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Climatic influence on anthrax suitability in warming northern latitudes
Climate change is impacting ecosystem structure and function, with potentially drastic downstream effects on human and animal health. Emerging zoonotic diseases are expected to be particularly vulnerable to climate and biodiversity disturbance. Anthrax is an archetypal zoonosis that manifests its mo...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6006314/ https://www.ncbi.nlm.nih.gov/pubmed/29915251 http://dx.doi.org/10.1038/s41598-018-27604-w |
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author | Walsh, Michael G. de Smalen, Allard W. Mor, Siobhan M. |
author_facet | Walsh, Michael G. de Smalen, Allard W. Mor, Siobhan M. |
author_sort | Walsh, Michael G. |
collection | PubMed |
description | Climate change is impacting ecosystem structure and function, with potentially drastic downstream effects on human and animal health. Emerging zoonotic diseases are expected to be particularly vulnerable to climate and biodiversity disturbance. Anthrax is an archetypal zoonosis that manifests its most significant burden on vulnerable pastoralist communities. The current study sought to investigate the influence of temperature increases on geographic anthrax suitability in the temperate, boreal, and arctic North, where observed climate impact has been rapid. This study also explored the influence of climate relative to more traditional factors, such as livestock distribution, ungulate biodiversity, and soil-water balance, in demarcating risk. Machine learning was used to model anthrax suitability in northern latitudes. The model identified climate, livestock density and wild ungulate species richness as the most influential features in predicting suitability. These findings highlight the significance of warming temperatures for anthrax ecology in northern latitudes, and suggest potential mitigating effects of interventions targeting megafauna biodiversity conservation in grassland ecosystems, and animal health promotion among small to midsize livestock herds. |
format | Online Article Text |
id | pubmed-6006314 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-60063142018-06-26 Climatic influence on anthrax suitability in warming northern latitudes Walsh, Michael G. de Smalen, Allard W. Mor, Siobhan M. Sci Rep Article Climate change is impacting ecosystem structure and function, with potentially drastic downstream effects on human and animal health. Emerging zoonotic diseases are expected to be particularly vulnerable to climate and biodiversity disturbance. Anthrax is an archetypal zoonosis that manifests its most significant burden on vulnerable pastoralist communities. The current study sought to investigate the influence of temperature increases on geographic anthrax suitability in the temperate, boreal, and arctic North, where observed climate impact has been rapid. This study also explored the influence of climate relative to more traditional factors, such as livestock distribution, ungulate biodiversity, and soil-water balance, in demarcating risk. Machine learning was used to model anthrax suitability in northern latitudes. The model identified climate, livestock density and wild ungulate species richness as the most influential features in predicting suitability. These findings highlight the significance of warming temperatures for anthrax ecology in northern latitudes, and suggest potential mitigating effects of interventions targeting megafauna biodiversity conservation in grassland ecosystems, and animal health promotion among small to midsize livestock herds. Nature Publishing Group UK 2018-06-18 /pmc/articles/PMC6006314/ /pubmed/29915251 http://dx.doi.org/10.1038/s41598-018-27604-w Text en © The Author(s) 2018 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Walsh, Michael G. de Smalen, Allard W. Mor, Siobhan M. Climatic influence on anthrax suitability in warming northern latitudes |
title | Climatic influence on anthrax suitability in warming northern latitudes |
title_full | Climatic influence on anthrax suitability in warming northern latitudes |
title_fullStr | Climatic influence on anthrax suitability in warming northern latitudes |
title_full_unstemmed | Climatic influence on anthrax suitability in warming northern latitudes |
title_short | Climatic influence on anthrax suitability in warming northern latitudes |
title_sort | climatic influence on anthrax suitability in warming northern latitudes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6006314/ https://www.ncbi.nlm.nih.gov/pubmed/29915251 http://dx.doi.org/10.1038/s41598-018-27604-w |
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