response traits

响应性状
  • 文章类型: Journal Article
    苔藓作为可靠的生物监测工具在环境研究中起着至关重要的作用。本研究旨在了解Cu和Cd在肢端苔藓中的积累和分布模式[Campylopusschmidii(Müll。哈尔)A.耶格](C.施密迪)。在受控的体外实验中,在水生培养基中,施密迪氏梭菌培养物暴露于不同浓度的铜(Cu)和镉(Cd)胁迫(0、10、25、50μmol/L)。这项研究系统地评估了苔藓的反应,包括观察外观特征,氧化特性,和积累特征。使用具有能量色散X射线光谱分析的扫描电子显微镜。他们旨在表征和确定高浓度处理(50μmol/LCd,50μmol/LCu,50μmol/LCu和Cd)。结果表明,与Cd相比,Schmidii对Cu表现出更高的耐受性,随着浓度的增加,可溶性蛋白质含量和脂质过氧化作用显着提高。然而,Cd胁迫引起的严重损伤,包括广泛的萎黄病,叶绿素含量降低,和表面碎片。发现Cu和Cd都通过增加过氧化氢和过氧化物酶的活性来刺激抗氧化剂水平,从而减少C.schmidii中自由基的积累。此外,结果揭示了不同的金属分布。在配子体底部观察到较高的Cu(2.23%)和较低的Cd(0.54%)积累,Cd含量比顶部的Cu高180.46%。这项研究提供了有价值的见解,表明了肢端苔藓在生物监测和植物修复中的潜在应用。它提出了金属沉积和吸收的具体策略,比如利用鞋面,土壤中Cd吸收的较年轻部分和Cu修复的较低部分。
    Mosses play a vital role in environmental research as reliable biomonitoring tools. This study aims to understand the accumulation and distribution patterns of Cu and Cd in the acrocarpous moss [Campylopus schmidii (Müll. Hal.) A. Jaeger] (C.schmidii). In controlled in vitro experiments, C.schmidii cultures were exposed to varying concentrations of copper (Cu) and cadmium (Cd) stress (0, 10, 25, 50 μmol/L) in aquatic media. The study systematically evaluated the moss\'s response, including observing appearance features, oxidative traits, and accumulation characteristics. Scanning electron microscopy with energy-dispersive X-ray spectroscopy analyses were employed. They aimed to characterize and determine the distribution of metal particles in different parts of the mosses under high concentration treatments (50 μmol/L Cd, 50 μmol/L Cu, 50 μmol/L Cu and Cd). Results indicated that C.schmidii exhibited greater tolerance to Cu compared to Cd, as evidenced by significantly higher soluble protein content and lipid peroxidation with increasing concentrations. However, Cd stress induced severe damage, including widespread chlorosis, reduced chlorophyll content, and surface fragmentation. Both Cu and Cd were found to stimulate antioxidant levels by increasing the activity of hydrogen peroxide and peroxidase, thus reducing the accumulation of free radicals in C.schmidii. Additionally, the results revealed differential metal distribution. Higher Cu (2.23%) and lower Cd (0.54%) accumulation were observed at the bottom of gametophores, with Cd content 180.46% higher than Cu at the top. This study provides valuable insights into the potential application of acrocarpous mosses for biomonitoring and phytoremediation. It suggests specific strategies for metal deposition and absorption, such as utilizing upper, younger parts for Cd absorption and lower parts for Cu remediation in soil.
