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Climate of origin influences how a herbivorous mite responds to drought-stressed host plants 原产地气候影响草食性螨对干旱胁迫寄主植物的反应
Pub Date : 2023-05-12 DOI: 10.24072/pcjournal.272
A. Migeon, P. Auger, O. Fossati-Gaschignard, R. Hufbauer, M. Miranda, G. Zriki, M. Navajas
Drought associated with climate change can stress plants, altering their interactions with phytophagous arthropods. Drought not only impacts cultivated plants but also their parasites, which in some cases are favored by drought. Herbivorous arthropods feeding on drought-stressed plants typically produce bigger offspring and develop faster. However, it is unclear how much responses to drought stress differ among populations of herbivore species. Here, we evaluate variability among populations of a major agricultural pest, the two spotted spider mite, Tetranychus urticae , in response to drought stress. We compare key life history parameters of twelve populations that originate from climates ranging from wet and cool Atlantic locations to medium to dry hot Mediterranean locations. We evaluated how plant drought stress affects four life history traits: development time, fecundity, sex-ratio and emigration rate in an experiment comparing well-watered and drought-stressed bean plants. Mites feeding on drought-stressed plants developed faster and attempted to leave leaves less often, and young females were more fecund. The mites from wet temperate climates exhibited greater plasticity between the two water regimes than mites originating from dryer and hot climates, suggesting that the climate in the area of origin influences mite response to drought
与气候变化相关的干旱会给植物带来压力,改变它们与植食性节肢动物的相互作用。干旱不仅影响栽培植物,也影响它们的寄生虫,而这些寄生虫在某些情况下是受干旱影响的。食草节肢动物以受干旱胁迫的植物为食,通常会产生更大的后代,发育更快。然而,目前还不清楚不同食草动物种群对干旱胁迫的反应有多大差异。在这里,我们评估了一种主要的农业害虫,两个斑点蜘蛛螨,荨叶螨,在干旱胁迫下的种群变异性。我们比较了12个种群的关键生活史参数,这些种群起源于气候范围从潮湿和凉爽的大西洋地区到中至干热的地中海地区。通过比较干旱胁迫和水分充足的大豆植株,研究了干旱胁迫对植物发育时间、繁殖力、性别比和迁移率等4个生活史性状的影响。以受干旱胁迫的植物为食的螨虫发育得更快,试图离开叶子的次数更少,年轻的雌性更多产。来自湿温带气候的螨虫比来自干燥和炎热气候的螨虫表现出更大的可塑性,这表明原产地的气候影响了螨虫对干旱的反应
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引用次数: 2
Durable resistance or efficient disease control? Adult Plant Resistance (APR) at the heart of the dilemma 持久的抵抗力还是有效的疾病控制?成虫抗性(APR)是这一困境的核心
Pub Date : 2023-05-12 DOI: 10.24072/pcjournal.271
Loup Rimbaud, Julien Papaïx, Jean-François Rey, Benoît Moury, Luke G. Barrett, Peter H. Thrall
Adult plant resistance (APR) is an incomplete and delayed protection of plants against pathogens. At first glance, such resistance should be less efficient than classical major-effect resistance genes, which confer complete resistance from seedling stage, to reduce epidemics. However, by allowing some ‘leaky’ levels of disease, APR genes are predicted to be more durable than major genes because they exert a weaker selection pressure on pathogens towards adaptation to resistance. However, the impact of partial efficiency and delayed mode of action of APR on the evolutionary and epidemiological outcomes of resistance deployment has never been tested. Using the demogenetic, spatially explicit, temporal, stochastic model landsepi, this study is a first attempt to investigate how resistance efficiency, age at the time of resistance activation and target pathogenicity trait jointly impact resistance durability and disease control at the landscape scale. Our numerical experiments explore the deployment of APR in a simulated agricultural landscape, alone or together with a major resistance gene. As a case study, the mathematical model has been parameterised for rust fungi (genus Puccinia) of cereal crops, for which extensive data are available. Our simulations confirm that weak efficiency and delayed activation of APR genes reduce the selection pressure applied on pathogens and their propensity to overcome resistance, but do not confer effective protection. On the other hand, stronger APR genes (which increase selection pressure on the pathogen) may be quickly overcome but have the potential to provide some disease protection in the short-term. This is attributed to strong competition between different pathogen genotypes and the presence of fitness costs of adaptation, especially when APR genes are deployed together with a major resistance gene via crop mixtures or rotations.
