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Complementary approaches to measure predation pressure on butterfly populations in Australia. 测量澳大利亚蝴蝶种群捕食压力的互补方法。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-29 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.251507
Hansani Sathsara Sandukalani Daluwatta Galappaththige, Marilia Fernandes Erickson, Donald James McLean, Kiara Laëtitia L'Herpiniere, Georgina Erika Binns, Liisa Hämäläinen, Louis G O'Neill, James Kevin Douch, David W Kikuchi, Hannah M Rowland, Johanna Mappes, Marie E Herberstein

Predation pressure is a major force driving the evolution of anti-predatory traits, yet quantifying its intensity in the wild remains difficult. In this study, we combined three complementary methods to evaluate predation risk in Australian butterfly communities: assessing wing damage on wild butterflies, monitoring attacks on artificial butterfly replicas, and surveying bird communities. Across eight sites in Sydney, Australia, we recorded wing damage on 1070 free-living butterflies from five families, assessed attacks on 1600 butterfly replicas, and surveyed local bird diversity. Of the wild butterflies, 807 showed wing damage, with 169 individuals (16% of all butterflies) exhibiting patterns consistent with bird attacks. Among replicas, 114 (7%) showed evidence of predation, of which 31 (2% of all replicas) were likely to be attacked by birds. Predation on wild butterflies was most strongly associated with bird community composition, bird density, and butterfly size (wingspan), while replica attacks were influenced primarily by bird community composition and density. Our results suggest that butterfly wing damage and replica attacks data provide complementary, but not interchangeable, insights into predation risk. When integrated, they offer a more robust picture of true predation pressure. Our results underscore the critical role of bird community structure in shaping predation risk-an important consideration for any method used to assess predation in natural prey communities.

捕食压力是推动反掠食性特征进化的主要力量,但在野外量化其强度仍然很困难。在本研究中,我们结合了三种互补的方法来评估澳大利亚蝴蝶群落的捕食风险:评估野生蝴蝶的翅膀损伤,监测对人工蝴蝶复制品的攻击,以及调查鸟类群落。在澳大利亚悉尼的8个地点,我们记录了来自5个科的1070只自由生活的蝴蝶的翅膀损伤,评估了对1600只蝴蝶复制品的攻击,并调查了当地鸟类的多样性。在野生蝴蝶中,807只出现了翅膀损伤,169只(占所有蝴蝶的16%)表现出与鸟类袭击相一致的模式。114个(7%)副本显示捕食证据,其中31个(2%)副本可能被鸟类攻击。对野生蝴蝶的捕食与鸟类群落组成、鸟类密度和蝴蝶大小(翼展)的关系最为密切,而复制攻击主要受鸟类群落组成和密度的影响。我们的研究结果表明,蝴蝶翅膀损伤和复制攻击数据提供了互补但不可互换的见解,以了解捕食风险。综合起来,它们提供了一个更可靠的真实捕食压力图。我们的研究结果强调了鸟类群落结构在形成捕食风险方面的关键作用,这是任何用于评估自然猎物群落捕食行为的方法的重要考虑因素。
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引用次数: 0
The Arctic copepod Calanus hyperboreus is more tolerant to marine heatwaves than temperate copepods in the Oslofjord. 北极桡足动物Calanus hyperboreus比奥斯陆峡湾温带桡足动物更能忍受海洋热浪。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-29 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250365
Mathieu Lutier, Andrea Emilie Thorstensen Skari, Nele Thomsen, Helena C Reinardy, Khuong V Dinh

Calanus hyperboreus plays a key role in the functioning of Arctic ecosystems. It is considered highly vulnerable to ocean warming and marine heatwaves, which would reduce its range, expected to shift northward. Yet, C. hyperboreus is reported as far south as the Skagerrak, where it is considered non-native and transported by ocean currents. We argue that this may be an isolated population adapted to warmer temperatures. To test this hypothesis, we exposed C. hyperboreus from the Oslofjord to temperatures from 0°C to 24°C, for 5 days. We recorded survival to identify the upper threshold of thermal tolerance and DNA damage to detect sublethal effects. The thermal response of C. hyperboreus was compared with that of the dominant copepod species in the Oslofjord, Calanus finmarchicus and Metridia longa. We found that the survival of C. hyperboreus did not decrease before reaching 16°C-20°C which was much higher than 13°C-16°C and 4°C-8°C for C. finmarchicus and M. longa, respectively. Calanus hyperboreus showed the least DNA damage, highlighting the adaptation of its physiology to the Oslofjord. Our results suggest the existence of local adaptations to warming in C. hyperboreus that could determine its fate under climate change.

