Distinct Ecological Habits and Habitat Responses to Future Climate Change in Two Subspecies of Magnolia sieboldii K. Koch, a Tree Endemic to East Asia

<i>Magnolia sieboldii</i>, an important ornamental tree native to East Asia, comprises two subspecies in distinct regions, with wild populations facing suboptimal survival. This study aimed to understand the potential habitat distribution of these subspecies under future climate-change conditions to support climate-adaptive conservation. The maximum entropy (MaxEnt) model was used with occurrence and environmental data to simulate the current and future suitable habitats under various climate scenarios. Precipitation in the warmest quarter played a crucial role in shaping the potential habitats of both subspecies; however, they exhibited different sensitivities to temperature-related variables and altitude. <i>Magnolia sieboldii</i> subsp. <i>sieboldii</i> is more sensitive to temperature seasonality and annual mean temperature, whereas <i>Magnolia sieboldii</i> subsp. <i>japonica</i> is more affected by altitude, mean temperature in the driest quarter, and isothermality. Currently, the subsp. <i>sieboldii</i> is predicted to have larger, more contiguous suitable habitats across northeastern China, the Korean Peninsula, and Japan, whereas the subsp. <i>japonica</i> occupies smaller, more disjunct habitats scattered in central and western Japan and the southern Chinese mountains. These two subspecies will respond differently to future climate change. Potentially suitable habitats for subsp. <i>sieboldii</i> are expected to expand significantly northward over time, especially under the SSP585 scenario compared with the SSP126 scenario. In contrast, moderately and highly suitable habitats for the subsp. <i>japonica</i> are projected to contract southward significantly. Therefore, we recommend prioritizing the conservation of the subsp. <i>japonica</i> over that of the subsp. <i>sieboldii</i>. Strategies include in situ and ex situ protection, introduction and cultivation, regional hybridization, and international cooperation. Our study offers valuable insights for the development of targeted conservation strategies for both subspecies of <i>M. sieboldii</i> to counteract the effects of climate change.