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Foundations and Future Directions for Causal Inference in Ecological Research 生态学研究中因果推理的基础与未来方向
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-20 DOI: 10.1111/ele.70053
Katherine Siegel, Laura E. Dee

Ecology often seeks to answer causal questions, and while ecologists have a rich history of experimental approaches, novel observational data streams and the need to apply insights across naturally occurring conditions pose opportunities and challenges. Other fields have developed causal inference approaches that can enhance and expand our ability to answer ecological causal questions using observational or experimental data. However, the lack of comprehensive resources applying causal inference to ecological settings and jargon from multiple disciplines creates barriers. We introduce approaches for causal inference, discussing the main frameworks for counterfactual causal inference, how causal inference differs from other research aims and key challenges; the application of causal inference in experimental and quasi-experimental study designs; appropriate interpretation of the results of causal inference approaches given their assumptions and biases; foundational papers; and the data requirements and trade-offs between internal and external validity posed by different designs. We highlight that these designs generally prioritise internal validity over generalisability. Finally, we identify opportunities and considerations for ecologists to further integrate causal inference with synthesis science and meta-analysis and expand the spatiotemporal scales at which causal inference is possible. We advocate for ecology as a field to collectively define best practices for causal inference.

生态学经常寻求回答因果问题,虽然生态学家在实验方法方面有着丰富的历史,但新的观测数据流和对自然发生条件的见解的应用需求构成了机遇和挑战。其他领域已经发展了因果推理方法,可以增强和扩展我们使用观察或实验数据回答生态因果问题的能力。然而,缺乏将因果推理应用于生态环境的综合资源和多学科术语造成了障碍。我们介绍了因果推理的方法,讨论了反事实因果推理的主要框架,因果推理与其他研究目标和关键挑战的区别;因果推理在实验和准实验研究设计中的应用在假设和偏差的情况下,对因果推理方法的结果进行适当的解释;基本文件;以及不同设计对数据的要求和内外效度的权衡。我们强调这些设计通常优先考虑内部有效性而不是通用性。最后,我们确定了生态学家进一步将因果推理与综合科学和元分析结合起来的机会和考虑因素,并扩大了因果推理的时空尺度。我们提倡生态学作为一个领域,共同定义因果推理的最佳实践。
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引用次数: 0
Trees First Inhibit Then Promote Litter Decomposition in the Subarctic 在亚北极地区,树木先抑制后促进凋落物分解
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-20 DOI: 10.1111/ele.70063
Micael Jonsson, Karina E. Clemmensen, Carles Castaño, Thomas C. Parker

Trees affect organic matter decomposition through allocation of recently fixed carbon belowground, but the magnitude and direction of this effect may depend on substrate type and decomposition stage. Here, we followed mass loss, chemical composition and fungal colonisation of leaf and root litters incubated in mountain birch forests over 4 years, in plots where belowground carbon allocation was severed by tree girdling or in control plots. Initially, girdling stimulated leaf and root litter mass loss by 12% and 22%, respectively, suggesting competitive release of saprotrophic decomposition when tree-mediated competition by ectomycorrhizal fungi was eliminated (Gadgil effect). After 4 years, girdling instead hampered mass loss of root litter by 30%, suggesting late-stage priming of decomposition in the presence of trees, in parallel with increased growth of shrubs and associated fungi following tree elimination. Hence, different mechanisms driving early- and late-stage litter decomposition should be considered in climate-feedback evaluations of plant–soil interactions.

树木通过分配地下近期固定碳来影响有机质分解,但这种影响的大小和方向可能取决于基质类型和分解阶段。在这里,我们跟踪了在山地白桦林中培养4年以上的落叶和根凋落物的质量损失、化学成分和真菌定植,这些凋落物分别位于地下碳分配被树木环绕切断的地块或对照地块。最初,环植刺激凋落叶和根分别减少12%和22%的凋落叶质量,这表明当树木介导的外生菌根真菌的竞争被消除时,腐养分解的竞争性释放(Gadgil效应)。4年后,环植反而使凋落物的质量损失减少了30%,这表明在树木存在的情况下,分解的后期启动,与树木消失后灌木和相关真菌的生长增加平行。因此,在植物-土壤相互作用的气候反馈评价中,应考虑驱动凋落物早期和后期分解的不同机制。
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引用次数: 0
Weaker Plant-Frugivore Trait Matching Towards the Tropics and on Islands 热带和岛屿上较弱的植物-果食性性状匹配
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-20 DOI: 10.1111/ele.70061
Xiao Huang, Bo Dalsgaard, Si-Chong Chen

