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Diel and seasonal rhythmicity in activity and corticosterone in an Arctic migratory herbivore: A multifaceted approach 北极迁徙性食草动物的活动和皮质酮的昼夜和季节节律性:多层面方法
Pub Date : 2024-09-02 DOI: 10.1101/2024.08.30.610510
Margje E. de Jong, Annabel J. Slettenhaar, Rienk W. Fokkema, Marion Leh, Elisabeth Barnreiter, Larry R. Griffin, Maarten J.J.E. Loonen, Eva Millesi, Børge Moe, Isabella B.R. Scheiber
Birds that migrate from temperate areas to the Arctic for breeding lose their strongest Zeitgeber of circadian organization when they cross the Arctic circle in spring — the 24h geophysical light-dark cycle. Under continuous daylight various behavioural and physiological patterns have been detected in both free-ranging and laboratory animals. To better understand the evolution of plasticity in circadian clocks, it is essential to study behavioural and physiological rhythmicity in the context of a species' ecology. Employing a multifaceted approach, which included wildlife cameras, accelerometers, and non-invasive sampling of hormone metabolites, we investigated activity patterns and corticosterone rhythmicity in a migratory herbivore, the Svalbard barnacle goose (Branta leucopsis), during its Arctic breeding season. We detected that females showed a combination of both ultradian and diel rhythmicity in incubation recesses and sleep, respectively. In both parents, rhythms in activity continued over the period, when goslings were present. During moult, many geese aligned activity with the tidal rhythm. Barnacle geese showed weak diel rhythmicity in excreted corticosterone metabolites. This suggests that while Arctic geese may adopt an alternative Zeitgeber during the Arctic summer to keep a diel rhythm, ultradian rhythmicity is crucial and geese are able to tune their rhythms flexibly to environmental conditions.
从温带地区迁徙到北极地区繁殖的鸟类在春季越过北极圈时,会失去其最强大的昼夜节律组织--24 小时地球物理光暗周期。在连续的日光下,自由放养动物和实验室动物都能检测到各种行为和生理模式。为了更好地理解昼夜节律钟可塑性的进化,必须结合物种的生态学来研究行为和生理节律性。我们采用包括野生动物照相机、加速度计和非侵入性激素代谢物采样在内的多方面方法,研究了迁徙性食草动物斯瓦尔巴德藤壶雁(Branta leucopsis)在北极繁殖季节的活动模式和皮质酮节律性。我们发现,雌鹅在孵化休眠期和睡眠期分别表现出超昼夜节律和昼夜节律的组合。当雏鸟出现时,父母鹅的活动节律在整个期间都会持续。在换羽期间,许多雁的活动与潮汐节律一致。巴拿克雁排泄的皮质酮代谢物显示出微弱的昼夜节律性。这表明,虽然北极雁在北极夏季可能会采用另一种节律来保持昼夜节律,但超昼节律性是至关重要的,而且北极雁能够根据环境条件灵活调整其节律。
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引用次数: 0
Quantifying Feral Pig Interactions to Inform Disease Transmission Networks 量化野猪之间的相互作用,为疾病传播网络提供信息
Pub Date : 2024-09-02 DOI: 10.1101/2024.08.31.610621
Tatiana Proboste, Abigail Turnlund, Andrew Bengsen, Matthew Gentle, Cameron Wilson, Lana Harriott, Rich Fuller, Darren Marshall, Ricardo Soares-Magalhaes
Feral pigs are threaten biodiversity in 54 countries worldwide, and cause an estimated $120 billion of damage annually in the US. Feral pigs imperil over 600 native species, and have directly driven 14 species to extinction. Moreover, feral pig populations pose a significant zoonotic disease threat to humans such as Japanese encephalitis, and act as reservoir for endemic pathogens such as Brucella and leptospirosis. Efforts to understand and control disease spread by feral pigs rely on models of social dynamics - how the animals interact with one another. Yet social dynamics are known to vary enormously from place to place, so knowledge generated in one location might not easily transfer. Here we fill a continental gap in our understanding of feral pig social dynamics by developing a proximity-based social network analysis approach to rapidly assess social interactions using animal tracking data. This method, applied to the continent of Australia, included 146 GPS-monitored feral pigs and revealed distinct patterns influenced by sex and season, with females demonstrating higher group cohesion and males acting as crucial connectors between independent groups. Contact rates are very high within groups, indicating rapid intra-group disease spread that contrasts with much slower potential for inter-group disease spread. Seasonal variations further complicate this dynamic, with contact rates being much higher in summer. The results show that, in Australia, targeting adult males in feral pig control programs could enhance efforts to contain disease outbreaks. Concern over the economic and human health impacts of animal diseases is higher than ever before. We urge a rapid global effort to use models of feral pig social interactions to develop efficient control strategies tailored to local conditions.