成体植物抗性(APR)是植物对病原菌的不完全和延迟保护。乍一看,这种抗性应该不如经典的主效抗性基因有效,后者从苗期起就赋予完全抗性,以减少流行病。然而,通过允许一些“泄漏”水平的疾病,预计APR基因比主要基因更持久,因为它们对病原体施加的适应抗性的选择压力较弱。然而,APR的部分效率和延迟作用方式对耐药性部署的进化和流行病学结果的影响尚未得到检验。本研究首次采用种群遗传学、空间显性、时间随机模型landsepi,在景观尺度上探讨抗性效率、抗性激活时年龄和目标致病性性状如何共同影响抗性持久性和病害防治。我们的数值实验探讨了APR在模拟农业景观中的部署,单独或与主要抗性基因一起。作为一个案例研究,该数学模型已被参数化为谷类作物的锈菌(锈菌属),其中有大量的数据可用。我们的模拟证实,APR基因的低效率和延迟激活降低了病原体的选择压力及其克服抗性的倾向,但不能提供有效的保护。另一方面,较强的APR基因(增加对病原体的选择压力)可能很快被克服,但有可能在短期内提供一些疾病保护。这是由于不同病原体基因型之间的激烈竞争和适应适应度成本的存在,特别是当APR基因通过作物混合或轮作与主要抗性基因一起部署时。
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引用次数: 0
Brood thermoregulation effectiveness is positively linked to the amount of brood but not to the number of bees in honeybee colonies 蜂群体温调节的有效性与蜜蜂的窝数呈正相关,但与蜂群中的蜜蜂数量无关
Pub Date : 2023-05-04 DOI: 10.24072/pcjournal.270
Ugoline Godeau, M. Pioz, Olivier Martin, Charlotte Rüger, D. Crauser, Y. Le Conte, Mickaël Henry, C. Alaux
To ensure the optimal development of brood, a honeybee colony needs to regulate its temperature within a certain range of values (thermoregulation), regardless of environmental changes in biotic and abiotic factors. While the set of behavioural and physiological responses implemented by honeybees to regulate the brood temperature has been well studied, less is known about the factors that may influence the effectiveness of this thermoregulation. Based on the response threshold model of task allocation, increased effectiveness of colony homeostasis should be driven by increases in group size. Therefore, we determined whether colony size (number of adult bees and amount of brood) positively
为了确保蜂群的最佳发育,蜂群需要将温度调节在一定的值范围内(温度调节),而不考虑生物和非生物因素的环境变化。虽然蜜蜂为调节窝温而实施的一系列行为和生理反应已经得到了很好的研究,但对可能影响这种体温调节效果的因素知之甚少。基于任务分配的反应阈值模型,群体规模的增加应该推动群体稳态的有效性的提高。因此,我们确定了蜂群大小(成年蜜蜂的数量和孵化量)是否为正
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引用次数: 0
Genomic changes during the evolution of the Coxiella genus along the parasitism-mutualism continuum 沿寄生-共生连续体的科氏属进化过程中的基因组变化
Pub Date : 2023-05-02 DOI: 10.24072/pcjournal.269
Diego Santos-Garcia, Olivier Morel, Hélène Henri, Adil El Filali, Marie Buysse, Valérie Noël, Karen D. McCoy, Yuval Gottlieb, Lisa Klasson, Lionel Zenner, Olivier Duron, Fabrice Vavre
The Coxiellaceae family is composed of five genera showing lifestyles ranging from free-living to symbiosis. Among them, Coxiella burnetii is a well-known pathogen causing Q fever in humans. This bacterium presents both intracellular (parasitic) and environmental (resistant) forms. Recently, several environmental Coxiella genomes have been reported, among which several have come from intracellular mutualistic symbionts of ticks, termed Coxiella-like endosymbionts. We sequenced two new Coxiella-LE genomes from Dermacentor marginatus (CLEDm) and Ornithodoros maritimus (CLEOmar) ticks, the latter belonging to the C. burnetii lineage. Using these newly sequenced Coxiella-LEs and 43 Coxiellaceae genomes, we conducted comparative genomic and phylogenomic analyses to increase our knowledge of C. burnetii pathogenicity and the emergence of Coxiella-LEs. Results highlight the probably parasitic nature of the common ancestor of the Coxiellaceae. Indeed, the virulence factor Dot/Icm T4 Secretion System is present in most, but not all, Coxiellaceae. Whereas it is part of a putative pathogenic island in C. burnetii, it has been entirely lost or inactivated in Coxiella-LEs, suggesting its importance in pathogenesis. Additionally, we found that a Sha/Mrp antiporter was laterally acquired in the C. burnetii lineage. This antiporter might be involved in alkali resistance and the development of the resistant form that is able to persist in the environment for long periods of time. The Sha operon is eroded or absent in Coxiella-LEs. Finally, we found that all Coxiella representatives produce B vitamins and co-factors indicating a pre-adaptation of Coxiella to mutualism with hematophagous arthropods. Accordingly, the ancestor of C. burnetii and Coxiella-LEs was likely a parasitic bacterium able to manipulate its host cell and to produce vitamins and co-factors for its own use.