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  • 文章类型: Journal Article
    功能性状是植物生态学中的关键工具,用于基于权衡来捕获生物体与环境的相互作用,并在生物体和生态系统过程之间建立联系。虽然已经为维管植物开发了功能性状的广泛框架,我们对苔藓植物缺乏同样的东西,尽管在过去的45年中,苔藓植物功能性状的研究数量有所增加,并且对苔藓植物在生态系统中发挥的生态作用的认识也有所增加。在这次审查中,我们从282篇发表的文章(10,005条记录)中收集了数据,这些文章专注于苔藓中测量的功能性状,并试图检查所测量性状类型的趋势,捕获性状覆盖的分类学和地理宽度,揭示当前文献中报道的偏见,并开发苔藓植物功能指数(BFI)来描述当前性状覆盖的完整性,并确定全球差距以集中研究工作。最常用的响应性状(与个体生物的生长/繁殖有关的性状)和效应性状(直接影响群落/生态系统尺度过程的性状)属于形态学类别(例如,叶面积,芽高度)和养分储存/循环,我们的BFI显示,这些数据通常来自欧洲的温带和北方地区,北美,和东亚。然而,不到10%的已知苔藓物种具有可用的功能性状信息。我们的合成表明需要研究与个体发育相关的性状,性别,和种内可塑性以及与水分关系和苔藓植物介导的土壤过程相关的性状的共同测量。
    Functional traits are critical tools in plant ecology for capturing organism-environment interactions based on trade-offs and making links between organismal and ecosystem processes. While broad frameworks for functional traits have been developed for vascular plants, we lack the same for bryophytes, despite an escalation in the number of studies on bryophyte functional trait in the last 45 years and an increased recognition of the ecological roles bryophytes play across ecosystems. In this review, we compiled data from 282 published articles (10,005 records) that focused on functional traits measured in mosses and sought to examine trends in types of traits measured, capture taxonomic and geographic breadth of trait coverage, reveal biases in coverage in the current literature, and develop a bryophyte-function index (BFI) to describe the completeness of current trait coverage and identify global gaps to focus research efforts. The most commonly measured response traits (those related to growth/reproduction in individual organisms) and effect traits (those that directly affect community/ecosystem scale processes) fell into the categories of morphology (e.g., leaf area, shoot height) and nutrient storage/cycling, and our BFI revealed that these data were most commonly collected from temperate and boreal regions of Europe, North America, and East Asia. However, fewer than 10% of known moss species have available functional trait information. Our synthesis revealed a need for research on traits related to ontogeny, sex, and intraspecific plasticity and on co-measurement of traits related to water relations and bryophyte-mediated soil processes.
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  • 文章类型: Journal Article
    背景:升高的温度和降水模式的变化威胁着许多生物的存在。因此,确定作为干燥抗性差异基础的功能特征,以了解不同物种对气候变化引起的水可利用性变化的响应是有益的。由于它们对生态系统服务的重要性,我们使用成年粪甲虫作为模型物种。我们调查了:(I)生理(失水率,失水能力,身体含水量),形态(体重)和生态(筑巢行为)特性对干燥抗性;(ii)系统发育相关性在上述关联中的作用;和,(iii)一个物种内相对较大或较小的个体是否具有相似的脱水抗性,以及这些反应在物种之间是否一致。
    结果:脱水抗性随着失水率的增加而降低,随着失水耐受性(即死亡时损失的初始含水量的比例)的增加而增加。由于系统发育相关性,这些性状之间缺乏一致的相关性表明,这种关系不是由共同的进化史决定的。大体型有利于耐干燥性的优势取决于粪甲虫的筑巢行为。在滚筒(一种物种)中,大身体尺寸增加了抗干燥性,在隧道和居民中,耐干燥性似乎不取决于体重。脱水抗性和嵌套策略之间的系统发育相关性显着。在每个物种中,大型个体对干燥表现出更大的抵抗力,这些反应在不同物种之间是一致的。
    结论:对干燥的抗性主要是由于粪甲虫降低失水率(避免)和耐受失水(耐受)的能力。水可用性的减少可能会对身体尺寸施加选择压力,这种压力会根据嵌套策略而有所不同,即使这些反应可能受到系统发育限制。水供应的变化更有可能影响居民物种,以及它们提供的生态系统服务。
    BACKGROUND: Increasing temperatures and changes in precipitation patterns threaten the existence of many organisms. It is therefore informative to identify the functional traits that underlie differences in desiccation resistance to understand the response of different species to changes in water availability resulting from climate change. We used adult dung beetles as model species due to their importance to ecosystem services. We investigated: (i) the effect of physiological (water loss rate, water loss tolerance, body water content), morphological (body mass) and ecological (nesting behaviour) traits on desiccation resistance; (ii) the role of phylogenetic relatedness in the above associations; and, (iii) whether relatively large or small individuals within a species have similar desiccation resistance and whether these responses are consistent across species.
