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The Cat Is Already Out of the Bag: Humane and Pragmatic Solutions for Cats on Dairy Farms. Reply to Calver et al. It's Premature to Encourage Working Cats for Rodent Control on Australian Dairy Farms. 猫已经从袋子里出来了:为奶牛场的猫提供人道和务实的解决方案。回复Calver等人。在澳大利亚的奶牛场鼓励工作猫来控制啮齿动物还为时过早。
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-30 DOI: 10.3390/ani16030438
Kate Dutton-Regester, Jacquie Rand, Vanessa Rohlf, Pauleen Bennett, Rebekah Scotney

For millennia, cats have been valued worldwide as biological agents for rodent control. Our previous qualitative research found that Australian dairy farmers valued cats for rodent management and companionship, while also highlighting welfare and operational challenges when populations were unmanaged. We therefore argued for a structured, humane management approach. Critics questioned our methodology and portrayed our publications as a blanket endorsement of placing cats on farms. Here, we clarify the scope and limitations of our earlier work and reaffirm that unmanaged cats can create significant risks, including disease transmission, poor welfare, environmental concerns, and psychological stress for farmers and veterinary professionals tasked with lethal control. Responsible management, through sterilization, feeding, healthcare, and formal recognition of some cats as working animals, has the potential to reduce these harms while aligning with farmer values and food safety requirements. Farmers also supported barn/working-cat programs to replace sterilized cats lost through attrition and because they recognized the wellbeing impact on shelter staff required to humanely kill healthy cats. While more research is needed to empirically examine the benefits of the humane management of farm cats, alternatives to cats suggested by critics, such as owls or dogs, lack equivalent evidence or feasibility in dairy systems. Given that cats already exist on many farms, we conclude that responsible management offers a pragmatic, humane, and One Welfare-aligned pathway while longer-term studies are undertaken.

几千年来,猫在世界范围内一直被视为控制啮齿动物的生物制剂。我们之前的定性研究发现,澳大利亚奶农重视猫对啮齿动物的管理和陪伴,同时也强调了在种群不受管理时的福利和运营挑战。因此,我们主张采用结构化的、人性化的管理方法。批评者质疑我们的方法,并将我们的出版物描述为对将猫放在农场的全面支持。在这里,我们澄清了我们早期工作的范围和局限性,并重申不受管理的猫可能会造成重大风险,包括疾病传播、不良福利、环境问题以及负责致命控制的农民和兽医专业人员的心理压力。负责任的管理,通过绝育、喂养、医疗保健和正式承认一些猫是工作动物,有可能减少这些危害,同时符合农民的价值观和食品安全要求。农民还支持谷仓/工作猫计划,以取代因消耗而失去的绝育猫,因为他们认识到人道地杀死健康猫对收容所工作人员的健康影响。虽然需要更多的研究来实证检验人道管理农场猫的好处,但批评者提出的猫的替代品,如猫头鹰或狗,在乳制品系统中缺乏同等的证据或可行性。鉴于许多农场已经存在猫,我们得出结论,在进行长期研究的同时,负责任的管理提供了一种务实、人道和统一福利的途径。
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引用次数: 0
Growth Performance, Gut Integrity and Intestinal Microbiome Responses of Juvenile Common Carp (Cyprinus carpio L.) to Probiotic and Prebiotic Supplementation. 添加益生菌和益生元对鲤幼鱼生长性能、肠道完整性和肠道微生物组的影响
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-30 DOI: 10.3390/ani16030433
Elshafia Ali Hamid Mohammed, Milán Fehér, Péter Bársony, Christopher Teye-Gaga, Levente Czeglédi, Csongor Freytag, Alex Váradi, Abdelhakam Esmaeil Mohamed Ahmed, Károly Pál

