# Climate Change and Biotic Interactions Will Change the Distributions of Ungulates on the Qinghai–Tibet Plateau

**Authors:** Tong Zhang, Yikai Wang, Fu Shu, Yonglei Lv, Zijun Tang, Feng Liu, Zhiguo Li, Yuan Wang, Guangwei Tang, Guanglong Wang, Nanfei Wu, Keji Guo, Xumao Zhao

PMC · DOI: 10.3390/ani16020183 · Animals : an Open Access Journal from MDPI · 2026-01-08

## TL;DR

This study shows that considering interactions between species improves predictions of how climate change will affect the habitats of five ungulate species on the Qinghai–Tibet Plateau.

## Contribution

The study introduces interspecies interactions into species distribution models, showing their significant impact on predicting future habitats.

## Key findings

- Suitable habitats for five ungulates are predicted to increase by 2050.
- Incorporating interspecific relationships reduced predicted suitable habitats for four of the five species.
- Habitat centroids are expected to shift southward on the Qinghai–Tibet Plateau by 2050.

## Abstract

In this study, we use species distribution models (SDM) to predict suitable habitats of five ungulate species on the Qinghai–Tibet Plateau (QTP) and predict the impacts of climate change and human activities on their future habitat change. Also, we incorporated interspecies interactions into the models. Study shows that including biotic factors significantly changes prediction results, indicating that future conservation measures should consider more about interspecies interactions.

Species interactions are crucial for understanding how species will respond to future climate change. Incorporating interspecific relationships into mammalian distribution prediction models will significantly impact model outcomes, especially those for animals on the Qinghai–Tibet Plateau (QTP). Thus, we incorporated interspecific relationships into species distribution models to assess and predict the future distributions of five ungulates, including the Red deer (Cervus elaphus), the Kiang (Equus kiang), the Tibetan gazelle (Procapra picticaudata), the Tibetan antelope (Pantholops hodgsonii), and the Bharal (Pseudois nayaur). We found that (1) the suitable habitats of these five ungulates were all predicted to increase between the present and 2050; (2) the suitable distribution areas of four of these ungulates were predicted to be smaller when interspecific relationships were incorporated into the models, with the exception of the Red deer, whose suitable habitat was estimated to be larger; and (3) the centroids of suitable habitat for the five ungulates were predicted to shift to the southern part of the QTP by 2050. Our results demonstrated that interspecific relationships could influence predictions of species distributions, and thus incorporating interspecific relationships will facilitate better assessments and predictions of the future distributions of species.

## Linked entities

- **Species:** Cervus elaphus (taxon 9860), Equus kiang (taxon 94398), Procapra picticaudata (taxon 59540), Pantholops hodgsonii (taxon 59538), Pseudois nayaur (taxon 59542)

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606], Pantholops hodgsonii (chiru, species) [taxon 59538], Procapra picticaudata (Tibetan gazelle, species) [taxon 59540], Equus kiang (kiang, species) [taxon 94398], Cervus elaphus (red deer, species) [taxon 9860]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12838186/full.md

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12838186/full.md

## References

71 references — full list in the complete paper: https://tomesphere.com/paper/PMC12838186/full.md

---
Source: https://tomesphere.com/paper/PMC12838186