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. 2024 Nov 14;14(1):27967.
doi: 10.1038/s41598-024-78733-4.

Effect of climate change on the habitat suitability of the relict species Zelkova carpinifolia Spach using ensembled species distribution modelling

Derya Evrim Koç  1 , Beyza Ustaoğlu  2 , Demet Biltekin  3
Affiliations

Effect of climate change on the habitat suitability of the relict species Zelkova carpinifolia Spach using ensembled species distribution modelling

Derya Evrim Koç et al. Sci Rep. .

Abstract

Zelkova carpinifolia is a Tertiary relict tree distributed in Hyrcanian and Colchic forests. Most of its habitat has been destroyed in the last century. This study aimed to model potentially suitable habitat areas for Zelkova carpinifolia from the past to the future. The Last Glacial Maximum (LGM) and Future (2061-2080) models include 19 bioclimatic variables from the CCSM4 global circulation model Pearson correlation coefficient was used to assess collinearity between variables and ten variables were selected for distribution modelling. Habitat suitability was estimated using the Biodiversity Modelling (BIOMOD) ensemble modelling method by combining the results of ten algorithm models using the R package "biomod2". The area under the curve (AUC) of the receiver operating characteristic (ROC) curve and true skills statistics (TSS) were calculated to evaluate the performance of the models. The contributions of the environmental variables were calculated separately for each algorithm model. According to the results obtained, the most effective bioclimatic variable in the distribution of the species is temperature seasonality (Bio4). The modelling results revealed that Zelkova carpinifolia survived in suitable refuge areas in western Asia during the LGM. These distribution areas have remained largely unchanged and even expanded. The future model results predict that the suitable habitats of the species will narrow in the Hyrcanian forests south of Caspian Sea and that more suitable conditions will be found around the Caucasus. Given the increasing destruction of these valuable plant species due to human activities and the expected negative impacts of climate change in the future, it is important to develop policies and strategies for the protection of Zelkova carpinifolia's habitat, the creation of nature reserves, and sustainability.

Keywords: Zelkova carpinifolia; BIOMOD; Climate change impact; Ensemble approach; Habitat suitability.

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Conflict of interest statement

Competing interests The authors declare no competing interests.

Figures

Fig. 1
Fig. 1
Pollen and occurrence data distribution map for Zelkova carpinifolia. The figure was generated using ArcGIS Pro URL: https://www.esri.com/en-us/arcgis/products/arcgis-pro/overview.
Fig. 2
Fig. 2
The true skills statistics (TSS) and the area under the curve (AUC) of the receiver operating characteristic (ROC) curves indicate the model evaluation scores for individual and ensemble models.
Fig. 3
Fig. 3
Predicted habitat suitability for Zelkova carpinifolia under the LGM and future conditions based on the committee average. The figure was generated using R version 4.2.2 and ArcGIS Pro URL: https://www.esri.com/en-us/arcgis/products/arcgis-pro/overview.
Fig. 4
Fig. 4
Predicted habitat suitability for Zelkova carpinifolia under the LGM and future conditions based on the weighted mean. The figure was generated using R version 4.2.2 and ArcGIS Pro URL: https://www.esri.com/en-us/arcgis/products/arcgis-pro/overview.
Fig. 5
Fig. 5
Changes in the predicted suitability of LGM-current and current-future climatic conditions for Zelkova carpinifolia based on the committee average and weighted mean. The figure was generated using R version 4.2.2 and ArcGIS Pro URL: https://www.esri.com/en-us/arcgis/products/arcgis-pro/overview.
See this image and copyright information in PMC

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