Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems

Abstract As climate change accelerates, it may significantly alter species distributions and endanger many species. The use of species distribution modeling (SDM) has become increasingly vital for assessing the likely effects of climatic changes on biodiversity. This approach is especially relevant...

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Main Authors: Ahmed R. Mahmoud, Emad A. Farahat, Loutfy M. Hassan, Marwa Waseem A. Halmy
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Plant Biology
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Online Access:https://doi.org/10.1186/s12870-025-06630-7
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author Ahmed R. Mahmoud
Emad A. Farahat
Loutfy M. Hassan
Marwa Waseem A. Halmy
author_facet Ahmed R. Mahmoud
Emad A. Farahat
Loutfy M. Hassan
Marwa Waseem A. Halmy
author_sort Ahmed R. Mahmoud
collection DOAJ
description Abstract As climate change accelerates, it may significantly alter species distributions and endanger many species. The use of species distribution modeling (SDM) has become increasingly vital for assessing the likely effects of climatic changes on biodiversity. This approach is especially relevant as our understanding of environmental shifts and their ecological implications deepens. SDMs are frequently employed to forecast future shifts in species’ geographic ranges, estimate extinction risks, evaluate the effectiveness of existing conservation areas, and prioritize conservation efforts. The urgency of these assessments is highlighted by the fact that the Mediterranean area is heating up 20% quicker than the universal average. Given that species have varying ecological tolerances and attributes, their biological responses to environmental changes are likely to differ significantly. This study aimed to assess the potential future distribution of three native Mediterranean species— Thymelaea hirsuta (L.) Endl., Ononis vaginalis Vahl, and Limoniastrum monopetalum (L.) Boiss.—under two GCMs of HadGEM3-GC31-LL and IPSL-CM6A-LR for the periods of 2060s and 2080s and two Shared Socioeconomic Pathway (SSP 1-2.6 and SSP5-8.5), comparing the use of MaxEnt and ensemble modelling techniques in predicting the impact of future climatic changes on these species’ distribution. The results indicated that there are high similarities and agreement between MaxEnt and the ensemble models’ outputs. The two modelling techniques exhibited excellent fits and performance. The distribution range of T. hirsuta and O. vaginalis will expand and migrate to the northwest direction of the Mediterranean coast of Egypt, while L. monopetalum will contract. The insights gained from species distribution modeling could guide future conservation efforts and promote the sustainable use of the studied species in the arid coastal environments of the Mediterranean region. Clinical trial number Not applicable.
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spelling doaj-art-d537d1becc834ea5a9bb5d3ebb2f9c032025-08-20T03:10:14ZengBMCBMC Plant Biology1471-22292025-05-0125111910.1186/s12870-025-06630-7Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystemsAhmed R. Mahmoud0Emad A. Farahat1Loutfy M. Hassan2Marwa Waseem A. Halmy3Botany and Microbiology Department, Faculty of Science, Helwan UniversityBotany and Microbiology Department, Faculty of Science, Helwan UniversityBotany and Microbiology Department, Faculty of Science, Helwan UniversityDepartment of Environmental Sciences, Faculty of Science, Alexandria UniversityAbstract As climate change accelerates, it may significantly alter species distributions and endanger many species. The use of species distribution modeling (SDM) has become increasingly vital for assessing the likely effects of climatic changes on biodiversity. This approach is especially relevant as our understanding of environmental shifts and their ecological implications deepens. SDMs are frequently employed to forecast future shifts in species’ geographic ranges, estimate extinction risks, evaluate the effectiveness of existing conservation areas, and prioritize conservation efforts. The urgency of these assessments is highlighted by the fact that the Mediterranean area is heating up 20% quicker than the universal average. Given that species have varying ecological tolerances and attributes, their biological responses to environmental changes are likely to differ significantly. This study aimed to assess the potential future distribution of three native Mediterranean species— Thymelaea hirsuta (L.) Endl., Ononis vaginalis Vahl, and Limoniastrum monopetalum (L.) Boiss.—under two GCMs of HadGEM3-GC31-LL and IPSL-CM6A-LR for the periods of 2060s and 2080s and two Shared Socioeconomic Pathway (SSP 1-2.6 and SSP5-8.5), comparing the use of MaxEnt and ensemble modelling techniques in predicting the impact of future climatic changes on these species’ distribution. The results indicated that there are high similarities and agreement between MaxEnt and the ensemble models’ outputs. The two modelling techniques exhibited excellent fits and performance. The distribution range of T. hirsuta and O. vaginalis will expand and migrate to the northwest direction of the Mediterranean coast of Egypt, while L. monopetalum will contract. The insights gained from species distribution modeling could guide future conservation efforts and promote the sustainable use of the studied species in the arid coastal environments of the Mediterranean region. Clinical trial number Not applicable.https://doi.org/10.1186/s12870-025-06630-7Habitat lossEnsemble modelMaxEntBiodiversityDistribution modelsCoastal deserts
spellingShingle Ahmed R. Mahmoud
Emad A. Farahat
Loutfy M. Hassan
Marwa Waseem A. Halmy
Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems
BMC Plant Biology
Habitat loss
Ensemble model
MaxEnt
Biodiversity
Distribution models
Coastal deserts
title Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems
title_full Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems
title_fullStr Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems
title_full_unstemmed Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems
title_short Predicting the future impact of climate change on the distribution of species in Egypt’s mediterranean ecosystems
title_sort predicting the future impact of climate change on the distribution of species in egypt s mediterranean ecosystems
topic Habitat loss
Ensemble model
MaxEnt
Biodiversity
Distribution models
Coastal deserts
url https://doi.org/10.1186/s12870-025-06630-7
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