北极星在北极生态系统的功能中起着关键作用。它被认为极易受到海洋变暖和海洋热浪的影响,这将减少它的活动范围,预计将向北转移。然而,据报道,在斯卡格拉克以南的地方也有C. hyperboreus,在那里它被认为是非本地的,是由洋流输送的。我们认为这可能是一个孤立的种群,适应了更高的温度。为了验证这一假设,我们将奥斯陆峡湾的C. hyperboreus暴露在0°C到24°C的温度下5天。我们记录了存活时间,以确定热耐受性和DNA损伤的上限,以检测亚致死效应。并与奥斯陆峡湾桡足类优势种、金马蹄铁和龙虎进行了热响应比较。结果表明,在温度达到16℃~ 20℃之前,大叶蛾的存活率并没有下降,远高于13℃~ 16℃和4℃~ 8℃时的存活率。海螺显示出最小的DNA损伤,突出了其生理适应奥斯陆峡湾。我们的研究结果表明,在气候变化的影响下,存在对气候变暖的局部适应可能决定其命运。
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引用次数: 0
Using a null hypothesis framework to test expectations of disparity in an adaptive radiation. 使用零假设框架来检验自适应辐射的差异预期。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-29 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250353
Vhon Oliver Garcia, Cynthia Riginos, Simone Blomberg, Lyn G Cook

Adaptive radiations are expected to generate striking differences in species and morphological diversity between closely related groups. Not all hypotheses in evolutionary biology, including these observed disparities, are amenable to experimental manipulation or comparative phylogenetics. In some cases, the use of null hypotheses offers a way to test these scientific conjectures such that their premise can be rejected. We examine the Hydrophis sea snakes (Hydrophiinae: Hydrophiini), a putative example of adaptive radiation based on both its species and morphological diversity. We compared its observed species richness and morphological disparity with the closely related, yet species and morphologically depauperate clade, Aipysurus-Emydocephalus. We used phylogenetic null models and a phylomorphospace approach to test for significant differences in diversification rate and in morphological disparity between these two major sea snake lineages. We found no diversification rate differences between the Hydrophis and Aipysurus-Emydocephalus groups under an equal-rates Markov model of diversification. However, Hydrophis species occupy a significantly larger region of the morphospace than the Aipysurus-Emydocephalus group, consistent with previous conclusions that ecological specialization causes increased levels of morphological disparity. While the Hydrophis and Aipysurus-Emydocephalus lineages do not significantly differ in species numbers, the significant morphological disparity among Hydrophis species further upholds its adaptive radiation.

适应性辐射有望在密切相关的群体之间产生物种和形态多样性的显著差异。并不是所有进化生物学的假设,包括这些观察到的差异,都能被实验操作或比较系统发育所接受。在某些情况下,使用零假设提供了一种检验这些科学猜想的方法,这样它们的前提就可以被拒绝。我们研究了Hydrophis海蛇(hydrophiae: Hydrophiini),这是一个基于其物种和形态多样性的适应性辐射的假设例子。我们将其观察到的物种丰富度和形态差异与近缘的Aipysurus-Emydocephalus进行了比较。我们使用系统发育零模型和层形态空间方法来检验这两种主要海蛇谱系在多样化率和形态差异方面的显著差异。在等率马尔可夫多样化模型下,我们发现Hydrophis和Aipysurus-Emydocephalus类群之间的多样化率没有差异。然而,与Aipysurus-Emydocephalus类群相比,Hydrophis占据了更大的形态空间区域,这与先前的结论一致,即生态特化导致形态差异水平增加。虽然Hydrophis和Aipysurus-Emydocephalus谱系在物种数量上没有显著差异,但Hydrophis物种之间显著的形态差异进一步支持了其适应性辐射。
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引用次数: 0
Individual variation within parasite communities of endangered African lions. 濒危非洲狮寄生虫群落的个体变异。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-29 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250501
Nyeema C Harris, Jane Hallam