野猪威胁着全球 54 个国家的生物多样性,在美国每年造成的损失估计高达 1200 亿美元。野猪危及 600 多个本地物种,直接导致 14 个物种灭绝。此外,野猪种群还对人类构成严重的人畜共患病威胁,如日本脑炎,并成为布鲁氏菌和钩端螺旋体病等地方性病原体的贮藏地。了解和控制野猪传播疾病的努力依赖于社会动力学模型,即动物如何相互影响。然而,众所周知,不同地方的社会动态差异巨大,因此在一个地方产生的知识可能不容易传播。在这里,我们开发了一种基于邻近性的社会网络分析方法,利用动物追踪数据快速评估社会互动,从而填补了我们对野猪社会动态了解的大陆空白。这种方法应用于澳大利亚大陆,包括 146 头 GPS 监测的野猪,揭示了受性别和季节影响的独特模式,雌性野猪表现出更高的群体凝聚力,而雄性野猪则是独立群体之间的重要连接者。群体内的接触率非常高,表明疾病在群体内传播迅速,而群体间疾病传播的可能性则要慢得多。季节性变化使这种动态变化更加复杂,夏季的接触率要高得多。研究结果表明,在澳大利亚,在野猪控制计划中以成年雄性野猪为目标可以加强控制疾病爆发的工作。人们比以往任何时候都更加关注动物疾病对经济和人类健康的影响。我们敦促全球迅速行动起来,利用野猪社会互动模型,制定适合当地条件的高效控制策略。
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引用次数: 0
Inter- and intra-specific variation in the pelagic larval duration of four Tropical Eastern Pacific damselfishes (Pomacentridae: Stegastes) with contrasting distribution patterns 分布模式截然不同的四种热带东太平洋豆娘(Pomacentridae: Stegastes)中上层幼虫持续时间的种间和种内差异
Pub Date : 2024-09-02 DOI: 10.1101/2024.08.31.610633
Diego F Lozano-Cortes, Melina Rodriguez Moreno, Fernando A Zapata
Dispersal is a key ecological function in marine populations that are naturally fragmented and sometimes isolated. Pelagic larval duration (PLD) is thought to approximate the dispersal potential of coral reef fishes and may reflect the extent of connectivity in reef fish populations. Inter- and intra-specific variation in PLD of four damselfish species was investigated in the Colombian Pacific at four locations (two on the mainland coast, one at a continental island and one at an oceanic island) at multiple spatial scales (between localities and between sites within a single locality). Two of the species (Stegastes acapulcoensis and S. flavilatus) are broadly distributed on the continental coast while the other two (S. beebei and S. arcifrons) are largely restricted to oceanic islands. Nonetheless, individuals of continental species sporadically colonize oceanic habitats, and vice-versa. The PLD was estimated using counts of otolith growth increments from juveniles collected at all localities. Species with an oceanic distribution had longer PLDs than their congeners with continental distributions. Differences in PLD between the two continental species varied between localities and significant intra-specific spatial variability was observed between localities but not within a single locality. Although the species studied have the necessary PLD to reach all available habitat, there are no apparent colonization events between mainland and oceanic islands suggesting that their distribution is not limited by dispersal but by other processes. We discuss the possible underlying causes of the observed variability, and suggest the need to consider spatial variability in the development of dispersal models and connectivity patterns for better management of coral reef fish populations.
