was assessed. Conclusions/Significance: The model is able to replicate the dynamics of BTV in Great Britain. Although uncertainty remains over the precise shape of the transmission kernel and certain aspects of the vector, the modeling approach we develop constitutes an ideal framework in which to incorporate these aspects as more and better data become available. Moreover, the model provides a tool with which to examine scenarios for the spread and control of BTV in Great Britain.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>19890400</pmid><doi>10.1371/journal.pone.0007741</doi><tpages>e7741</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Analysis Animal diseases Animal Husbandry - methods Animals Biting Bluetongue Bluetongue - epidemiology Bluetongue - virology Bluetongue virus - genetics Cattle Cattle Diseases - epidemiology Cattle Diseases - virology Ceratopogonidae Ceratopogonidae - virology Chironomidae Computer simulation Culicoides Diptera Disease Outbreaks - veterinary Disease transmission Epidemics Epidemiology Farms Fatalities Feeds Female Foot & mouth disease Infection Infections Infectious Diseases/Epidemiology and Control of Infectious Diseases Insect Control Insect Vectors - virology Laboratories Likelihood Functions Livestock Mathematical models Mathematics/Statistics Medical research Modelling Models, Statistical Mortality Outbreaks Ovis aries Public Health and Epidemiology/Epidemiology Sheep Simulation Stochasticity United Kingdom Vector-borne diseases Veterinary medicine Viral diseases Viral infections Viruses |
title | Modeling Framework to Describe the Transmission of Bluetongue Virus within and between Farms in Great Britain |
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