Prey depletion and human-wildlife conflict threaten the critically endangered West African populations of lion (Panthera leo leo), which occupy less than 1.1% of their historic range in West Africa. These threats may alter behaviour through prey selection and affect exposure to parasites to compromise their health. We extracted DNA from faecal samples collected in four national parks in Benin, Burkina Faso and Senegal to characterize haemoparasites, nemabiome and microbiome. We used microsatellite markers to differentiate individuals and five primer sets to complete molecular analyses. From 20 individuals (12 males and 8 females), we found significant differences in the species richness and composition for all parasite groups across host populations and individual lions. We detected haemoparasites, including Babesia and Sarcocystis species, along with Blechomonas, a kinetoplastid, all of which raise potential health concerns. The nemabiome was dominated by Ancylostoma species (hookworms) with additional detections of lungworms from the genera Oslerus and Troglostrongylus. Significant interactions were found between population-level microbiome richness and both nemabiome and haemoparasite diversity. Our study provides the first effort to determine the parasite diversity among West African lion populations using non-invasive metabarcoding. Our findings highlight metabarcoding as a powerful tool to assess spatial variation in health and parasite diversity metrics for an endangered apex predator.

猎物的枯竭和人类与野生动物的冲突威胁着极度濒危的西非狮子(Panthera leo leo)种群,它们在西非的活动范围不到历史上的1.1%。这些威胁可能会通过选择猎物改变行为,并影响接触寄生虫,从而损害它们的健康。我们从贝宁、布基纳法索和塞内加尔四个国家公园收集的粪便样本中提取DNA,以表征血液寄生虫、线虫组和微生物组。我们用微卫星标记来区分个体,用5组引物来完成分子分析。从20个个体(12个雄性和8个雌性)中,我们发现所有寄生虫类群在宿主种群和个体狮子之间的物种丰富度和组成存在显著差异。我们检测到血液寄生虫,包括巴贝斯虫和肉囊虫,以及Blechomonas,一种动着质体,所有这些都引起了潜在的健康问题。线虫组以钩虫属(钩虫)为主,另外还检出奥氏属和Troglostrongylus属的肺虫。在种群水平的微生物组丰富度与线虫组和血寄生虫多样性之间发现了显著的相互作用。我们的研究首次使用非侵入性元条形码来确定西非狮子种群中的寄生虫多样性。我们的研究结果强调了元条形码作为一种强大的工具来评估濒危顶端捕食者的健康和寄生虫多样性指标的空间变化。
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引用次数: 0
Delineating connectivity and quality of peer-peer pre-pubescent rhesus macaque (Macaca mulatta) relationships, by examining coupled social behaviours. 通过检查耦合的社会行为,描绘青春期前恒河猴(Macaca mulatta)关系的连通性和质量。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250860
Alexander J Pritchard, Tyler Bonnell, Bidisha Chakraborty, Rosemary A Blersch, Brenda McCowan, Jessica J Vandeleest

Infant experiences have lifetime implications for individuals' social competence. Therefore, lifelong trajectories can be informed by a nuanced understanding of who developing individuals connect with (i.e. connectivity) and how invested they are in those connections (i.e. quality). Though simple in premise, the practice of examining social connectivity and quality relies on a nuanced understanding of how individuals temporally shift their behavioural repertoire within, or across, partners. We measured peer-peer relationships throughout the first 3 years of life among 49 rhesus macaques (Macaca mulatta) in large outdoor-housed mixed-sex home groups. We recorded five social behaviours and built multiplex temporal networks. We examined the auto- and cross-correlations of these behaviours using a multivariate multiple response time series model to understand the behavioural dynamics of relationship connectivity and quality. We demonstrate known principles of relationship formation driven by pre-pubescents' and peer partners' traits (i.e. rank, sex, age, kinship). Coupled dynamics suggest that proximity was broadly associated with social dynamics (including aggression), while contact was associated with prosocial dynamics (excluding aggression). Directed behaviours were less associated with each other. These results highlight the dynamic nature of social development across multiple behaviours, underscoring how early social choices shape the formation, stability and maintenance of relationships.