散布是海洋种群的一项关键生态功能,因为海洋种群是自然破碎的,有时甚至是孤立的。浮游幼体持续时间(PLD)被认为是珊瑚礁鱼类扩散潜力的近似值,可以反映珊瑚礁鱼类种群的连接程度。研究人员在哥伦比亚太平洋的四个地点(两个在大陆海岸,一个在大陆岛屿,一个在海洋岛屿),以多种空间尺度(地点之间和同一地点内不同地点之间)调查了四个豆娘物种幼体持续时间的种间和种内差异。其中两个物种(Stegastes acapulcoensis 和 S. flavilatus)广泛分布于大陆海岸,而另外两个物种(S. beebei 和 S. arcifrons)则主要局限于大洋岛屿。不过,大陆物种的个体也会零星地移居到海洋栖息地,反之亦然。利用在所有地点采集的幼鱼耳石生长增量计数来估算PLD。与分布于大陆的同类相比,分布于海洋的物种的 PLD 更长。两个大陆物种的 PLD 在不同地点之间存在差异,在不同地点之间观察到显著的种内空间差异,但在单个地点内则没有。虽然所研究的物种具有到达所有可用栖息地的必要 PLD,但在大陆和海洋岛屿之间没有明显的殖民事件,这表明它们的分布不是受扩散限制,而是受其他过程的限制。我们讨论了观察到的变异性的可能根本原因,并建议在开发散布模型和连接模式时需要考虑空间变异性,以便更好地管理珊瑚礁鱼类种群。
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引用次数: 0
Richness and composition of phyllosphere Methylobacterium communities cause variation in Arabidopsis thaliana growth 叶球甲基细菌群落的丰富程度和组成导致拟南芥生长的变化
Pub Date : 2024-09-02 DOI: 10.1101/2024.08.30.610551
Jocelyn Lauzon, Jérémie Pelletier, Élanore Favron, Zihui Wang, Steven W Kembel
The phyllosphere - the aerial parts of plants - forms a vast microbial habitat that harbors diverse bacterial communities playing key roles in ecosystem function. The foliar surface is thus a promising study system to investigate biodiversity-ecosystem function relationships. Researchers have found a positive correlation between leaf bacterial diversity and ecosystem productivity, but the causality of this relationship has yet to be demonstrated. To understand how the diversity and composition of phyllosphere bacterial communities could cause variation in the growth of their host plants, we assembled synthetic communities composed of different diversity and compositions of Methylobacterium strains - a plant growth-promoting bacterial genus ubiquitous in the phyllosphere - that we inoculated on Arabidopsis thaliana grown in gnotobiotic conditions. We hypothesized that (1) increasing Methylobacterium diversity should cause an increase in host growth; (2) strains should differ in their impact on host growth; and (3) the relationship between bacterial diversity and plant productivity should be strain-dependent. Our results supported our three hypotheses but revealed unpredicted patterns in how A. thaliana leaf biomass varied according to inoculated Methylobacterium strain richness and identity. Increasing bacterial richness induced a higher host leaf biomass, but only after an initial reduction in biomass, suggesting competition alleviation by multispecies interactions. Two Methylobacterium strains showed beneficial effects on A. thaliana growth, and one strain was detrimental for the plant. Community composition shaped the relationship between diversity and productivity, highlighting the importance of community mutualistic and antagonistic interactions. Furthermore, niche complementarity was likely the main ecological mechanism driving the diversity-productivity relationship in our study system. By demonstrating the causal effects of Methylobacterium community diversity and composition on host plant growth, our experiment shed light on the importance of phyllosphere bacteria in terrestrial ecosystem functioning.
