Climate and Spatially Heterogeneous Abiotic Site Constraints Shape Temperate Tree Species Abundance at Northern Range Limits

IF 3.5 2区 环境科学与生态学 Q2 ECOLOGY
Maxence Soubeyrand, Fabio Gennaretti, Pierre Grondin, Yves Bergeron, Marie-Hélène Brice
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引用次数: 0

Abstract

Aim

Northern populations of temperate tree species evolve under climatic, topographic and edaphic conditions that approach the limits of their ecological tolerance. However, the environmental constraints acting on species abundance are not spatially uniform, and their relative importance can shift markedly from core to northern populations. We aimed to identify the environmental drivers that control temperate tree abundance across Quebec, determine how their influence varies across space, and identify the key constraints at their northern range limit.

Location

Meridional Quebec (Canada).

Time Period

1970–2024.

Major Taxa Studied

Temperate tree species.

Methods

We analysed tree species abundance data from 115,035 inventories derived from permanent and temporary plots established by the Quebec government. Using a random forest model, we modelled the abundance of 17 temperate species based on climate variables, topographic variables, soil characteristics and stand dynamics. We then analysed SHAP (SHapley Additive exPlanations) values to evaluate the importance, direction and spatial variability of each explanatory variable's contribution to species abundance.

Results

Model performance was strong across species, with R2 values ranging from 0.18 to 0.57. Climate variables exerted the strongest influence on abundance for most species, while others, such as Acer saccharum, were more affected by edaphic and topographic variables, with a moderate influence from climate. The spatialized analysis of SHAP values indicates that colder temperatures during the growing season generally have a negative effect on the abundance of northern populations. In contrast, edaphic and topographic variables reveal strong interspecific and spatial heterogeneity in environmental constraints, associated with the structuring of environmental gradients across Québec. Importantly, the relative influence of environmental drivers was strongly spatially heterogeneous.

Main Conclusions

Our results show that abundance at range edges is not governed by a single limiting factor, but by spatially variable climatic, edaphic and topographic constraints operating across the temperate–boreal transition.

气候和空间异质性的非生物立地限制决定了温带树种在北疆的丰度
目的北方温带树种种群在接近其生态耐受极限的气候、地形和地理条件下进化。然而,影响物种丰度的环境制约因素在空间上并不均匀,其相对重要性从核心种群向北部种群明显转移。我们的目标是确定控制魁北克温带树木丰度的环境驱动因素,确定其影响如何在空间上变化,并确定其北部范围限制的关键制约因素。地理位置子午线魁北克(加拿大)。时间段1970-2024。主要分类群研究温带树种。方法分析魁北克省政府建立的永久和临时样地115035份库存的树种丰度数据。利用随机森林模型,基于气候变量、地形变量、土壤特征和林分动态对17种温带物种的丰度进行了建模。然后,我们分析了SHapley加性解释(SHapley Additive explanation)值,以评估每个解释变量对物种丰度贡献的重要性、方向和空间变异性。结果模型跨物种性能较好,R2值在0.18 ~ 0.57之间。气候变量对大多数物种的丰度影响最大,而其他物种(如糖槭)受土壤和地形变量的影响更大,气候的影响较小。SHAP值的空间化分析表明,生长季节较低的温度通常对北方种群的丰度有负面影响。相反,土壤和地形变量在环境约束方面显示出很强的种间和空间异质性,这与曲海流域的环境梯度结构有关。重要的是,环境驱动因素的相对影响具有强烈的空间异质性。研究结果表明,山地边缘的丰度不受单一限制因素的制约,而是受气候、地理和地形等空间变量的制约。
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来源期刊
Journal of Biogeography
Journal of Biogeography 环境科学-生态学
CiteScore
7.70
自引率
5.10%
发文量
203
审稿时长
2.2 months
期刊介绍: Papers dealing with all aspects of spatial, ecological and historical biogeography are considered for publication in Journal of Biogeography. The mission of the journal is to contribute to the growth and societal relevance of the discipline of biogeography through its role in the dissemination of biogeographical research.
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