婴儿时期的经历对个体的社会能力有终生的影响。因此,通过对发展中的个体与谁有联系(即连通性)以及他们对这些联系的投入程度(即质量)的细微理解,可以获知终生轨迹。虽然前提很简单,但检验社会联系和质量的实践依赖于对个体如何在伴侣之间或伴侣之间暂时改变其行为习惯的细致理解。我们测量了生活在大型户外混合性别家庭群体中的49只恒河猴(Macaca mulatta)在生命最初3年的同伴关系。我们记录了五种社会行为,并建立了多重时间网络。我们使用多变量多响应时间序列模型检查了这些行为的自相关性和相互相关性,以了解关系连通性和质量的行为动态。我们展示了由青春期前和同伴的特征(即等级、性别、年龄、亲属关系)驱动的关系形成的已知原则。耦合动力学表明,接近与社会动态(包括攻击)广泛相关,而接触与亲社会动态(不包括攻击)相关。定向行为之间的关联更少。这些结果强调了跨多种行为的社会发展的动态本质,强调了早期社会选择如何塑造关系的形成、稳定和维持。
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引用次数: 0
Mutualism on the deep-sea floor: a novel shell-forming sea anemone in symbiosis with a hermit crab. 深海海底的共生关系:一种新型的贝壳海葵与寄居蟹共生。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250789
Akihiro Yoshikawa, Takato Izumi, Takayuki Kanki, Takeya Moritaki, Madoka Kitajima, Naoya Ohtsuchi, Taeko Kimura, Yuxiao Gou, Ryuji Hattori, Mahiro Yumiba, Kotaro Shirai, Michela L Mitchell, Toshihiko Fujita, Kensuke Yanagi

Interspecific species interactions are fundamental evolutionary forces that shape the traits and adaptive strategies of biological communities. However, their diversity and dynamics in deep-sea ecosystems are poorly understood because of their inaccessibility. Here, we report and describe a newly identified species-specific, hermit crab-associated sea anemone named Paracalliactis tsukisome sp. nov. The sea anemone secretes and constructs a unique shell-like structure known as a carcinoecium, which expands the host hermit crab's living space. Stable isotope analyses (δ¹³C and δ¹⁵N) suggested that P. tsukisome sp. nov. consumes nutritional benefits by consuming host faeces and suspended organic particles from the surrounding environment. Three-dimensional computed tomography imaging elucidated a unidirectional attachment pattern, which was consistently positioned near the shell aperture or carcinoecium edge-a likely adaptation linked to feeding behaviour and carcinoecium formation. The host, Oncopagurus monstrosus (Alcock, 1894), substantially benefits from this association, attaining larger body sizes than other Oncopagurus species, highlighting the functional role of the carcinoecium as an effective shell enhancement in the deep-sea environment. This study provides the first quantitative evidence of mutualism in carcinoecium-forming associations, highlighting a remarkable example of deep-sea symbiosis and hypothesizing how reciprocal benefits are refined over time, fostering the evolution of carcinoecium-forming abilities and species-specific mutualistic relationships.

种间物种相互作用是形成生物群落特征和适应策略的基本进化力量。然而,由于它们难以接近,人们对它们在深海生态系统中的多样性和动态知之甚少。在这里,我们报道并描述了一种新发现的物种特异性,寄居蟹相关的海葵,名为Paracalliactis tsukisome sp. 11 .海葵分泌并构建一个独特的壳状结构,称为癌鞘,它扩大了寄居蟹的生活空间。稳定同位素分析(δ¹³C和δ¹5 N)表明,11月的tsukisome P.通过消耗宿主粪便和周围环境中悬浮的有机颗粒来消耗营养。三维计算机断层成像阐明了一种单向的附着模式,它始终位于壳孔或癌鞘边缘附近,这可能是一种与摄食行为和癌鞘形成有关的适应。寄主Oncopagurus monstrosus (Alcock, 1894)从这种关联中受益匪浅,比其他Oncopagurus物种获得更大的体型,突出了癌皮在深海环境中作为有效外壳增强的功能作用。本研究首次提供了在癌变形成关联中互惠关系的定量证据,突出了深海共生的一个显著例子,并假设互惠利益如何随着时间的推移而得到改善,促进癌变形成能力和物种特异性互惠关系的进化。
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引用次数: 0
Continuous football player tracking from discrete broadcast data. 从离散广播数据连续跟踪足球运动员。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.251175
Matthew J Penn, Christl A Donnelly, Samir Bhatt