Coxiellaceae家族由五个属组成,表现出从自由生活到共生的生活方式。其中,伯纳蒂Coxiella burnetii是众所周知的引起人类Q热的病原体。这种细菌呈现细胞内(寄生)和环境(耐药)两种形式。近年来,一些环境Coxiella基因组被报道,其中一些来自蜱的细胞内共生共生体,称为Coxiella-like内共生体。我们从边缘革螨(Dermacentor marginatus, CLEDm)和海洋鸟蜱(Ornithodoros maritimus, CLEOmar)中测序了两个新的Coxiella-LE基因组,后者属于伯氏蜱谱系。利用这些新测序的Coxiella-LEs和43个Coxiellaceae基因组,我们进行了比较基因组和系统基因组分析,以增加我们对伯纳氏杆菌致病性和Coxiella-LEs出现的认识。结果表明,其共同祖先很可能是寄生的。事实上,毒力因子Dot/Icm T4分泌系统存在于大多数,但不是全部,Coxiellaceae。虽然它是伯纳氏梭菌中假定的致病岛的一部分,但它在Coxiella-LEs中已完全丢失或失活,这表明它在发病机制中的重要性。此外,我们发现一个Sha/Mrp反转运蛋白是在伯氏C. burnetii谱系中横向获得的。这种反向转运蛋白可能参与了抗碱性和能够在环境中长期存在的抗性形式的发展。Coxiella-LEs中Sha操纵子被侵蚀或缺失。最后,我们发现所有Coxiella代表都产生B族维生素和辅助因子,表明Coxiella对与食血节肢动物共生的预适应。因此,伯纳氏杆菌和科西拉- les的祖先很可能是一种能够操纵宿主细胞并产生维生素和辅助因子以供自身使用的寄生细菌。
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引用次数: 0
The landscape of nucleotide diversity in Drosophila melanogaster is shaped by mutation rate variation 黑腹果蝇的核苷酸多样性景观是由突变率变化形成的
Pub Date : 2023-04-26 DOI: 10.24072/pcjournal.267
Gustavo V Barroso, Julien Y Dutheil
What shapes the distribution of nucleotide diversity along the genome? Attempts to answer this question have sparked debate about the roles of neutral stochastic processes and natural selection in molecular evolution. However, the mechanisms of evolution do not act in isolation, and integrative models that simultaneously consider the influence of multiple factors on diversity are lacking; without them, confounding factors lurk in the estimates. Here we present a new statistical method that jointly infers the genomic landscapes of genealogies, recombination rates and mutation rates. In doing so, our model captures the effects of genetic drift, linked selection and local mutation rates on patterns of genomic variation. We then formalize a causal model of how these micro-evolutionary mechanisms interact, and cast it as a linear regression to estimate their individual contributions to levels of diversity along the genome. Our analyses reclaim the well-established signature of linked selection in Drosophila melanogaster, but we estimate that the mutation landscape is the major driver of the genome-wide distribution of diversity in this species. Furthermore, our simulation results suggest that in many evolutionary scenarios the mutation landscape will be a crucial factor shaping diversity, depending notably on the genomic window size. We argue that incorporating mutation rate variation into the null model of molecular evolution will lead to more realistic inferences in population genomics.
