Convergent gliding, divergent ecology: Environmental drivers of gliding vertebrates in Southeast Asia

Gliding has evolved repeatedly across vertebrates and is often regarded as a classic example of convergent evolution associated with arboreal habitats. However, it remains unclear whether convergent locomotion corresponds to shared ecological responses across taxa. In this study, we investigated the distribution patterns and environmental drivers of gliding vertebrates in Southeast Asia using occurrence records and environmental variables representing climate and forest structure. We analyzed five major groups, including flying lemurs, flying squirrels, gliding lizards, gliding snakes, and gliding frogs, using presence-background logistic regression models. Across taxa, temperature seasonality showed consistently negative effects, while canopy height showed positive effects, indicating a shared association with climatically stable environments and well-developed vertical forest structure. In contrast, other environmental variables exhibited substantial taxon-specific variation. For example, elevation showed a strong negative effect only in gliding snakes, suggesting a tendency toward lowland habitats, whereas precipitation variables had limited explanatory power for gliding frogs. These results demonstrate that, despite the convergent evolution of gliding locomotion, ecological responses to environmental factors are not uniform across vertebrate taxa. Instead, species distributions are shaped by a combination of shared functional constraints and lineage-specific ecological traits. Our findings highlight the importance of vertical forest structure and suggest that habitat alteration affecting canopy structure may disproportionately impact certain taxa.