Biotic interactions play an important role in species diversification and maintenance and, thus, are regarded as the architecture of biodiversity. Since Darwin and Wallace, biologists have debated whether biotic interactions are stronger towards the tropics and on continents, when compared to temperate regions and islands. Here, based on 354 avian frugivory networks accounting for 22,199 interactions between 1247 bird species and 2126 plant species, we quantified trait matching strength, which reflects interaction strength and specificity, across gradients of latitude and insularity globally. We found that matching between beak size and fruit size was significantly stronger towards the poles and on continents, when compared with the tropics and on islands. As underlining ecological factors, trait matching was stronger with a larger proportion of frugivory (measured as the mean proportion of fruits in bird diets) and network-level mean beak size, and with a smaller proportion of fleshy-fruited species (measured as the proportion of fleshy-fruited plant species in the botanical country where the network was located). These findings suggest that the latitudinal and insular patterns in trait matching are driven by biotic factors that may relate to trait co-evolution between interacting species and optimal foraging for bird species.

生物相互作用在物种多样化和维持中起着重要作用,因此被认为是生物多样性的结构。自达尔文和华莱士以来,生物学家一直在争论,与温带地区和岛屿相比,热带地区和大陆上的生物相互作用是否更强。本文基于354个鸟类frugivory网络(1247种鸟类与2126种植物共22199次相互作用),量化了性状匹配强度,反映了全球不同纬度和岛屿梯度的相互作用强度和特异性。我们发现,与热带和岛屿相比,喙大小和果实大小之间的匹配在两极和大陆上明显更强。作为突出的生态因子,果性(以鸟类食粮中果实的平均比例衡量)和网级平均喙长比例较大,肉质果类(以网络所在植物国肉质果类植物物种比例衡量)比例较小,性状匹配较强。这些发现表明,性状匹配的纬度和岛屿模式是由生物因素驱动的,这些因素可能与相互作用物种之间的性状共同进化和鸟类的最佳觅食有关。
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引用次数: 0
Continuous Abrupt Vegetation Shifts in the Global Terrestrial Ecosystem 全球陆地生态系统中连续的植被突变
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-20 DOI: 10.1111/ele.70069
Maohong Wei, Shengpeng Li, Lin Zhu, Xueqiang Lu, Hongyuan Li, Jianfeng Feng

Previous studies have primarily focused on single abrupt shifts; however, the actual ecosystem will experience continuous abrupt shifts (CAS), including different directions shifts (DDS) and same direction shifts (SDS). The patterns and drivers of these CAS remain unclear. We examined the patterns of the DDS and SDS by two vegetation datasets and then tested climate drivers comprising atmospheric temperature (MAT), atmospheric precipitation (MAP), soil temperature (ST) and soil water content (SW); finally, hysteresis effects were examined with reference to principal drivers. The results demonstrate that the DDS and SDS varied across climatic regions. The ST, SW, MAT and MAP were the primary drivers of the DDS, while the MAT and MAP were the primary drivers of the SDS. Furthermore, the presence of hysteresis effects was validated via the DDS. This study presents the widespread occurrence of the CAS and the divergent roles of climate change on the DDS and SDS globally.

以前的研究主要集中在单一的突变;然而,实际生态系统会经历连续的突变(CAS),包括不同方向的变化(DDS)和相同方向的变化(SDS)。这些CAS的模式和驱动因素尚不清楚。利用两组植被数据分析了DDS和SDS的变化规律,并对包括大气温度(MAT)、大气降水(MAP)、土壤温度(ST)和土壤含水量(SW)在内的气候驱动因子进行了分析;最后,结合主要驱动因素分析了磁滞效应。结果表明,不同气候区DDS和SDS存在差异。ST、SW、MAT和MAP是DDS的主要驱动因子,而MAT和MAP是SDS的主要驱动因子。此外,通过DDS验证了磁滞效应的存在。在全球范围内,气候变化对干旱区和干旱区的影响是不同的。
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引用次数: 0
Impacts of Weather Anomalies and Climate on Plant Disease 天气异常和气候对植物病害的影响
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-20 DOI: 10.1111/ele.70062
Devin Kirk, Jeremy M. Cohen, Vianda Nguyen, Marissa L. Childs, Johannah E. Farner, T. Jonathan Davies, S. Luke Flory, Jason R. Rohr, Mary I. O'Connor, Erin A. Mordecai