    RESULTS: Desiccation resistance decreased with increasing water loss rate and increased with increasing water loss tolerance (i.e. proportion of initial water content lost at the time of death). A lack of consistent correlation between these traits due to phylogenetic relatedness suggests that the relationship is not determined by a shared evolutionary history. The advantage of a large body size in favouring desiccation resistance depended on the nesting behaviour of the dung beetles. In rollers (one species), large body sizes increased desiccation resistance, while in tunnelers and dwellers, desiccation resistance seemed not to be dependent on body mass. The phylogenetic correlation between desiccation resistance and nesting strategies was significant. Within each species, large individuals showed greater resistance to desiccation, and these responses were consistent across species.
    CONCLUSIONS: Resistance to desiccation was explained mainly by the dung beetles\' ability to reduce water loss rate (avoidance) and to tolerate water loss (tolerance). A reduction in water availability may impose a selection pressure on body size that varies based on nesting strategies, even though these responses may be phylogenetically constrained. Changes in water availability are more likely to affect dweller species, and hence the ecosystem services they provide.
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  • 文章类型: Journal Article
    环境异质性是生态群落的重要驱动因素。这里,我们评估了德国中部温带半干旱高地草原上当地和景观空间环境异质性对蚂蚁群落结构的影响。我们调查了33个代表海拔和景观组成梯度的草地站点。根据草地内部和草地之间的温度和湿度的变化来测量局部环境异质性。草地管理类型(牧场与草地)也被纳入当地环境异质性措施。草地周围生境类型的复杂性被用作景观环境异质性的度量。作为蚂蚁群落结构的描述,我们根据巢密度考虑了物种组成,社区均匀性,和功能反应特征。我们发现,广泛放牧的牧场和当地土壤水分的现场异质性,在景观尺度上,土地覆盖类型的高度多样性通过促进某些物种的较高巢密度来影响蚂蚁物种的组成。在较湿润的草地中,蚂蚁群落的均匀度很高,土壤水分的现场内变异性较低,并且被多样性较低的景观所包围。第四角模型表明,蚂蚁群落结构对环境异质性的反应主要由工人人数介导,菌落大小,以及与群体繁殖和基础相关的生活史特征。我们讨论了土壤水分的现场局部变异性和低强度放牧如何促进蚂蚁物种密度,并强调了栖息地温度和湿度对群落均匀度的影响。我们假设,在以森林为主的景观中,土地覆盖类型的多样性较高,为蚂蚁物种的建立和草原之间的扩散提供了不利的环境条件。我们得出的结论是,局部和景观尺度的空间环境异质性作为决定性力量在过滤蚂蚁物种中起着重要作用,以及中性过程(例如,随机定殖),塑造温带半干旱高地草地蚂蚁群落结构。
    Environmental heterogeneity is an important driver of ecological communities. Here, we assessed the effects of local and landscape spatial environmental heterogeneity on ant community structure in temperate seminatural upland grasslands of Central Germany. We surveyed 33 grassland sites representing a gradient in elevation and landscape composition. Local environmental heterogeneity was measured in terms of variability of temperature and moisture within and between grasslands sites. Grassland management type (pasture vs. meadows) was additionally included as a local environmental heterogeneity measure. The complexity of habitat types in the surroundings of grassland sites was used as a measure of landscape environmental heterogeneity. As descriptors of ant community structure, we considered species composition in terms of nest density, community evenness, and functional response traits. We found that extensively grazed pastures and within-site heterogeneity in soil moisture at local scale, and a high diversity of land cover types at the landscape scale affected ant species composition by promoting higher nest densities of some species. Ant community evenness was high in wetter grasslands with low within-site variability in soil moisture and surrounded by a less diverse landscape. Fourth-corner models revealed that ant community structure response to environmental heterogeneity was mediated mainly by worker size, colony size, and life history traits related with colony reproduction and foundation. We discuss how within-site local variability in soil moisture and low-intensity grazing promote ant species densities and highlight the role of habitat temperature and humidity affecting community evenness. We hypothesize that a higher diversity of land cover types in a forest-dominated landscape buffers less favorable environmental conditions for ant species establishment and dispersal between grasslands. We conclude that spatial environmental heterogeneity at local and landscape scale plays an important role as deterministic force in filtering ant species and, along with neutral processes (e.g., stochastic colonization), in shaping ant community structure in temperate seminatural upland grasslands.
