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Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks
Bluetongue virus (BTV) serotype 8 has been circulating in Europe since a major outbreak occurred in 2006, causing economic losses to livestock farms. The unpredictability of the biting activity of midges that transmit BTV implies difficulty in computing accurate transmission models. This study uniqu...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7820592/ https://www.ncbi.nlm.nih.gov/pubmed/33479304 http://dx.doi.org/10.1038/s41598-021-81096-9 |
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author | Möhlmann, Tim W. R. Keeling, Matt J. Wennergren, Uno Favia, Guido Santman-Berends, Inge Takken, Willem Koenraadt, Constantianus J. M. Brand, Samuel P. C. |
author_facet | Möhlmann, Tim W. R. Keeling, Matt J. Wennergren, Uno Favia, Guido Santman-Berends, Inge Takken, Willem Koenraadt, Constantianus J. M. Brand, Samuel P. C. |
author_sort | Möhlmann, Tim W. R. |
collection | PubMed |
description | Bluetongue virus (BTV) serotype 8 has been circulating in Europe since a major outbreak occurred in 2006, causing economic losses to livestock farms. The unpredictability of the biting activity of midges that transmit BTV implies difficulty in computing accurate transmission models. This study uniquely integrates field collections of midges at a range of European latitudes (in Sweden, The Netherlands, and Italy), with a multi-scale modelling approach. We inferred the environmental factors that influence the dynamics of midge catching, and then directly linked predicted midge catches to BTV transmission dynamics. Catch predictions were linked to the observed prevalence amongst sentinel cattle during the 2007 BTV outbreak in The Netherlands using a dynamic transmission model. We were able to directly infer a scaling parameter between daily midge catch predictions and the true biting rate per cow per day. Compared to biting rate per cow per day the scaling parameter was around 50% of 24 h midge catches with traps. Extending the estimated biting rate across Europe, for different seasons and years, indicated that whilst intensity of transmission is expected to vary widely from herd to herd, around 95% of naïve herds in western Europe have been at risk of sustained transmission over the last 15 years. |
format | Online Article Text |
id | pubmed-7820592 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78205922021-01-26 Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks Möhlmann, Tim W. R. Keeling, Matt J. Wennergren, Uno Favia, Guido Santman-Berends, Inge Takken, Willem Koenraadt, Constantianus J. M. Brand, Samuel P. C. Sci Rep Article Bluetongue virus (BTV) serotype 8 has been circulating in Europe since a major outbreak occurred in 2006, causing economic losses to livestock farms. The unpredictability of the biting activity of midges that transmit BTV implies difficulty in computing accurate transmission models. This study uniquely integrates field collections of midges at a range of European latitudes (in Sweden, The Netherlands, and Italy), with a multi-scale modelling approach. We inferred the environmental factors that influence the dynamics of midge catching, and then directly linked predicted midge catches to BTV transmission dynamics. Catch predictions were linked to the observed prevalence amongst sentinel cattle during the 2007 BTV outbreak in The Netherlands using a dynamic transmission model. We were able to directly infer a scaling parameter between daily midge catch predictions and the true biting rate per cow per day. Compared to biting rate per cow per day the scaling parameter was around 50% of 24 h midge catches with traps. Extending the estimated biting rate across Europe, for different seasons and years, indicated that whilst intensity of transmission is expected to vary widely from herd to herd, around 95% of naïve herds in western Europe have been at risk of sustained transmission over the last 15 years. Nature Publishing Group UK 2021-01-21 /pmc/articles/PMC7820592/ /pubmed/33479304 http://dx.doi.org/10.1038/s41598-021-81096-9 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Möhlmann, Tim W. R. Keeling, Matt J. Wennergren, Uno Favia, Guido Santman-Berends, Inge Takken, Willem Koenraadt, Constantianus J. M. Brand, Samuel P. C. Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
title | Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
title_full | Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
title_fullStr | Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
title_full_unstemmed | Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
title_short | Biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
title_sort | biting midge dynamics and bluetongue transmission: a multiscale model linking catch data with climate and disease outbreaks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7820592/ https://www.ncbi.nlm.nih.gov/pubmed/33479304 http://dx.doi.org/10.1038/s41598-021-81096-9 |
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