Climate Change Impact on Human-Rodent Interfaces: Modeling Junin Virus Reservoir Shifts.

IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES
Nuri Flores-Pérez, Pranav Kulkarni, Marcela Uhart, Pranav S Pandit
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引用次数: 0

Abstract

The drylands vesper mouse (Calomys musculinus) is the primary host for Junin mammarenavirus (JUNV), the etiological agent of Argentine hemorrhagic fever in humans. We assessed the potential distribution of C. musculinus and identified disease transmission hotspots under current climatic conditions and projected future scenarios, including severe (Representative Concentration Pathway 8.5) and intermediate (Representative Concentration Pathway 4.5) climate change scenarios in 2050 and 2070. Utilizing tree-based machine learning algorithms, we modeled C. musculinus distribution by incorporating bioclimatic and landscape predictors. The model showed strong performance, achieving F-scores between 80.22 and 83.09%. Key predictors indicated that C. musculinus prefers warm temperatures, moderate annual precipitation, low precipitation variability, and low pasture coverage. Under the severe climate change scenario, suitable areas for the rodent and hotspots for potential disease decreased. The intermediate scenario showed an expansion in C. musculinus distribution alongside increased potential hotspot zones. Despite the complexity of ecological systems and the limitations of the model, our findings offer a framework for preventive measures and ecological studies in regions prone to the expansion of C. musculinus and in hotspots for disease transmission driven by climate change.

气候变化对人-啮齿动物界面的影响:建模Junin病毒库转移。
旱地小鼠(Calomys musculinus)是人类阿根廷出血热病原朱宁病毒(JUNV)的主要宿主。我们评估了当前气候条件下肌肉棘猴的潜在分布,确定了疾病传播热点,并预测了2050年和2070年气候变化严重(代表性浓度路径8.5)和中等(代表性浓度路径4.5)的未来情景。利用基于树的机器学习算法,通过结合生物气候和景观预测因子,建立了C. musculinus分布模型。该模型表现出较强的性能,f得分在80.22 - 83.09%之间。关键预测因子表明,柽柳喜温、年降水量适中、降水变率低、牧草盖度低。在严重的气候变化情景下,啮齿动物的适宜区和潜在疾病的热点地区减少。在中间情景中,肌肉棘猴分布扩大,潜在热点区增加。尽管生态系统的复杂性和模型的局限性,我们的研究结果提供了一个框架,预防措施和生态研究在易受气候变化驱动的C. musculinus扩张的地区和疾病传播热点地区。
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来源期刊
Ecohealth
Ecohealth 环境科学-环境科学
CiteScore
4.50
自引率
4.00%
发文量
45
审稿时长
>24 weeks
期刊介绍: EcoHealth aims to advance research, practice, and knowledge integration at the interface of ecology and health by publishing high quality research and review articles that address and profile new ideas, developments, and programs. The journal’s scope encompasses research that integrates concepts and theory from many fields of scholarship (including ecological, social and health sciences, and the humanities) and draws upon multiple types of knowledge, including those of relevance to practice and policy. Papers address integrated ecology and health challenges arising in public health, human and veterinary medicine, conservation and ecosystem management, rural and urban development and planning, and other fields that address the social-ecological context of health. The journal is a central platform for fulfilling the mission of the EcoHealth Alliance to strive for sustainable health of people, domestic animals, wildlife, and ecosystems by promoting discovery, understanding, and transdisciplinarity. The journal invites substantial contributions in the following areas: One Health and Conservation Medicine o Integrated research on health of humans, wildlife, livestock and ecosystems o Research and policy in ecology, public health, and agricultural sustainability o Emerging infectious diseases affecting people, wildlife, domestic animals, and plants o Research and practice linking human and animal health and/or social-ecological systems o Anthropogenic environmental change and drivers of disease emergence in humans, wildlife, livestock and ecosystems o Health of humans and animals in relation to terrestrial, freshwater, and marine ecosystems Ecosystem Approaches to Health o Systems thinking and social-ecological systems in relation to health o Transdiiplinary approaches to health, ecosystems and society.
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