植物叶球--植物的气生部分--形成了一个巨大的微生物栖息地,其中蕴藏着在生态系统功能中发挥关键作用的各种细菌群落。因此,叶面是研究生物多样性与生态系统功能关系的一个很有前景的研究系统。研究人员发现,叶片细菌多样性与生态系统生产力之间存在正相关关系,但这种关系的因果关系尚未得到证实。为了了解叶球细菌群落的多样性和组成如何导致寄主植物生长的变化,我们组建了由不同多样性和组成的甲基细菌菌株组成的合成群落--甲基细菌是叶球中普遍存在的一种促进植物生长的细菌属--并将其接种到在无生物条件下生长的拟南芥上。我们的假设是:(1) 提高甲基细菌的多样性应导致宿主生长的增加;(2) 菌株对宿主生长的影响应有所不同;(3) 细菌多样性与植物生产力之间的关系应取决于菌株。我们的研究结果支持我们的三个假设,但也揭示了未曾预料到的模式,即连翘叶片生物量是如何随接种的甲基细菌菌株的丰富度和特性而变化的。细菌丰富度的增加会诱导宿主叶片生物量的增加,但只是在生物量最初减少之后,这表明多菌种相互作用缓解了竞争。两株甲基细菌对黄连木的生长有利,一株对黄连木有害。群落组成决定了多样性和生产力之间的关系,突出了群落互利和拮抗相互作用的重要性。此外,在我们的研究系统中,生态位互补性可能是驱动多样性与生产力关系的主要生态机制。通过证明甲基细菌群落多样性和组成对寄主植物生长的因果效应,我们的实验揭示了叶球细菌在陆地生态系统功能中的重要性。
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引用次数: 0
First record of the seagrass Halophila stipulacea (Forskkal) Ascherson in the waters of the continental United States (Key Biscayne, Florida) 美国大陆水域(佛罗里达州基比斯坎)首次记录到海草 Halophila stipulacea (Forskkal) Ascherson
Pub Date : 2024-09-02 DOI: 10.1101/2024.09.02.610701
Justin Campbell, Aarin Allen, Danielle Sattelberger, Matthew White, James Fourqurean
The first record of Halophila stipulacea is reported for the continental waters of the United States. In August 2024, a small meadow was identified inside Crandon Marina on Key Biscayne, Florida, USA. Following surveys have revealed that H. stipulacea has spread to adjacent areas immediately outside of the marina, often growing either in close proximity to, or interspersed with, the native seagrasses Thalassia testudinum, Syringodium filiforme, and Halodule wrightii. This serves as an initial report and extends the geographic scope of this introduced species in the Western Atlantic basin.
据报道,这是美国大陆水域首次记录到 Halophila stipulacea。2024 年 8 月,在美国佛罗里达州比斯坎礁的克兰登码头发现了一小片草地。随后的调查显示,H. stipulacea 已蔓延到码头外的邻近地区,通常生长在本地海草 Thalassia testudinum、Syringodium filiforme 和 Halodule wrightii 附近或与它们交错生长。这是一份初步报告,扩大了这一引入物种在西大西洋盆地的地理范围。
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引用次数: 0
Spatial Heterogeneity of Climate Fluctuations Shapes Ecological Processes and Community Dynamics in Riverine Invertebrates Across a Landscape 气候波动的空间异质性塑造了整个景观中河流无脊椎动物的生态过程和群落动力学
Pub Date : 2024-09-02 DOI: 10.1101/2024.08.30.610482
Xiaowei Lin, Jialu Wan, Qingyi Luo, Qinghua Cai, Ming-Chih Chiu, Vincent H. Resh
Climate fluctuations exhibit spatial heterogeneity in influencing ecological processes and community dynamics. However, the mechanisms underlying these impacts on biodiversity remain largely unexplored. This study investigates how spatial variations in climate fluctuations affect the relative significance of ecological processes shaping invertebrate community dynamics across 15 rivers in the European Iberian Peninsula over 21 years. Spatial shifts in community dynamics were driven by a combination of deterministic (climatic filtering) and stochastic (temporal variability) processes. Notably, the dominance of deterministic versus stochastic processes showed an elevation-dependent pattern characterized by a single peak. Analyzing community dynamics across different elevations provides a foundational basis for predicting and mitigating the biodiversity impacts of climate change, guiding effective conservation strategies.