Predicting the effects of climate change on plant disease is critical for protecting ecosystems and food production. Here, we show how disease pressure responds to short-term weather, historical climate and weather anomalies by compiling a global database (4339 plant–disease populations) of disease prevalence in both agricultural and wild plant systems. We hypothesised that weather and climate would play a larger role in disease in wild versus agricultural plant populations, which the results supported. In wild systems, disease prevalence peaked when the temperature was 2.7°C warmer than the historical average for the same time of year. We also found evidence of a negative interactive effect between weather anomalies and climate in wild systems, consistent with the idea that climate maladaptation can be an important driver of disease outbreaks. Temperature and precipitation had relatively little explanatory power in agricultural systems, though we observed a significant positive effect of current temperature. These results indicate that disease pressure in wild plants is sensitive to nonlinear effects of weather, weather anomalies and their interaction with historical climate. In contrast, warmer temperatures drove risks for agricultural plant disease outbreaks within the temperature range examined regardless of historical climate, suggesting vulnerability to ongoing climate change.

预测气候变化对植物病害的影响对于保护生态系统和粮食生产至关重要。在这里,我们通过编译农业和野生植物系统中疾病流行的全球数据库(4339种植物疾病种群),展示了疾病压力如何响应短期天气、历史气候和天气异常。我们假设天气和气候将在野生植物种群与农业植物种群的疾病中发挥更大的作用,结果支持了这一假设。在野生系统中,当气温比历史同期平均温度高2.7℃时,疾病流行率达到峰值。我们还发现了野生系统中天气异常和气候之间负交互作用的证据,这与气候不适应可能是疾病爆发的重要驱动因素的观点一致。温度和降水在农业系统中的解释力相对较小,尽管我们观察到当前温度的显著正影响。这些结果表明,野生植物病害压力对天气、天气异常及其与历史气候的相互作用的非线性效应非常敏感。相比之下,在研究的温度范围内,无论历史气候如何,气温升高都增加了农业植物疾病爆发的风险,这表明对持续气候变化的脆弱性。
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引用次数: 0
Additive Effects of Multiple Global Change Factors on Plant Invasions Are Common 多种全球变化因子对植物入侵的加性效应是常见的
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-17 DOI: 10.1111/ele.70057
Xiong Shi, Yanjie Liu, Mark van Kleunen

Quantifying how co-acting global change factors (GCFs) influence plant invasion is crucial for predicting future invasion dynamics. We did a meta-analysis to assess pairwise effects of five GCFs (elevated CO2, drought, eutrophication, increased rainfall and warming) on native and alien plants. We found that alien plants, compared to native plants, suffered less or benefited more for four of the eight pairwise GCF combinations, and that all GCFs acted additively. Subgroup analysis showed that the relative benefits of alien over native plants were particularly apparent when they grew in competition with one another, and that the results were largely the same when the aliens were restricted to naturalised or invasive species. Our meta-analysis provides evidence that additive effects of multiple global change factors on plant invasions are common, and thus that with the ongoing global environmental changes, the risk of plant invasion continues to increase.

量化协同作用的全球变化因子(GCFs)如何影响植物入侵,对于预测未来的入侵动态至关重要。我们进行了一项荟萃分析,以评估五种gcf(二氧化碳升高、干旱、富营养化、降雨增加和变暖)对本地和外来植物的成对影响。我们发现,与本地植物相比,外来植物在8个成对GCF组合中的4个中遭受的损失更少或受益更多,并且所有GCF都是加性的。亚群分析表明,当外来植物与本地植物相互竞争时,它们相对于本地植物的优势尤为明显,而当外来植物仅限于归化物种或入侵物种时,结果基本相同。我们的荟萃分析表明,多种全球变化因素对植物入侵的叠加效应是常见的,因此,随着全球环境的持续变化,植物入侵的风险持续增加。
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引用次数: 0
Soil Nitrogen Supply Exerts Largest Influence on Leaf Nitrogen in Environments with the Greatest Leaf Nitrogen Demand 在叶片氮需求量最大的环境中,土壤氮供应对叶片氮的影响最大
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-17 DOI: 10.1111/ele.70015
Alissar Cheaib, Elizabeth F. Waring, Risa McNellis, Evan A. Perkowski, Jason P. Martina, Eric W. Seabloom, Elizabeth T. Borer, Peter A. Wilfahrt, Ning Dong, Iain Colin Prentice, Ian J. Wright, Sally A. Power, Erika I. Hersch-Green, Anita C. Risch, Maria C. Caldeira, Carla Nogueira, Qingqing Chen, Nicholas G. Smith