是什么塑造了核苷酸多样性沿基因组的分布?试图回答这个问题引发了关于中性随机过程和自然选择在分子进化中的作用的争论。然而,进化机制不是孤立的,缺乏同时考虑多种因素对多样性影响的综合模型;如果没有它们,混杂因素就会潜伏在估计中。在这里,我们提出了一种新的统计方法,联合推断家谱、重组率和突变率的基因组景观。在此过程中,我们的模型捕捉到了遗传漂变、连锁选择和局部突变率对基因组变异模式的影响。然后,我们形式化了这些微观进化机制如何相互作用的因果模型,并将其作为线性回归来估计它们对基因组多样性水平的个体贡献。我们的分析重申了黑腹果蝇的连锁选择特征,但我们估计突变景观是该物种全基因组多样性分布的主要驱动因素。此外,我们的模拟结果表明,在许多进化情景中,突变景观将是塑造多样性的关键因素,这主要取决于基因组窗口的大小。我们认为,将突变率变异纳入分子进化的零模型将导致种群基因组学中更现实的推论。
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引用次数: 0
Evolution within a given virulence phenotype (pathotype) is driven by changes in aggressiveness: a case study of French wheat leaf rust populations 在一个给定的毒力表型(致病型)内的进化是由侵略性的变化驱动的:法国小麦叶锈病种群的一个案例研究
Pub Date : 2023-04-21 DOI: 10.24072/pcjournal.264
Cécilia Fontyn, Kevin JG Meyer, Anne-Lise Boixel, Ghislain Delestre, Emma Piaget, Corentin Picard, Frédéric Suffert, Thierry C Marcel, Henriette Goyeau
Plant pathogens are constantly evolving and adapting to their environment, including their host. Virulence alleles emerge, and then increase, and sometimes decrease in frequency within pathogen populations in response to the fluctuating selection pressures imposed by the deployment of resistance genes. In some cases, these strong selection pressures cannot fully explain the evolution observed in pathogen populations. A previous study on the French population of Puccinia triticina, the causal agent of wheat leaf rust, showed that two major pathotypes — groups of isolates with a particular combination of virulences — predominated but then declined over the 2005-2016 period. The relative dynamics and the domination of these two pathotypes — 166 317 0 and 106 314 0 —, relative to the other pathotypes present in the population at a low frequency although compatible, i.e. virulent on several varieties deployed, could not be explained solely by the frequency of Lr genes in the landscape. Within these two pathotypes, we identified two main genotypes that emerged in succession. We assessed three components of aggressiveness — infection efficiency, latency period and sporulation capacity — for 44 isolates representative of the four P. triticina pathotype-genotype combinations. We showed, for both pathotypes, that the more recent genotypes were more aggressive than the older ones. Our findings were highly consistent for the various components of aggressiveness for pathotype 166 317 0 grown on Michigan Amber — a ‘naive’ cultivar never grown in the landscape — or on Apache — a ‘neutral’ cultivar, which does not affect the pathotype frequency in the landscape and therefore was postulated to have no or minor selection effect on the population composition. For pathotype 106 314 0, the most recent genotype had a shorter latency period on several of the cultivars most frequently grown in the landscape, but not on ‘neutral’ and ‘naive’ cultivars. We conclude that the quantitative components of aggressiveness can be significant drivers of evolution in pathogen populations. A gain in aggressiveness stopped the decline in frequency of a pathotype, and subsequently allowed an increase in frequency of this pathotype in the pathogen population, providing evidence that adaptation to a changing varietal landscape not only affects virulence but can also lead to changes in aggressiveness.