气候波动在影响生态过程和群落动态方面表现出空间异质性。然而,这些影响生物多样性的机制在很大程度上仍未得到探索。本研究调查了 21 年来气候波动的空间变化如何影响欧洲伊比利亚半岛 15 条河流中影响无脊椎动物群落动态的生态过程的相对重要性。群落动态的空间变化是由确定性(气候过滤)和随机性(时间变化)过程共同驱动的。值得注意的是,确定性过程与随机过程的主导作用呈现出一种海拔依赖性模式,其特征是一个单一的峰值。分析不同海拔高度的群落动态为预测和减轻气候变化对生物多样性的影响提供了基础,从而指导有效的保护策略。
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引用次数: 0
Contrasting dynamics of soil fungal functional groups in the plant rhizosphere 植物根圈中土壤真菌功能群的对比动态
Pub Date : 2024-09-02 DOI: 10.1101/2024.08.30.610541
Na Wei, Madelynn Nakaji-Conley
Background and aims: Soil microbiomes, critical for plant productivity and ecosystem functioning, mediate essential functions such as pathogenesis, mutualism, and decomposition through different fungal functional groups. Yet, our understanding of the dynamics of co-existing soil fungal functional groups in the plant rhizosphere remains limited. Methods: By leveraging a 'natural' experiment in urban farming with fields of different ages and multiple plant genotypes, we tracked the relative abundance, richness, and microbial networks of plant pathogens, mycorrhizal fungi, and saprotrophic fungi across fields over two years. Results: We observed an increase in the relative abundance of plant pathogens in older fields relative to younger fields, supporting the prediction of pathogen accumulation over time. In contrast, there was a decrease in the relative abundance of mycorrhizal fungi in older fields. Unlike plant pathogens and mycorrhizal fungi, the relative abundance of saprotrophic fungi remained similar among fields. While the richness of plant pathogens and saprotrophic fungi were similar across fields, the community structure of both groups differed between younger and older fields. For mycorrhizal fungi, the richness declined in older fields and over the two years. These dynamics led to distinct microbial networks, with decreased network links for mycorrhizal fungi and increased links for saprotrophic fungi in older fields, whereas the links for plant pathogens remained similar across fields. Conclusion: Our study reveals contrasting dynamics of essential soil fungal functional groups in the plant rhizosphere, and provides a predictive insight into the potential shifts in soil function and their impact on plant productivity.
背景和目的:土壤微生物群对植物生产力和生态系统功能至关重要,它们通过不同的真菌功能群介导致病、互生和分解等基本功能。然而,我们对植物根圈中共存的土壤真菌功能群的动态了解仍然有限。研究方法通过利用城市农业中不同年龄和多种植物基因型的田地进行 "自然 "实验,我们在两年时间里跟踪了不同田地中植物病原体、菌根真菌和嗜渍真菌的相对丰度、丰富度和微生物网络。结果我们观察到,相对于年轻田块,老田块中植物病原体的相对丰度有所增加,这支持了病原体随时间积累的预测。与此相反,菌根真菌在老田中的相对丰度有所下降。与植物病原体和菌根真菌不同的是,不同田块间的嗜渍真菌相对丰度保持相似。虽然植物病原菌和根腐真菌的丰富度在不同田块之间相似,但这两类真菌的群落结构在年轻田块和老田块之间有所不同。在菌根真菌方面,老田块的丰富度在两年内有所下降。这些动态变化导致了不同的微生物网络,在老田中,菌根真菌的网络链接减少,而凋萎真菌的网络链接增加,而植物病原体的网络链接在不同田间保持相似。结论我们的研究揭示了植物根瘤菌圈中重要土壤真菌功能群的对比动态,并为土壤功能的潜在变化及其对植物生产力的影响提供了预测性的见解。
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引用次数: 0
Ecosystem dynamics in wet heathlands: spatial and temporal effects of environmental drivers on the vegetation 湿热带的生态系统动态:环境驱动因素对植被的时空影响
Pub Date : 2024-08-12 DOI: 10.1101/2024.08.06.606794
Christian Damgaard
To understand and estimate the effects of environmental drivers on wet heathland vegetation, pin-point cover data from 42 sites sampled during a 15-year period was regressed onto environmental variables (nitrogen deposition, soil pH, soil C-N ratio, soil type, precipitation and grazing) in a spatio-temporal structural equation model using a Bayesian hierarchical model structure with latent variables to model the effect of measurement and sampling uncertainties. The results suggest that the modelled environmental variables have various regulating effects on the large-scale spatial variation as well as plant community dynamics in wet heathlands. Most noticeably, nitrogen deposition and yearly precipitation had relatively large and opposite effects on the characteristic species Erica tetralix and Molinia caerulea, where nitrogen deposition had negative effects on E. tetralix and positive effects on M. caerulea. The results of this study differed in important qualitative aspects from the findings of an earlier study where comparable data from a shorter time-series (7 years instead of 15 years) were analyzed with a similar model, which suggests that relatively long time-series are needed for studying ecosystem dynamics. Furthermore, it was concluded that the effect of nitrogen deposition on plant community dynamics mainly was through direct effects, whereas the effect of soil type on plant community dynamics was both direct and indirect mediated by the effect of soil type on soil pH. It was concluded that the modeled environmental variables are sufficient for predicting the average plant community dynamics of wet heathlands. However, caution and humbleness are required if the fitted model is used for generating local ecological predictions as input to a process of generating adaptive management plans for specific wet heathland sites. Moreover, the results suggest that the ratio between the two species E. tetralix and M. caerulea may be used as an indicator for the conservation status of wet heathlands.
