Knowing the impacts of global climate change on the habitat suitability distribution of leafhoppers contributes to understanding the feedback of organisms on climate change from a macroecological perspective, and provides important scientific basis for protecting the ecological environment and biodiversity. However, there is limited knowledge on this aspect. Thus, our study aimed to address this gap by analyzing Asian habitat suitability and centroid shifts of based on 19 bioclimatic variables and occurrence records. Selecting five ecological niche models with the outstanding predictive performance (Maxlike, generalized linear model, generalized additive model, random forest, and maximum entropy) along with their ensemble model from 12 models, the current habitat suitability of and its future habitat suitability under two Shared Socio-economic Pathways (SSP1-2.6 and SSP5-8.5) in the 2050s and 2090s were predicted. The results showed that the prediction results of the five models are generally consistent. Based on ensemble model, 11 potential biodiversity hotspots with high suitability were identified. With climate change, the suitable range of will experience both expansion and contraction. In SSP5-8.52050s, the expansion area is 118.56 × 10 km, while the contraction area is 25.40 × 10 km; in SSP1-2.62090s, the expansion area is 91.71 × 10 km, and the contraction area is 26.54 × 10 km. Furthermore, the distribution core of will shift toward higher latitudes in the northeast direction, and the precipitation of warmest quarter was found to have the greatest impact on the distribution of . Our research results supported our four hypotheses. Finally, this research suggests establishing ecological reserves in identified contraction to prevent habitat loss, enhancing the protection of biodiversity hotspots, and pursuing a sustainable development path with reduced emissions.
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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11257772 | PMC |
http://dx.doi.org/10.1002/ece3.70003 | DOI Listing |
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