Climatic influence on anthrax suitability in warming northern latitudes
Влияние климата на пригодность северных широт для распространения сибирской язвы в условиях потепления
2018-06-12
SCID: 54.1/sewugvye
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anthrax suitabilityclimate changelivestock densitymachine learningungulate species richness
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Abstract (AI)
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.
Key Findings
1
Anthrax risk assessment should consider climate alongside livestock distribution, ungulate biodiversity, and soil-water balance.
2
Conservation of megafauna biodiversity in grasslands and improved health management for small-to-midsize livestock herds may help mitigate anthrax risk.
3
Machine-learning models identify climate, livestock density, and wild ungulate species richness as the most influential predictors of anthrax suitability.
4
The study models geographic anthrax suitability across temperate, boreal, and arctic northern latitudes under increasing temperatures.
5
Warming temperatures are highlighted as an important influence on anthrax ecology and potential risk in rapidly changing northern ecosystems.
Research Object
Anthrax suitability in the temperate, boreal, and arctic northern latitudes
Research Subject
The influence of increasing temperature relative to livestock density, wild ungulate species richness, and soil-water balance in determining geographic anthrax suitability
Publication Details
Publication Date
2018-06-12
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