植物病原体不断进化并适应其环境,包括其宿主。毒力等位基因出现,然后增加,有时在病原体种群中频率减少,以响应由抗性基因部署施加的波动选择压力。在某些情况下,这些强大的选择压力不能完全解释在病原体种群中观察到的进化。此前一项针对法国小麦叶锈病致病因子小麦锈菌(Puccinia triticina)种群的研究表明,两种主要致病类型——具有特定毒力组合的分离菌群——在2005年至2016年期间占主导地位,但随后有所下降。这两种致病型(166 317 0和106 314 0)相对于种群中出现频率较低的其他致病型的相对动态和优势,尽管它们是相容的,即对部署的几个品种具有毒性,但不能仅仅用景观中Lr基因的频率来解释。在这两种病型中,我们确定了连续出现的两种主要基因型。我们评估了44株小麦小麦单株的侵袭性的三个组成部分——感染效率、潜伏期和产孢能力。我们发现,对于两种疾病,较新的基因型比较老的基因型更具攻击性。我们的研究结果与生长在密歇根琥珀(一种从未在景观中生长的“原始”品种)和阿帕奇(一种“中性”品种)上的病型1663170的侵袭性的各个组成部分高度一致,后者不影响景观中病型的频率,因此假设对种群组成没有或只有很小的选择效应。对于病原型106 314 0,最近的基因型在景观中最常见的几个品种上具有较短的潜伏期,但在“中性”和“幼稚”品种上则没有。我们得出结论,侵略性的定量成分可以是病原体种群进化的重要驱动因素。侵袭性的增加阻止了一种致病型频率的下降,并随后允许这种致病型在病原体种群中频率的增加,这提供了对不断变化的品种景观的适应不仅影响毒力,而且可以导致侵袭性的变化的证据。
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引用次数: 1
Primate sympatry shapes the evolution of their brain architecture 灵长类动物的共感决定了它们大脑结构的进化
Pub Date : 2023-04-17 DOI: 10.24072/pcjournal.259
Benjamin Robira, Benoît Perez-Lamarque
The main hypotheses on the evolution of animal cognition emphasise the role of conspecifics in affecting the socio-ecological environment shaping cognition. Yet, space is often simultaneously occupied by multiple species from the same ecological guild. These sympatric species can compete for food, which may thereby stimulate or hamper cognition. Considering brain size as a proxy for cognition, we tested whether species sympatry impacted the evolution of cognition in frugivorous primates. We first retraced the evolutionary history of sympatry between frugivorous primate lineages. We then fitted phylogenetic models of the evolution of the size of several brain regions in frugivorous primates, considering or not species sympatry. We found that the evolution of the whole brain or brain regions used in immediate information processing was best fitted with models not considering sympatry. By contrast, models considering species sympatry best predicted the evolution of brain regions related to long-term memory of interactions with the socio-ecological environment, with a decrease in their size the higher the sympatry. We speculate that species sympatry, by generating intense food depletion, might lead to an over-complexification of resource spatiotemporality that counteracts the benefits of high cognitive abilities and/or might drive niche partitioning and specialisation, thereby inducing lower brain region sizes. In addition, we reported that primate species in sympatry diversify more slowly. This comparative study suggests that species sympatry significantly contributes to shaping primate evolution.
关于动物认知进化的主要假设强调同种动物在影响社会生态环境塑造认知方面的作用。然而,空间往往同时被来自同一生态协会的多个物种所占据。这些同域物种可以竞争食物,从而刺激或阻碍认知。考虑到大脑大小作为认知的代理,我们测试了物种同情是否影响了食果灵长类动物的认知进化。我们首先追溯了食果灵长类谱系之间的共情进化历史。然后,我们在考虑或不考虑物种同情的情况下,拟合了食果灵长类动物几个大脑区域大小进化的系统发育模型。我们发现,用于即时信息处理的整个大脑或大脑区域的进化最适合不考虑同情的模型。相比之下,考虑物种同系性的模型最好地预测了与社会生态环境相互作用的长期记忆相关的大脑区域的进化,它们的大小越高,同系性越小。我们推测,物种的共生关系,通过产生强烈的食物消耗,可能导致资源时空性的过度复杂,从而抵消了高认知能力和/或可能驱动生态位划分和专一化的好处,从而导致更小的大脑区域大小。此外,我们还报道了同属系统中灵长类物种多样化的速度较慢。这一比较研究表明,物种间的共生关系对灵长类动物的进化有重要的影响。
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引用次数: 2
Feeding and growth variations affect δ13C and δ15N budgets during ontogeny in a lepidopteran larva 摄食和生长变化影响鳞翅目幼虫个体发育过程中的δ13C和δ15N收支
Pub Date : 2023-04-17 DOI: 10.24072/pcjournal.265
Samuel M. Charberet, Annick Maria, David Siaussat, Isabelle Gounand, Jérôme Mathieu
Isotopes are widely used in ecology to study food webs and physiology. The fractionation observed between trophic levels in nitrogen and carbon isotopes, explained by isotopic biochemical selectivity, is subject to important within-trophic level variations, leading to imprecision in trophic level estimation. Understanding the drivers of these variations is thus important to improve the study of food webs. In this study, we characterized this variation by submitting Spodoptera littoralis larvae to a gradient of starvation levels, a factor that we hypothesized would change the trophic fractionation between individuals. The various growth rates that were induced from these starvation levels resulted in a ∼ 1-1.5‰ within-trophic level variation of the trophic fractionation in both carbon and nitrogen, which is substantial compared to the 3-4‰ classically associated with between-trophic levels variations. Hence starved animals sampled in natura may be ranked at a higher trophic level than they really are. We were able to gain an understanding of the effect of growth rate on isotopes fluxes between three easy-to-measure biological materials, food, the organism and its wastes (frass), giving insight into physiological processes at play but also conveying helpful information to the sampling framework of field studies.