Player tracking data remain out of reach for many professional football teams, as their video feeds are not sufficiently high quality for computer vision technologies to be used. To help bridge this gap, we present a method that can estimate continuous full-pitch tracking data from discrete data made from broadcast footage. Such data could be collected by clubs or players at a similar cost to event data, which are widely available down to the semi-professional level. We test our method using open-source tracking data and include a version that can be applied to a large set of over 200 games with such discrete data.

对于许多职业足球队来说,球员跟踪数据仍然遥不可及,因为他们的视频馈送质量不够高,无法使用计算机视觉技术。为了帮助弥合这一差距,我们提出了一种方法,可以从来自广播镜头的离散数据中估计连续的全音高跟踪数据。这些数据可以由俱乐部或球员以与赛事数据类似的成本收集,这些数据在半职业水平上都是广泛可用的。我们使用开源跟踪数据来测试我们的方法,并包含一个可以应用于200多款游戏的版本。
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引用次数: 0
Australia's First Peoples: hunters of extinct megafauna or Australia's first fossil collectors. 澳大利亚的第一民族:已经灭绝的巨型动物的猎人或澳大利亚的第一批化石收藏家。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250078
Michael Archer, Kim Akerman, Larisa DeSantis, Blake Vermeer Dickson, Suzanne Hand, Lindsay Hatcher, John C Hellstrom, Geraldine Jacobsen, Julien Louys, Gilbert James Price, Helen Ryan, Kale Sniderman, Kenny Travouillon, Jon Woodhead

Claims have been made about the presumed role of Australia's First Peoples in the extinction of some of Australia's megafauna. However, evidence used to suggest butchering may instead demonstrate fossil collection by Australia's First Peoples. Using micro-computed tomography scanning and microscopic wear analysis, we analysed a cut sthenurine tibia from Mammoth Cave, Western Australia, previously interpreted as evidence of butchering. Our analyses suggest the cut occurred long after death and probably after fossilization. We investigated the possibility of long-distance transportation of a premolar of Zygomaturus trilobus gifted by First Peoples in the Kimberley region of Western Australia. This species is otherwise unknown from northern Australia but common in southern Australia. Using X-ray fluorescence, we tested the potential provenance of the premolar and found that it was elementally indistinguishable from Mammoth Cave premolars. These results suggest that First Peoples may have collected fossils in southern Australia before carrying them to the Kimberley region. A review of other recent claims of killing and/or butchering of extinct megafaunal species suggests they too may have been collected as fossils. We argue that fossils were valued, being collected and transported long distances by the First Peoples in Australia in all probability thousands of years before Europeans arrived on this continent.

有人声称澳大利亚第一民族在澳大利亚一些大型动物的灭绝中扮演了假定的角色。然而,用来证明屠杀的证据可能是澳大利亚第一民族收集的化石。利用微型计算机断层扫描和微观磨损分析,我们分析了来自西澳大利亚猛犸洞的一块被切割的细骨胫骨,之前被认为是屠宰的证据。我们的分析表明,切割发生在死后很久,很可能是在石化之后。我们研究了西澳大利亚金伯利地区第一民族赠送的三叶颧肌前磨牙的远距离运输的可能性。本种在澳大利亚北部不为人所知,但在澳大利亚南部很常见。使用x射线荧光,我们测试了前磨牙的潜在来源,发现它与猛犸洞穴前磨牙在元素上无法区分。这些结果表明,第一民族可能在澳大利亚南部收集化石,然后将它们带到金伯利地区。一项对最近其他关于杀害和/或屠杀灭绝的巨型动物物种的说法的回顾表明,它们也可能被作为化石收集起来。我们认为化石是有价值的,很可能在欧洲人到达这个大陆之前几千年,就被澳大利亚的第一民族收集和长途运输了。
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引用次数: 0
A clue to clarify the origin of Omicron. 解开欧米克隆起源的线索。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.250926
Fernando Martinez-Hernandez, Claudia Irais Muñoz-Garcia, Emilio Rendon-Franco, José Antonio Ocampo Cervantes, Rigoberto Hernandez-Castro, Angelica Olivo-Diaz, Mirza Romero-Valdovinos, Pablo Maravilla, Nelly Raquel Gonzalez-Arenas, Guiehdani Villalobos