为了了解和估算环境驱动因素对湿地荒漠植被的影响,在一个时空结构方程模型中,将 15 年间 42 个采样点的精确点覆盖数据与环境变量(氮沉积、土壤 pH 值、土壤 C-N 比值、土壤类型、降水量和放牧)进行回归,该模型采用贝叶斯分层模型结构,并使用潜变量来模拟测量和采样不确定性的影响。结果表明,建模的环境变量对湿热带的大尺度空间变化和植物群落动态具有不同的调节作用。最明显的是,氮沉降和年降水量对特征物种 Erica tetralix 和 Molinia caerulea 的影响相对较大且相反,其中氮沉降对 E. tetralix 有负面影响,而对 M. caerulea 有正面影响。这项研究的结果在重要的质量方面与早先的一项研究结果不同,早先的一项研究用类似的模型分析了来自较短时间序列(7 年而不是 15 年)的可比数据,这表明研究生态系统动态需要相对较长的时间序列。此外,研究还得出结论,氮沉降对植物群落动态的影响主要是通过直接影响产生的,而土壤类型对植物群落动态的影响既有直接影响,也有通过土壤类型对土壤 pH 值的影响间接产生的。结论是,模拟的环境变量足以预测湿热带植物群落的平均动态。不过,如果将拟合模型用于生成本地生态预测,作为特定湿地荒漠地适应性管理计划生成过程的输入,则需要谨慎和谦逊。此外,研究结果表明,E. tetralix 和 M. caerulea 这两个物种之间的比例可用作湿地荒漠保护状况的指标。
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引用次数: 0
Environmental DNA Surveys of Invertebrate Community on Forest Canopies Using Rainwater Analysis 利用雨水分析对森林树冠上的无脊椎动物群落进行环境 DNA 调查
Pub Date : 2024-08-11 DOI: 10.1101/2024.08.11.607477
Takumaru Miwa, Naoya Miyashita, Chisato Numa, Hideyuki Doi
Forest canopies, known for their high biodiversity, are essential for understanding forest ecosystems. Traditional methods for canopy surveys, such as tree climbing and canopy walkways, face challenges related to safety, cost, and time constraints. Environmental DNA (eDNA) analysis, which involves examining DNA from environmental samples, offers a promising alternative for these surveys. This study investigates the feasibility of using rainwater to collect eDNA from forest canopies, utilizing rain's natural ability to wash away DNA from hard-to-reach areas. By comparing DNA analysis results from rainwater with conventional records obtained through visual and capture surveys, this research aims to validate the effectiveness and reliability of this method. Preliminary findings suggest that eDNA analysis from rainwater could provide an efficient approach to canopy biodiversity surveys, though further validation is required. This study marks an important first step towards developing eDNA analysis as a complementary tool for forest canopy research.