Accurately representing the relationships between nitrogen supply and photosynthesis is crucial for reliably predicting carbon–nitrogen cycle coupling in Earth System Models (ESMs). Most ESMs assume positive correlations amongst soil nitrogen supply, leaf nitrogen content, and photosynthetic capacity. However, leaf photosynthetic nitrogen demand may influence the leaf nitrogen response to soil nitrogen supply; thus, responses to nitrogen supply are expected to be the largest in environments where demand is the greatest. Using a nutrient addition experiment replicated across 26 sites spanning four continents, we demonstrated that climate variables were stronger predictors of leaf nitrogen content than soil nutrient supply. Leaf nitrogen increased more strongly with soil nitrogen supply in regions with the highest theoretical leaf nitrogen demand, increasing more in colder and drier environments than warmer and wetter environments. Thus, leaf nitrogen responses to nitrogen supply are primarily influenced by climatic gradients in photosynthetic nitrogen demand, an insight that could improve ESM predictions.

准确表征氮供应与光合作用之间的关系是可靠预测地球系统模型中碳氮循环耦合的关键。大多数esm假设土壤氮供应、叶片氮含量和光合能力之间呈正相关。然而,叶片光合氮需求可能影响叶片对土壤氮供应的响应;因此,在需求最大的环境中,对氮供应的反应预计最大。通过在四大洲26个地点重复的养分添加试验,我们证明气候变量比土壤养分供应更能预测叶片氮含量。在叶片氮理论需要量最高的地区,叶片氮随土壤氮供应的增加更为强烈,在寒冷和干燥的环境中,叶片氮的增加幅度大于温暖和潮湿的环境。因此,叶片对氮供应的响应主要受到光合氮需求的气候梯度的影响,这一见解可以改善ESM预测。
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引用次数: 0
A Global Relationship Between Genome Size and Encoded Carbon Metabolic Strategies of Soil Bacteria 土壤细菌基因组大小与编码碳代谢策略的全局关系
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-17 DOI: 10.1111/ele.70064
Xingjie Wu, Jingjing Peng, Ashish Anil Malik, Ziheng Peng, Yu Luo, Fenliang Fan, Yahai Lu, Gehong Wei, Manuel Delgado-Baquerizo, Werner Liesack, Shuo Jiao

Microbial traits are critical for carbon sequestration and degradation in terrestrial ecosystems. Yet, our understanding of the relationship between carbon metabolic strategies and genomic traits like genome size remains limited. To address this knowledge gap, we conducted a global-scale meta-analysis of 2650 genomes, integrated whole-genome sequencing data, and performed a continental-scale metagenomic field study. We found that genome size was tightly associated with an increase in the ratio between genes encoding for polysaccharide decomposition and biomass synthesis that we defined as the carbon acquisition-to-biomass yield ratio (A/Y). We also show that horizontal gene transfer played a major evolutionary role in the expanded bacterial capacities in carbon acquisition. Our continental-scale field study further revealed a significantly negative relationship between the A/Y ratio and soil organic carbon stocks. Our work demonstrates a global relationship between genome size and the encoded carbon metabolic strategies of soil bacteria across terrestrial microbiomes.