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  • 文章类型: Journal Article
    特征是理解生物的环境响应和生态作用的关键。功能生态学的特征方法已经为植物建立,而动物群的一致框架不太发达。在这里,我们建议从基于性状的反应效应方法研究动物的功能生态学的框架,使用粪甲虫作为模型系统。粪甲虫是一类重要的分解者,对许多生态系统过程都很重要。缺乏针对该群体的基于性状的框架限制了性状在粪甲虫功能生态学中的使用。我们回顾了哪些粪甲虫特征对环境做出反应并影响生态系统过程,涵盖了广泛的空间,它们所涉及的时间和生物尺度。粪甲虫对温度变化表现出基于性状的反应,水,土壤性质,营养资源,光,植被结构,竞争,捕食和寄生。粪甲虫对生态系统过程的影响包括对养分循环的性状介导效应,生物扰动,植物生长,种子传播,其他粪便生物和寄生虫传播,以及一些授粉和捕食的案例。我们确定了66个粪甲虫性状,它们是反应性状或效应性状,或者两者兼而有之,关于六个主要类别:形态学,喂养,繁殖,生理学,活动和运动。几个特征属于一个以上的类别,尤其是在筑巢或喂食期间的粪便迁移行为。我们还确定了粪甲虫的136种性状反应和77种性状效应关系。对环境胁迫没有反应,也没有对生态过程的影响与单个类别的特征有关。这凸显了塑造身体计划的特质之间的相互关系,特征的多功能性,以及它们将对环境的反应和对生态系统的影响联系起来的作用。尽管目前粪甲虫功能生态学的发展,仍然存在许多知识空白,对某些特征有偏见,功能,分类群体和地区。我们的框架为基于性状的粪甲虫生态学的全面发展提供了基础。它也可以作为其他分类单元的示例框架。
    Traits are key for understanding the environmental responses and ecological roles of organisms. Trait approaches to functional ecology are well established for plants, whereas consistent frameworks for animal groups are less developed. Here we suggest a framework for the study of the functional ecology of animals from a trait-based response-effect approach, using dung beetles as model system. Dung beetles are a key group of decomposers that are important for many ecosystem processes. The lack of a trait-based framework tailored to this group has limited the use of traits in dung beetle functional ecology. We review which dung beetle traits respond to the environment and affect ecosystem processes, covering the wide range of spatial, temporal and biological scales at which they are involved. Dung beetles show trait-based responses to variation in temperature, water, soil properties, trophic resources, light, vegetation structure, competition, predation and parasitism. Dung beetles\' influence on ecosystem processes includes trait-mediated effects on nutrient cycling, bioturbation, plant growth, seed dispersal, other dung-based organisms and parasite transmission, as well as some cases of pollination and predation. We identify 66 dung beetle traits that are either response or effect traits, or both, pertaining to six main categories: morphology, feeding, reproduction, physiology, activity and movement. Several traits pertain to more than one category, in particular dung relocation behaviour during nesting or feeding. We also identify 136 trait-response and 77 trait-effect relationships in dung beetles. No response to environmental stressors nor effect over ecological processes were related with traits of a single category. This highlights the interrelationship between the traits shaping body-plans, the multi-functionality of traits, and their role linking responses to the environment and effects on the ecosystem. Despite current developments in dung beetle functional ecology, many knowledge gaps remain, and there are biases towards certain traits, functions, taxonomic groups and regions. Our framework provides the foundations for the thorough development of trait-based dung beetle ecology. It also serves as an example framework for other taxa.
