Ecological niche modelling of Culicoides imicola and future range shifts under climate change scenarios in Italy

IF 1.6 3区 农林科学 Q2 ENTOMOLOGY
Irene Del Lesto, Adele Magliano, Riccardo Casini, Arianna Ermenegildi, Pasquale Rombolà, Claudio De Liberato, Federico Romiti
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Abstract

Culicoides imicola is the main vector of viral diseases of livestock in Europe such as bluetongue (BT), African horse sickness and epizootic haemorrhagic disease. Climatic factors are the main drivers of C. imicola occurrence and its distribution might be subject to rapid shifts due to climate change. Entomological data, collected during BT surveillance, and climatic/environmental variables were used to analyse ecological niche and to model C. imicola distribution and possible future range shifts in Italy. An ensemble technique was used to weigh the performance of machine learning, linear and profile methods. Updated future climate projections from the latest phase of the Climate Model Intercomparison Project were used to generate future distributions for the next three 20-year periods, according to combinations of general circulation models and shared socioeconomic pathways and considering different climate change scenarios. Results indicated the minimum temperature of the coldest month (BIO 6) and precipitation of the driest-warmest months (BIO 14) as the main limiting climatic factors. Indeed, BIO 6 and BIO 14 reported the two highest values of variable importance, respectively, 9.16% (confidence interval [CI] = 7.99%–10.32%), and 2.01% (CI = 1.57%–2.44%). Under the worst-case scenario of climate change, C. imicola range is expected to expand northward and shift away from the coasts of central Italy, while in some areas of southern Italy, environmental suitability will decrease. Our results provide predictions of C. imicola distribution according to the most up-to-date future climate projections and should be of great use to surveillance management at regional and national scales.

Abstract Image

意大利 Culicoides imicola 的生态位建模和气候变化情景下的未来分布转移。
Culicoides imicola 是欧洲家畜病毒性疾病(如蓝舌病、非洲马病和附带出血性疾病)的主要传播媒介。气候因素是影响 C. imicola 发生的主要因素,其分布可能会因气候变化而迅速变化。在 BT 监测期间收集的昆虫学数据和气候/环境变量被用来分析生态位,并模拟 C. imicola 在意大利的分布和未来可能的分布范围变化。使用了一种集合技术来权衡机器学习、线性和剖面方法的性能。根据大气环流模型和共同社会经济路径的组合,并考虑到不同的气候变化情景,使用气候模型相互比较项目最新阶段的未来气候预测来生成未来三个 20 年的分布情况。结果表明,最冷月份的最低气温(BIO 6)和最干最暖月份的降水量(BIO 14)是主要的限制性气候因素。事实上,BIO 6 和 BIO 14 的变量重要性值最高,分别为 9.16%(置信区间 [CI] = 7.99%-10.32%)和 2.01%(置信区间 [CI] = 1.57%-2.44%)。在气候变化的最坏情况下,C. imicola 的分布范围预计将向北扩展,并远离意大利中部海岸,而在意大利南部的一些地区,环境适宜性将下降。我们的研究结果根据最新的未来气候预测对 C. imicola 的分布进行了预测,对地区和国家范围内的监控管理非常有用。
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来源期刊
Medical and Veterinary Entomology
Medical and Veterinary Entomology 农林科学-昆虫学
CiteScore
3.70
自引率
5.30%
发文量
65
审稿时长
12-24 weeks
期刊介绍: Medical and Veterinary Entomology is the leading periodical in its field. The Journal covers the biology and control of insects, ticks, mites and other arthropods of medical and veterinary importance. The main strengths of the Journal lie in the fields of: -epidemiology and transmission of vector-borne pathogens changes in vector distribution that have impact on the pathogen transmission- arthropod behaviour and ecology- novel, field evaluated, approaches to biological and chemical control methods- host arthropod interactions. Please note that we do not consider submissions in forensic entomology.
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