The aim of this study was to examine the impact of the probiotics Saccharomyces cerevisiae (SC) and Pediococcus acidilactici (PA), as well as the prebiotic yeast cell wall extract (Cyberlindnera jadinii and S. cerevisiae) (YP), on the growth parameters, intestinal histomorphology, liver and gills normality, and gut microbiome of common carp (Cyprinus carpio L.). These feed supplements were subjected to a 60-day experimental period, during which 120 fish (26.4 ± 5.2 g) were distributed into four groups, with each group comprising 30 fish. The feed supplements were administered at a rate of 1 g/kg of body weight. Before the trial, the fish were acclimatized for two weeks, then injected with Passive Integrated Transponder (PIT) tags. The results showed that none of the feed supplements exhibited a significant effect (p > 0.05) on growth indices. In contrast, the villi length, villi width, muscular thickness, and crypt depth in the anterior, mid, and posterior intestine of the SC group exhibited significant (p < 0.05) improvements compared to the other groups. No alteration or abnormal growth were noticed in the gills and livers. The most dominant microbe genera in all groups, with abundances greater than 60% of the total, were Cetobacterium and Aeromonas. However, Polynucleobacter, Nordella, Mycoplasma, Romboutsia, and Staphylococcus species were present at lower abundances. The presence of Actinobacteria has been observed only in the intestine of fish that have been fed a diet supplemented with PA. It can be concluded that the tested probiotics and the yeast cell wall prebiotic have the potential to produce a remarkable improvement in intestinal morphology and a considerable change in the gut microbiome without notable effect on growth, livers, or gills of common carp.

本研究旨在研究益生菌酿酒酵母(Saccharomyces cerevisiae, SC)和酸碱Pediococcus acidactii (PA),以及益生元酵母细胞壁提取物(Cyberlindnera jadinii和酿酒酵母S. cerevisiae) (YP)对鲤鱼(Cyprinus carpio L.)生长参数、肠道组织形态、肝脏和鳃正常以及肠道微生物群的影响。将120尾鱼(26.4±5.2 g)分为4组,每组30尾鱼,进行60 d的试验期。饲料添加量为每公斤体重1克。在试验之前,对鱼进行了两周的适应,然后注射了被动集成应答器(PIT)标签。结果表明,各饲料添加物对生长指标均无显著影响(p < 0.05)。相比之下,SC组前、中、后肠的绒毛长度、宽度、肌肉厚度和隐窝深度与其他组相比有显著改善(p < 0.05)。鱼鳃和肝脏未见改变或异常生长。在所有组中最占优势的微生物属是鲸杆菌和气单胞菌,丰度大于总数的60%。然而,多核杆菌、诺德拉菌、支原体、Romboutsia和葡萄球菌的丰度较低。放线菌的存在只在饲喂了PA的饲料的鱼的肠道中被观察到。综上所述,所试验的益生菌和酵母细胞壁益生元具有显著改善鲤鱼肠道形态和改变肠道微生物组的潜力,但对鲤鱼的生长、肝脏和鳃没有显著影响。
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引用次数: 0
The Large Variability in Response to Future Climate and Land-Use Changes Among Large- and Medium-Sized Terrestrial Mammals in the Giant Panda Range. 大熊猫地区大中型陆生哺乳动物对未来气候和土地利用变化的大变率响应
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030420
Xuzhe Zhao, Junfeng Tang, Hongxia Xu, Huiliang Yu, Wei Wei, Zejun Zhang

While climate change and land-use change are known to interact in their effects on species' range shifts, most studies have only focused on their isolated and combined effects, hindering a comprehensive understanding of their effects on future species distributions. In this study, we assessed the isolated and combined effects of future climate change and land-use change on range shifts of 23 large- and medium-sized terrestrial mammals in the giant panda (Ailuropoda melanoleuca) range, as well as the impact of land-use change on climate change effects, by comparing projections for three model configurations: (1) dynamic climate and static land-use covariates, (2) static climate and dynamic land-use covariates, and (3) dynamic climate and dynamic land-use covariates. We find that all three types of models projected an average net loss of suitable habitat areas across the 23 mammalian species. Moreover, we find that although there is a large variation in individual species' responses to both the single climate change and single land-use change, climate change impacts dominate responses for most species, while land-use change impacts were nonsignificant or weak. Finally, the effect of land-use change on climate change projections reveals that land-use change could amplify or offset some of the negative effects of future climate change. These findings highlight that adopting effective land-based conservation management strategies to mitigate the impacts of future climate change on large- and medium-sized terrestrial mammals in the giant panda range is of great urgency and significance, but these strategies should take into account the large variation in individual species' responses to both climate change and land-use change.