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  • 文章类型: Journal Article
    生物性状分析(BTA)通过物种属性将群落结构与生态功能和对环境驱动因素的反应联系起来。因此,它已成为海洋底栖研究的一种流行方法。然而,如果科学界不承认其当前的缺点和局限性,则BTA将陷入死胡同:(a)与数据来源有关的不确定性以及缺乏对性状信息的标准化报告;(b)关于多种相互作用的性状在驱动生物体对环境变异性的反应方面的作用的知识差距;(c)关于性状与功能之间的机械联系的知识差距;(d)对物种性状表达固有的空间和时间变异性的关注不足;和,最后但并非最不重要的,(e)由于许多底栖物种的基本生态学存在巨大的知识差距,因此严重依赖专业知识。BTA只有在科学界能够标准化和统一特征数据的报告和存储,并重新考虑基线观察和实验研究的重要性,以填补生物特征之间机理联系的知识空白,才能充分发挥其潜力。功能,和环境变化。这一挑战可以通过在海洋监测中采用新的技术进步来辅助,比如水下摄像技术和人工智能,并利用先进的统计方法来考虑生物系统的相互作用性质和时空变异性。科学界必须放弃一些死胡同,探索新的道路,以提高我们对单个物种的理解,性状,以及底栖生态系统的功能。
    Biological traits analysis (BTA) links community structure to both ecological functions and response to environmental drivers through species\' attributes. In consequence, it has become a popular approach in marine benthic studies. However, BTA will reach a dead end if the scientific community does not acknowledge its current shortcomings and limitations: (a) uncertainties related to data origins and a lack of standardized reporting of trait information; (b) knowledge gaps on the role of multiple interacting traits on driving the organisms\' responses to environmental variability; (c) knowledge gaps regarding the mechanistic links between traits and functions; (d) a weak focus on the spatial and temporal variability that is inherent to the trait expression of species; and, last but not least, (e) the large reliance on expert knowledge due to an enormous knowledge gap on the basic ecology of many benthic species. BTA will only reach its full potential if the scientific community is able to standardize and unify the reporting and storage of traits data and reconsider the importance of baseline observational and experimental studies to fill knowledge gaps on the mechanistic links between biological traits, functions, and environmental variability. This challenge could be assisted by embracing new technological advances in marine monitoring, such as underwater camera technology and artificial intelligence, and making use of advanced statistical approaches that consider the interactive nature and spatio-temporal variability of biological systems. The scientific community has to abandon some dead ends and explore new paths that will improve our understanding of individual species, traits, and the functioning of benthic ecosystems.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    社区生态经历了一次重大转变,从分类组成的模式的关注,通过对物种功能性状的分析,揭示群落组装的潜在过程。功能特质方法的力量在于其普遍性,预测能力,例如对环境变化的预测能力,and,通过反应和效应性状的联系,具有生态系统功能和服务的社区集合的综合。地衣是关于特征如何管理社区结构和功能的潜在丰富信息来源,从而创造机会更好地将地衣纳入“主流”生态研究,而地衣生态和保护也可以受益于使用特征方法作为调查工具。本文汇集了一系列作者的观点,以回顾性状在地理学中的使用,特别是从地中海到北极-阿尔卑斯山的欧洲生态系统。它强调地衣学家在研究中使用的特征类型,反应和效果,将特征捆绑到生活史策略的演变中,以及尺度(空间和时间)在功能性状生态学中的至关重要性。
    Community ecology has experienced a major transition, from a focus on patterns in taxonomic composition, to revealing the processes underlying community assembly through the analysis of species functional traits. The power of the functional trait approach is its generality, predictive capacity such as with respect to environmental change, and, through linkage of response and effect traits, the synthesis of community assembly with ecosystem function and services. Lichens are a potentially rich source of information about how traits govern community structure and function, thereby creating opportunity to better integrate lichens into \'mainstream\' ecological studies, while lichen ecology and conservation can also benefit from using the trait approach as an investigative tool. This paper brings together a range of author perspectives to review the use of traits in lichenology, particularly with respect to European ecosystems from the Mediterranean to the Arctic-Alpine. It emphasizes the types of traits that lichenologists have used in their studies, both response and effect, the bundling of traits towards the evolution of life-history strategies, and the critical importance of scale (both spatial and temporal) in functional trait ecology.