同位素在生态学中被广泛用于研究食物网和生理学。由同位素生化选择性解释的氮和碳同位素营养水平之间的分异,受到营养水平内重要变化的影响,导致营养水平估计不精确。因此,了解这些变化的驱动因素对改善食物网的研究非常重要。在这项研究中,我们通过将沿海夜蛾幼虫置于饥饿水平梯度来表征这种变化,我们假设这一因素会改变个体之间的营养分异。由这些饥饿水平诱导的不同生长速率导致碳和氮的营养分级在营养水平内的变化为~ 1-1.5‰,与传统的营养水平间变化相关的3-4‰相比,这是实质性的。因此,在自然界取样的饥饿动物的营养等级可能比它们实际的营养等级高。我们能够了解生长速率对三种易于测量的生物材料(食物、生物体及其废物(草料))之间同位素通量的影响,从而深入了解起作用的生理过程,同时也为实地研究的抽样框架提供了有用的信息。
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引用次数: 0
The use of pigs vocalisation structure to assess the quality of human-pig relationship 用猪的发声结构来评价人猪关系的质量
Pub Date : 2023-04-12 DOI: 10.24072/pcjournal.260
Avelyne S Villain, Carole Guérin, Céline Tallet
Studying human-animal interactions in domestic species and how they affect the establishment of a positive Human-Animal Relationship (HAR) may help us improve animal welfare and better understand the evolution of interspecific interactions associated with the domestication process. Understanding and describing the quality of an HAR requires information on several aspects of the animal biology and emotional states (social, spatial and postural behaviours, physiological and cognitive states). Growing evidence shows that acoustic features of animal vocalisations may be indicators of emotional states. Here, we tested the hypothesis that vocal structure may indicate the quality of HAR. At weaning, 30 piglets were positively handled by an experimenter who talked to and physically interacted with them three times a day, while 30 other piglets only received the contact necessary for proper husbandry. After two weeks, we recorded the behaviours and vocalisations produced in the presence of the static experimenter for 5 min. We repeated this test two weeks later, after a conditioning period during which human presence with additional positive contacts was used as a reward for all piglets. We hypothesized this conditioning period would lead to a positive human-piglet relationship for all piglets. As expected, piglets that were positively handled at weaning expressed a higher attraction toward the experimenter, and, after the conditioning, piglets that were not positively handled at weaning expressed a similar level of attraction than the positively handled ones. Piglets positively handled at weaning produced shorter grunts than the other ones, regardless of the context of recording, which may indicate a more positive affect. During reunions with the static experimenter, a more positive HAR was associated with a decrease in vocal reactivity to human proximity. However, during reunions with the experimenter providing additional positive contacts and over the conditioning, spatial proximity to the human systematically triggered shorter and higher pitched grunts, which may indicate a more positive emotional state. Results first show that changes in vocal structure are consistent with indicators of positive states in the presence of a human. Second, these changes are stronger when the human positively interact with the piglets, supposedly emphasizing a higher positive arousal state during these interactions. We show that vocalisation structure may be a promising indicator of the quality of human-pig relationship.