虽然气候变化和土地利用变化对物种范围变化的影响是相互作用的,但大多数研究只关注它们的孤立和综合影响,阻碍了对它们对未来物种分布的影响的全面理解。本研究通过对比3种模式配置的预估结果,评估了未来气候变化和土地利用变化对大熊猫(Ailuropoda melanoleuca)栖息地23种大中型陆生哺乳动物范围变化的单独和联合影响,以及土地利用变化对气候变化效应的影响。(1)动态气候与静态土地利用协变量,(2)静态气候与动态土地利用协变量,(3)动态气候与动态土地利用协变量。我们发现,所有三种模型都预测了23种哺乳动物适宜栖息地的平均净损失。此外,我们发现尽管单个物种对单一气候变化和单一土地利用变化的响应存在较大差异,但大多数物种对气候变化的响应占主导地位,而土地利用变化的影响不显著或较弱。最后,土地利用变化对气候变化预估的影响表明,土地利用变化可以放大或抵消未来气候变化的一些负面影响。研究结果表明,采取有效的陆地保护管理策略来缓解未来气候变化对大熊猫大中型陆生哺乳动物的影响具有重要的紧迫性和意义,但这些策略应考虑到个体物种对气候变化和土地利用变化的响应存在较大差异。
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引用次数: 0
Prevalence and Geographical Distribution of Foodborne Yersinia enterocolitica in Chinese Livestock and Their Products: A Systematic Review and Meta-Analysis (2000-2024). 中国畜禽及其产品食源性小肠结肠炎耶尔森菌的患病率和地理分布:系统回顾和荟萃分析(2000-2024)。
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030418
Wen-Bo Lou, Ran Zhao, Siddique Sehrish, Yu-Hao Song, Qing-Long Gong, Rui Du

Yersinia enterocolitica is a psychrotrophic zoonotic pathogen that causes diarrhea in animals and enteritis in humans, mainly transmitted through the food chain. This systematic review and meta-analysis estimated the prevalence, geographical distribution, and related risk factors of Y. enterocolitica in livestock throughout the Chinese Mainland. Comprehensive searches were conducted in PubMed, ScienceDirect, CNKI, Wanfang, and VIP databases for studies between 1 January 2000 and 1 August 2025. Out of 1092 identified studies, 28 met the inclusion criteria. The estimated overall prevalence of Y. enterocolitica was 9.37%. Prior to 2015, the prevalence peaked at 9.69% but declined in subsequent years. The highest prevalence was found in Southern China (25.00%). Among livestock species, pigs showed higher susceptibility (9.93%) compared to cattle (4.67%). Meat samples exhibited the highest prevalence (15.47%), while qPCR yielded the highest detection rate (10.79%). Geographical factors such as longitude, latitude, altitude, climate, temperature, rainfall, and humidity also influenced prevalence patterns. Y. enterocolitica remains widely distributed in livestock and meat products. Variability was linked to regional, species-specific, and methodological aspects, highlighting the need for One-Health-based monitoring, stricter hygiene regulations, and standardized diagnostics to protect food safety.

小肠结肠炎耶尔森菌是一种精神营养型人畜共患病原体,可引起动物腹泻和人类肠炎,主要通过食物链传播。本系统综述和荟萃分析估计了中国大陆地区牲畜小肠结肠炎的患病率、地理分布和相关危险因素。综合检索PubMed、ScienceDirect、CNKI、万方和VIP数据库,检索2000年1月1日至2025年8月1日的研究。在1092项确定的研究中,有28项符合纳入标准。小肠结肠炎耶氏菌的总体患病率估计为9.37%。在2015年之前,患病率达到9.69%的峰值,但随后几年有所下降。华南地区患病率最高(25.00%)。在家畜品种中,猪(9.93%)的易感性高于牛(4.67%)。肉类样品检出率最高(15.47%),qPCR检出率最高(10.79%)。地理因素,如经度、纬度、海拔、气候、温度、降雨量和湿度也影响流行模式。小肠结肠炎仍广泛分布于牲畜和肉制品中。变异与区域、特定物种和方法方面有关,突出表明需要开展基于单一健康的监测、更严格的卫生法规和标准化诊断,以保护食品安全。
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引用次数: 0
It's Premature to Encourage Working Cats for Rodent Control on Australian Dairy Farms. 在澳大利亚的奶牛场鼓励工作猫来控制啮齿动物还为时过早。
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030417
Michael C Calver, Heather M Crawford, Tim Kurz, Jo Watson, Bruce L Webber