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  • 文章类型: Journal Article
    研究植物种内性状变异(ITV)的原因和后果并不新鲜,因为人们早就认识到这种变异会形成生物和非生物的相互作用。虽然进化和种群生物学已经对ITV进行了广泛的研究,仅在过去的10年中,社区和比较生态学对ITV的兴趣激增。
    尽管最近有这种兴趣,仍然缺乏对ITV范围的彻底描述,ITV的时空结构,以及ITV与社区和生态系统属性之间的更强联系。我们在这篇综述中的主要目的是综合最近的文献,并问:(1)跨尺度性状的种内变异有多广泛,以及驱动这种变化的潜在机制是什么?(2)这种变化如何影响高阶生态过程(例如,种群动态,社区集会,入侵,生态系统生产力)?(3)忽视独立电视台的后果是什么,如何减轻这些后果?(4)最紧迫的研究问题是什么,以及如何修改当前的实践以适应我们的研究需求?我们的次要目标是针对多样化和代表性不足的特征和植物器官,包括解剖学,木头,根,液压系统,繁殖和二次化学。为了实现这些目标,我们展示特刊的论文。
    植物ITV在决定个体和群体表现方面发挥着关键作用,物种相互作用,社区结构和集会,和生态系统属性。它的范围因物种而异,特征和环境,并且仍然很难为ITV开发一个广泛适用的预测模型。系统地表征来源(例如个体发育,人口差异)的ITV将是朝着确定普遍性和塑造ITV的潜在机制迈出的重要一步。虽然在许多情况下,使用物种手段将性状与高阶过程联系起来可能是合适的,这种方法可能会掩盖潜在有意义的变化。我们敦促在在线数据存储库中报告个人复制和人口手段,更多地考虑增强和限制ITV范围的机制,和跨越子学科的研究。
    Investigating the causes and consequences of intraspecific trait variation (ITV) in plants is not novel, as it has long been recognized that such variation shapes biotic and abiotic interactions. While evolutionary and population biology have extensively investigated ITV, only in the last 10 years has interest in ITV surged within community and comparative ecology.
    Despite this recent interest, still lacking are thorough descriptions of ITV\'s extent, the spatial and temporal structure of ITV, and stronger connections between ITV and community and ecosystem properties. Our primary aim in this review is to synthesize the recent literature and ask: (1) How extensive is intraspecific variation in traits across scales, and what underlying mechanisms drive this variation? (2) How does this variation impact higher-order ecological processes (e.g. population dynamics, community assembly, invasion, ecosystem productivity)? (3) What are the consequences of ignoring ITV and how can these be mitigated? and (4) What are the most pressing research questions, and how can current practices be modified to suit our research needs? Our secondary aim is to target diverse and underrepresented traits and plant organs, including anatomy, wood, roots, hydraulics, reproduction and secondary chemistry. In addressing these aims, we showcase papers from the Special Issue.