研究家养物种中人与动物的相互作用及其如何影响积极的人与动物关系(HAR)的建立,可以帮助我们改善动物福利,更好地理解与驯化过程相关的种间相互作用的演变。理解和描述HAR的质量需要动物生物学和情感状态(社会、空间和姿势行为、生理和认知状态)的几个方面的信息。越来越多的证据表明,动物发声的声学特征可能是情绪状态的指示器。在这里,我们测试了声音结构可能表明HAR质量的假设。在断奶时,30头仔猪由一名实验者积极处理,每天与他们交谈并进行三次身体互动,而其他30头仔猪只接受适当饲养所需的接触。两周后,我们记录了在静态实验者在场的情况下5分钟产生的行为和叫声。两周后,在一段条件反射期后,我们重复了这个测试,在此期间,人类的存在和额外的积极接触被用作对所有仔猪的奖励。我们假设这个条件作用期将导致所有仔猪的积极人-仔猪关系。正如预期的那样,断奶时被积极处理的仔猪对实验者表现出更高的吸引力,并且,在条件反射之后,断奶时没有被积极处理的仔猪表达了与积极处理的仔猪相似的吸引力水平。无论记录的背景如何,断奶时被积极处理的仔猪发出的咕噜声比其他仔猪短,这可能表明受到了更积极的影响。在与静态实验人员团聚时,更积极的HAR与人类接近时声音反应的减少有关。然而,在与提供额外积极接触的实验人员团聚期间,在条件反射期间,与人类的空间接近系统地触发了更短、更高音调的咕噜声,这可能表明更积极的情绪状态。结果首先表明,声音结构的变化与人类在场时积极状态的指标是一致的。其次,当人类与仔猪积极互动时,这些变化更强,据推测,在这些互动中强调了更高的积极唤醒状态。我们表明发声结构可能是人猪关系质量的一个有希望的指标。
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引用次数: 0
Rapid literature mapping on the recent use of machine learning for wildlife imagery 快速文献映射最近使用的机器学习野生动物图像
Pub Date : 2023-04-11 DOI: 10.24072/pcjournal.261
S Nakagawa, M. Lagisz, R. Francis, Jessica Tam, Xun Li, Andrew Elphinstone, N. Jordan, J. O’Brien, B. Pitcher, M. van Sluys, A. Sowmya, R. Kingsford
Machine (especially deep) learning algorithms are changing the way wildlife imagery is processed. They dramatically speed up the time to detect, count, and classify animals and their behaviours. Yet, we currently have very few systematic literature surveys on its use in wildlife imagery. Through a literature survey (a ‘rapid’ review) and bibliometric mapping, we explored its use across: 1) species (vertebrates), 2) image types (e.g., camera traps, or drones), 3) study locations, 4) alternative machine learning algorithms, 5) outcomes (e.g., recognition, classifi-cation, or tracking), 6) reporting quality and openness, 7) author affiliation, and 8) publication journal types. We found that an increasing number of studies used convolutional neural networks (i.e., deep learning). Typically, studies have focused on large charismatic or iconic mammalian species. An increasing number of studies have been published in ecology-specific journals indicating the uptake of deep learning to transform the detection, classification and tracking of wildlife. Sharing of code was limited, with only 20% of studies providing links to analysis code. Much of the published research and focus on animals came from India, China, Australia, or the USA. There were relatively few collaborations across countries. Given the power of machine learning, we recommend increasing collaboration and sharing approaches to utilise increasing amounts of wildlife imagery more rapidly and transform and improve understanding of wildlife behaviour and conservation. Our survey, augmented with bibliometric analyses, provides valuable signposts for future studies to resolve and address shortcomings, gaps, and biases.
机器(尤其是深度)学习算法正在改变野生动物图像的处理方式。它们大大加快了检测、计数和分类动物及其行为的时间。然而,我们目前很少有关于其在野生动物图像中的使用的系统文献调查。通过文献调查(“快速”综述)和文献计量制图,我们探索了它在以下方面的应用:1)物种(脊椎动物),2)图像类型(如相机陷阱或无人机),3)研究地点,4)替代机器学习算法,5)结果(如识别、分类或跟踪),6)报告质量和开放性,7)作者单位,8)出版期刊类型。我们发现,越来越多的研究使用卷积神经网络(即深度学习)。通常,研究的重点是大型有魅力或标志性的哺乳动物物种。越来越多的研究发表在生态学专业期刊上,表明深度学习可以改变野生动物的检测、分类和追踪。代码共享受到限制,只有20%的研究提供了分析代码的链接。大部分已发表的关于动物的研究和关注来自印度、中国、澳大利亚或美国。各国之间的合作相对较少。鉴于机器学习的力量,我们建议增加合作和共享方法,以更快地利用越来越多的野生动物图像,并转变和提高对野生动物行为和保护的理解。我们的调查,加上文献计量分析,为未来的研究提供了宝贵的路标,以解决和解决缺点、差距和偏见。
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