微生物特性对陆地生态系统的碳固存和降解至关重要。然而,我们对碳代谢策略和基因组特征(如基因组大小)之间关系的理解仍然有限。为了解决这一知识差距,我们对2650个基因组进行了全球规模的元分析,整合了全基因组测序数据,并进行了大陆规模的元基因组实地研究。我们发现,基因组大小与编码多糖分解和生物量合成的基因之间的比例增加密切相关,我们将其定义为碳获取与生物量产量比(A/Y)。我们还表明,水平基因转移在扩大细菌碳获取能力方面发挥了重要的进化作用。我们的大陆尺度野外研究进一步揭示了a /Y比值与土壤有机碳储量之间的显著负相关关系。我们的工作证明了基因组大小与陆地微生物组中土壤细菌编码碳代谢策略之间的全球关系。
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引用次数: 0
Reconciling Variability in Multiple Stressor Effects Using Environmental Performance Curves 利用环境绩效曲线调和多重压力效应的可变性
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-17 DOI: 10.1111/ele.70065
Hebe Carmichael, Ruth Warfield, Gabriel Yvon-Durocher

Understanding the effects of multiple stressors has become a major focus in ecology and evolution. While many studies have investigated the combined effects of stressors, revealing massive variability, a mechanistic understanding that reconciles the diversity of multiple stressor outcomes is lacking. Here, we show how performance curves can fill this gap by revealing mechanisms that shape multiple stressor outcomes. Our experiments with 12 bacterial taxa, demonstrate that additional stressors alter the shape of temperature, pH and salinity performance curves. This leads to changes in stressor interaction outcomes—for example, shifts between additive, antagonistic or synergistic interactions—along gradients, revealing that small changes in a stressor along nonlinear performance curves can dramatically impact the stressor interaction. These findings help to explain the lack of generality found across multiple stressor studies and highlight how a performance curve approach can provide a more holistic view of multiple stressor interactions.

了解多重压力源的影响已经成为生态学和进化的主要焦点。虽然许多研究调查了压力源的综合影响,揭示了巨大的可变性,但缺乏协调多种压力源结果多样性的机制理解。在这里,我们展示了性能曲线如何通过揭示形成多种应激源结果的机制来填补这一空白。我们对12个细菌分类群的实验表明,额外的应激源改变了温度、pH和盐度性能曲线的形状。这导致了应力源相互作用结果的变化,例如,在梯度上的加性、拮抗或协同相互作用之间的变化,揭示了应力源沿着非线性性能曲线的微小变化可以显著影响应力源相互作用。这些发现有助于解释在多个压力源研究中发现的缺乏普遍性,并突出了性能曲线方法如何提供多个压力源相互作用的更全面的观点。
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引用次数: 0
Elevated Temperature Diminishes Reciprocal Selection in an Experimental Plant-Pollinator-Herbivore System 高温降低了植物-传粉者-草食动物实验系统中的互惠选择
IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-13 DOI: 10.1111/ele.70060
Quint Rusman, Juan Traine, Florian P. Schiestl

The geographic mosaic of coevolution predicts reciprocal selection, the first step in coevolution, to vary with changing biotic and abiotic environmental conditions. Studying how temperature affects reciprocal selection is essential to connect effects of global warming on the microevolutionary patterns of coevolution to the ecological processes underlying them. In this study, we investigated whether temperature influenced reciprocal selection between a plant (Brassica rapa) and its pollinating butterfly herbivore (Pieris rapae). In two temperature environments (ambient and hot), we measured the phenotypes of plants and butterflies, their interactions and fitness, which we used to calculate reciprocal selection. We found a variety of traits involved in reciprocal selection in the ambient environment, but none in the hot environment. We provide experimental evidence that elevated temperature weakens reciprocal selection, which will help better predict the consequences of global warming for coevolution.

共同进化的地理马赛克预示着相互选择,共同进化的第一步,随着生物和非生物环境条件的变化而变化。研究温度如何影响相互选择,对于将全球变暖对共同进化的微进化模式的影响与潜在的生态过程联系起来至关重要。在这项研究中,我们研究了温度是否影响植物(芸苔)和它的传粉食草蝴蝶(Pieris rapae)之间的互惠选择。在两种温度环境下(常温和高温),我们测量了植物和蝴蝶的表型,它们的相互作用和适合度,我们用它们来计算互惠选择。我们发现在自然环境中有多种性状参与相互选择,但在炎热环境中没有。我们提供的实验证据表明,温度升高削弱了相互选择,这将有助于更好地预测全球变暖对共同进化的影响。
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引用次数: 0
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Ecology Letters
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