森林树冠以其高度的生物多样性而闻名,对于了解森林生态系统至关重要。传统的树冠调查方法,如爬树和树冠走道,面临着安全、成本和时间限制等方面的挑战。环境 DNA(eDNA)分析涉及检测环境样本中的 DNA,为这些调查提供了一种很有前景的替代方法。本研究调查了利用雨水从森林树冠收集 eDNA 的可行性,利用雨水冲刷难以到达区域 DNA 的自然能力。通过将雨水中的 DNA 分析结果与通过目测和捕捉调查获得的传统记录进行比较,本研究旨在验证这种方法的有效性和可靠性。初步研究结果表明,从雨水中分析 eDNA 可以为树冠生物多样性调查提供一种有效的方法,但还需要进一步验证。这项研究迈出了重要的第一步,将 eDNA 分析发展成为森林冠层研究的补充工具。
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引用次数: 0
Towards an automated protocol for wildlife density estimation using camera-traps 利用相机陷阱实现野生动物密度自动估算协议
Pub Date : 2024-08-10 DOI: 10.1101/2024.08.05.606345
Andrea Zampetti, Davide Mirante, Pablo Palencia, Luca Santini
Camera-traps are valuable tools for estimating wildlife population density, and recently developed models enable density estimation without the need for individual recognition. Still, processing and analysis of camera-trap data are extremely time-consuming. While algorithms for automated species classification are becoming more common, they have only served as supporting tools, limiting their true potential in being implemented in ecological analyses without human supervision. Here, we assessed the capability of two camera-trap based models to provide robust density estimates when image classification is carried out by machine learning algorithms. We simulated density estimation with Camera-Traps Distance Sampling (CT-DS) and Random Encounter Model (REM) under different scenarios of automated image classification. We then applied the two models to obtain density estimates of three focal species (roe deer Capreolus capreolus, red fox Vulpes vulpes, and Eurasian badger Meles meles) in a reserve in central Italy. Species detection and classification was carried out both by the user and machine learning algorithms (respectively, MegaDetector and Wildlife Insights), and all outputs were used to estimate density and ultimately compared. Simulation results suggested that the CT-DS model could provide robust density estimates even at poor algorithm performances (down to 50% of correctly classified images), while the REM model is more unpredictable and depends on multiple factors. Density estimates obtained from the MegaDetector output were highly consistent for both models with the manually labelled images. While Wildlife Insights performance differed greatly between species (recall: badger = 0.15; roe deer = 0.56; fox = 0.75), CT-DS estimates did not vary significantly; on the contrary, REM systematically overestimated density, with little overlap in standard errors. We conclude that CT-DS and REM models can be robust to the loss of images when machine learning algorithms are used to identify animals, with the CT-DS being an ideal candidate for applications in a fully unsupervised framework. We propose guidelines to evaluate when and how to integrate machine learning in the analysis of camera-trap data for density estimation, further strengthening the applicability of camera traps as a cost-effective method for density estimation in (spatially and temporally) extensive multi-species monitoring programs.
相机陷阱是估算野生动物种群密度的重要工具,最近开发的模型可以在不需要识别个体的情况下进行密度估算。不过,处理和分析相机陷阱数据仍然非常耗时。虽然自动物种分类算法越来越常见,但它们只能作为辅助工具,限制了其在没有人工监督的情况下用于生态分析的真正潜力。在此,我们评估了两种基于相机捕捉的模型在使用机器学习算法进行图像分类时提供可靠密度估算的能力。我们模拟了在不同的自动图像分类情况下使用相机-陷阱距离采样(CT-DS)和随机相遇模型(REM)进行密度估算的情况。然后,我们应用这两种模型获得了意大利中部一个保护区中三种重点物种(狍、赤狐和欧亚獾)的密度估计值。用户和机器学习算法(分别为 MegaDetector 和 Wildlife Insights)都对物种进行了检测和分类,所有输出结果都用于估算密度并最终进行比较。模拟结果表明,CT-DS 模型即使在算法性能较差的情况下(正确分类图像的比例低至 50%)也能提供稳健的密度估算,而 REM 模型则更加难以预测,且取决于多种因素。两种模型从 MegaDetector 输出中获得的密度估算结果与人工标注的图像高度一致。Wildlife Insights 的性能在不同物种之间差异很大(召回率:獾 = 0.15;狍 = 0.56;狐 = 0.75),而 CT-DS 的估计值差异不大;相反,REM 系统性地高估了密度,标准误差几乎没有重叠。我们得出的结论是,在使用机器学习算法识别动物时,CT-DS 和 REM 模型对图像丢失具有鲁棒性,CT-DS 是在完全无监督框架下应用的理想候选模型。我们提出了评估何时以及如何将机器学习整合到照相机捕获数据分析中以进行密度估算的指导原则,进一步加强了照相机捕获作为一种具有成本效益的密度估算方法在(空间和时间上)广泛的多物种监测项目中的适用性。
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bioRxiv - Ecology
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