Rodents are significant agricultural pests in Australia and internationally. Recent proposals to address the Australian problems by allowing farmers to obtain desexed cats, at tax-deductible cost, to control rodents on their properties are, superficially, attractive, especially given enthusiastic endorsement from 15 dairy farmers from nine properties in Queensland and New South Wales. We argue that far stronger evidence is required to take this solution seriously, and for broader ethical and regulatory reasons, it may not be appropriate even if evidence was forthcoming. Evidence via direct population monitoring or indirect monitoring using bait removal is first needed to show that rodents are effectively suppressed by cats and how many cats are required. Further supportive evidence could come from monitoring the diets of cats using techniques such as analysis of stomach contents or scats, collar-mounted video cameras, or stable isotope analysis of cat tissues such as whiskers. These techniques would also quantify any predation by farm cats on wildlife. Population monitoring of cats would confirm whether there is unwanted immigration of cats into the farm cat population, while economic modeling could compare the costs of a farm cat program to other rodent control options. In the absence of such data, promotion of cats as a solution to rodent issues on Australian farms remains unsubstantiated and is premature.

啮齿动物是澳大利亚乃至全球重要的农业害虫。最近一项解决澳大利亚问题的提议,允许农民以免税的价格获得绝性猫,以控制他们财产上的啮齿动物,从表面上看,这是有吸引力的,特别是考虑到来自昆士兰州和新南威尔士州9个财产的15名奶农的热情支持。我们认为,需要更有力的证据来认真对待这种解决方案,出于更广泛的道德和监管原因,即使证据即将到来,它也可能不合适。首先需要通过直接种群监测或通过除饵间接监测来证明猫能有效抑制啮齿动物以及需要多少只猫。进一步的支持性证据可能来自使用诸如胃内容物或粪便分析、项圈安装的摄像机或猫组织(如胡须)的稳定同位素分析等技术来监测猫的饮食。这些技术还可以量化农场猫对野生动物的捕食行为。对猫的种群监测将确认是否有不必要的猫移民到农场猫种群中,而经济模型可以将农场猫计划的成本与其他啮齿动物控制方案进行比较。在缺乏这些数据的情况下,在澳大利亚农场推广猫作为啮齿动物问题的解决方案仍然没有得到证实,而且为时过早。
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引用次数: 0
Radiographic Prevalence of Anatomical Variations of the Ventral Lamina of the Sixth Cervical Vertebra, C6/C7 Articular Process Joint Modelling and Competition Outcomes in Warmblood Sport Horses. 温血运动马第六颈椎腹侧板解剖变异、C6/C7关节过程关节建模和比赛结果的x线摄影普遍性。
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030424
Teresa Strootmann, Vanessa G Peter, Jens Körner

Anatomical variations of the caudal ventral lamina of the sixth cervical vertebra (C6), referred to as equine caudal cervical morphologic variations (ECCMV), and radiographic modelling of the caudal cervical articular process joints (APJ) are commonly identified in sport horses, yet their interrelationship and relevance for athletic performance remain controversial. This retrospective observational study aimed to determine the prevalence of ECCMV and APJ modelling in a clinically sound warmblood sport horse population, to evaluate a potential association and to assess if ECCMV affects competition performances. Records of 200 warmbloods, presented for pre-purchase examination between 2020 and 2024 were reviewed: the predominant breed was Hanoverian (n = 131), followed by Oldenburg (n = 27) and Holsteiner (n = 22), including 127 geldings, 61 mares and 12 stallions with a median age of 5. ECCMV was diagnosed on latero-lateral radiographs if the caudal ventral lamina of C6 was uni- or bilaterally absent, and APJ modelling at C6/C7 was graded as either normal or mild or moderate to severe. Competition placings and lifetime earnings of each horse were collected from the German National Equestrian Federation database. ECCMV was found in 30% of horses and APJ modelling in 32.5% (mild 26.5%, moderate/severe 6%). There was no significant association between the presence of ECCMV, APJ alterations and competition results, but horses with ECCMV were less likely to exhibit radiographic changes in the adjacent APJ compared to those with a normal C6 morphology (23.3% vs. 36.4%). In conclusion, ECCMV is a common anatomical variation in clinically sound warmbloods, neither predisposing them to APJ modelling nor limiting athletic performance.