This study utilized faecal samples from synanthropic rodents collected during September-December of 2020 from a public park in southern Mexico City, previously identified as positive for SARS-CoV-2, to perform molecular identification of the viral variant. Typing was successful for two Mus musculus and one Rattus norvegicus, revealing Omicron variants BA.5.2 (from a rat) and BA.5.1.17 (from mice). Additionally, confirmation from a reference centre and Global Initiative on Sharing All Influenza Data (GISAID) analysis verified the presence of the Omicron variant. By considering three primary hypotheses regarding Omicron's origin and integrating these findings with concurrent events in Mexico during the initial wave of SARS-CoV-2, it is reasonable to suggest that the variant's emergence may stem from a combination of a 'silent spread' (indicating circulation among populations with limited viral monitoring and sequencing) and a 'mouse origin' (where the progenitor of Omicron transitioned from humans to mice, acquiring mutations that enhanced its ability to infect that host, before re-emerging in humans). Consequently, our results indicate that Omicron was present in urban rodents a year prior to its official emergence, amplified by the conditions existing during the first wave of COVID-19 in Mexico.

本研究利用2020年9月至12月期间从墨西哥城南部一个公园收集的合群啮齿动物粪便样本(先前被确定为SARS-CoV-2阳性)对病毒变体进行分子鉴定。2只小家鼠和1只褐家鼠的基因分型成功,发现BA.5.2(来自大鼠)和BA.5.1.17(来自小鼠)的基因组变异。此外,来自参考中心和共享所有流感数据全球倡议(GISAID)分析的确认证实了Omicron变体的存在。通过考虑关于Omicron起源的三个主要假设,并将这些发现与SARS-CoV-2初始波期间墨西哥同时发生的事件相结合,我们有理由认为,该变体的出现可能源于“沉默传播”(表明在病毒监测和测序有限的人群中传播)和“小鼠起源”(其中Omicron的祖先从人类过渡到小鼠)的结合。在重新出现在人类身上之前,获得增强其感染宿主能力的突变)。因此,我们的研究结果表明,在城市啮齿动物中,欧米克隆在其正式出现前一年就已经存在,并被墨西哥第一波COVID-19期间存在的条件放大。
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引用次数: 0
A systematic approach to classifying and evaluating heterogeneity measures. 分类和评估异质性措施的系统方法。
IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-10-22 eCollection Date: 2025-10-01 DOI: 10.1098/rsos.242047
Ramona Ottow

This study introduces a systematic framework for analysing heterogeneity through three principal measure classes: dispersion-based, expected-difference and divergent approaches. I demonstrate that these classes capture distinct structural aspects, with graph heterogeneity measures incorporating global topology beyond degree counts while degree-focused approaches quantify connectivity variation. Key findings establish that apparent inconsistencies across measures reflect heterogeneity's complex nature rather than methodological flaws. The framework enables context-appropriate measure selection for applications ranging from epidemiological modelling to cyber security, while highlighting the critical distinction between degree-focused and topology-aware heterogeneity quantification. The work advances network science by mapping methodological trade-offs and proposing future development of tunable hybrid measures for complex systems analysis.

本研究引入了一个系统的框架,通过三个主要的测量类来分析异质性:基于弥散的方法、期望差异方法和发散方法。我证明了这些类捕获了不同的结构方面,图的异质性度量包含了超越度计数的全局拓扑,而以度为中心的方法量化了连接变化。主要发现表明,测量方法之间的明显不一致反映了异质性的复杂性,而不是方法上的缺陷。该框架为从流行病学建模到网络安全等应用提供了适合情境的测量选择,同时强调了以程度为重点和拓扑感知异质性量化之间的关键区别。该工作通过映射方法权衡和提出用于复杂系统分析的可调混合措施的未来发展来推进网络科学。
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Royal Society Open Science
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