    Plant ITV plays a key role in determining individual and population performance, species interactions, community structure and assembly, and ecosystem properties. Its extent varies widely across species, traits and environments, and it remains difficult to develop a predictive model for ITV that is broadly applicable. Systematically characterizing the sources (e.g. ontogeny, population differences) of ITV will be a vital step forward towards identifying generalities and the underlying mechanisms that shape ITV. While the use of species means to link traits to higher-order processes may be appropriate in many cases, such approaches can obscure potentially meaningful variation. We urge the reporting of individual replicates and population means in online data repositories, a greater consideration of the mechanisms that enhance and constrain ITV\'s extent, and studies that span sub-disciplines.
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  • 文章类型: Journal Article
    了解环境变化如何影响生态系统功能的交付对于基础和应用生态学至关重要。目前的方法侧重于单一环境驱动因素对社区的影响,由个体反应性状介导。数据限制在扩大这种方法以预测多元环境变化对生态系统功能的影响方面存在限制。我们提出了一种更全面的方法来确定生态系统功能的恢复力,使用长期监测数据来分析多个历史环境驱动因素对物种种群动态的总体影响。通过评估物种对之间种群动态的协变,我们确定哪些物种对环境变化的反应最同步,并将物种分配到“响应行会”中。然后,我们使用“生产函数”组合特征数据来估计物种对生态系统功能的相对作用。我们量化了响应行会和生产函数之间的相关性,评估生态系统功能对环境变化的复原力,同一功能公会中物种的异步动态有望导致更稳定的生态系统功能。使用英国四十年来收集的蝴蝶数据来测试这种方法,我们发现了三个生态系统功能(资源供应,野花授粉,和审美文化价值)显得相对稳健,功能上重要的物种分散在响应协会中,表明生态系统功能更稳定。此外,通过将遗传距离与响应行会相关联,我们评估了对环境变化的响应的遗传力。我们的结果表明,基于系统发育来推断蝴蝶对环境变化的种群反应可能是可行的,这是在种群监测数据有限的情况下对稀有物种进行保护管理的有用见解。我们的方法有望克服在预测生态系统功能对环境变化的响应方面的僵局。量化共同变化的物种对多元环境变化的反应应该使我们能够显着提高我们对生态系统功能恢复能力的预测,并实现积极的生态系统管理。
    Understanding how environmental change affects ecosystem function delivery is of primary importance for fundamental and applied ecology. Current approaches focus on single environmental driver effects on communities, mediated by individual response traits. Data limitations present constraints in scaling up this approach to predict the impacts of multivariate environmental change on ecosystem functioning. We present a more holistic approach to determine ecosystem function resilience, using long-term monitoring data to analyze the aggregate impact of multiple historic environmental drivers on species\' population dynamics. By assessing covariation in population dynamics between pairs of species, we identify which species respond most synchronously to environmental change and allocate species into \"response guilds.\" We then use \"production functions\" combining trait data to estimate the relative roles of species to ecosystem functions. We quantify the correlation between response guilds and production functions, assessing the resilience of ecosystem functioning to environmental change, with asynchronous dynamics of species in the same functional guild expected to lead to more stable ecosystem functioning. Testing this method using data for butterflies collected over four decades in the United Kingdom, we find three ecosystem functions (resource provisioning, wildflower pollination, and aesthetic cultural value) appear relatively robust, with functionally important species dispersed across response guilds, suggesting more stable ecosystem functioning. Additionally, by relating genetic distances to response guilds we assess the heritability of responses to environmental change. Our results suggest it may be feasible to infer population responses of butterflies to environmental change based on phylogeny-a useful insight for conservation management of rare species with limited population monitoring data. Our approach holds promise for overcoming the impasse in predicting the responses of ecosystem functions to environmental change. Quantifying co-varying species\' responses to multivariate environmental change should enable us to significantly advance our predictions of ecosystem function resilience and enable proactive ecosystem management.
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