第六颈椎(C6)尾侧腹侧板的解剖变异,被称为马尾侧颈椎形态变异(ECCMV),以及尾侧颈椎关节突关节(APJ)的放射学建模通常在运动马中被发现,但它们之间的相互关系和与运动表现的相关性仍然存在争议。这项回顾性观察性研究旨在确定临床健康温血运动马种群中ECCMV和APJ模型的患病率,评估潜在的关联,并评估ECCMV是否影响比赛表现。回顾了2020年至2024年间提交用于购买前检查的200只温血马的记录:优势品种是汉诺威马(n = 131),其次是奥尔登堡马(n = 27)和荷斯泰纳马(n = 22),包括127只骟马,61匹母马和12匹种马,中位年龄为5岁。如果C6的尾侧腹侧板单侧或双侧缺失,则在侧侧x线片上诊断为ECCMV, C6/C7的APJ建模分为正常或轻度或中度至重度。每匹马的比赛名次和终身收入从德国国家马术联合会的数据库中收集。ECCMV在30%的马和32.5%的APJ模型中被发现(轻度26.5%,中度/重度6%)。ECCMV的存在、APJ的改变和竞争结果之间没有显著的联系,但是与C6形态正常的马相比,ECCMV的马在邻近APJ的影像学改变的可能性更小(23.3%比36.4%)。总之,ECCMV在临床健康的温血动物中是常见的解剖变异,既不会使它们易患APJ模型,也不会限制运动表现。
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引用次数: 0
Phytochemicals in Ruminant Diets: Mechanistic Insights, Product Quality Enhancement, and Pathways to Sustainable Milk and Meat Production-Invited Review. 反刍动物日粮中的植物化学物质:机理见解,产品质量提高,以及可持续牛奶和肉类生产的途径-特邀评论。
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030425
Hasitha Priyashantha, Imasha S Jayathissa, Janak K Vidanarachchi, Shishanthi Jayarathna, Cletos Mapiye, Aristide Maggiolino, Eric N Ponnampalam

Dietary phytochemicals, primarily derived from grasses, legumes, and agro-industrial byproducts of plant origin, encompass distinct chemical classes such as polyphenols (including tannins, flavonoids, and other polyphenol compounds), saponins, organosulfur compounds, and essential oils (largely composed of terpenoids and phenylpropanoids). These compounds can function as rumen modifiers, antimethanogenic agents, anthelmintics, growth promoters, stress mitigators, and biopreservatives in ruminant production systems. Thus, they improve feed efficiency, nutrient utilization, and nitrogen retention while mitigating greenhouse gas emissions. In dairy systems specifically, phytogenic feedstuffs enhance milk yield and composition by enriching conjugated linoleic acids (CLAs), omega-3 fatty acids, and antioxidant compounds, leading to superior nutritional and oxidative stability. In meat production systems, they improve tenderness, flavor and shelf life through reduced oxidation and enhanced muscle metabolism. Despite these benefits, dose optimization, bio-efficacy, and species-specific responses remain critical research priorities. Use of phytogenic-based feeding strategies aligns with global sustainability goals by reducing reliance on feed additives, promoting environmentally resilient and circular food systems. This review synthesizes emerging evidence on the mechanisms, production outcomes, and functional benefits of dietary phytochemicals, providing a scientific framework for their strategic application in sustainable ruminant milk and meat production.

膳食植物化学物质主要来源于草、豆类和植物源的农业工业副产品,包括不同的化学类别,如多酚(包括单宁、类黄酮和其他多酚化合物)、皂苷、有机硫化合物和精油(主要由萜类和苯丙类组成)。这些化合物在反刍动物生产系统中可作为瘤胃调节剂、抗甲烷剂、驱虫剂、生长促进剂、应激缓解剂和生物防腐剂。因此,它们提高了饲料效率、养分利用率和氮潴留,同时减少了温室气体排放。特别是在乳制品系统中,植物性饲料通过丰富共轭亚油酸(CLAs)、omega-3脂肪酸和抗氧化化合物来提高牛奶的产量和成分,从而提高营养和氧化稳定性。在肉类生产系统中,它们通过减少氧化和增强肌肉代谢来改善嫩度、风味和保质期。尽管有这些好处,剂量优化、生物功效和物种特异性反应仍然是关键的研究重点。通过减少对饲料添加剂的依赖,促进具有环境适应性和循环性的粮食系统,使用基于植物性的喂养战略符合全球可持续性目标。本文综述了关于膳食植物化学物质的作用机制、生产结果和功能效益的新证据,为其在反刍动物可持续奶和肉生产中的战略性应用提供了科学框架。
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引用次数: 0
Transcriptome Analysis of Differentially Expressed Genes in Freshwater Pearl Mussel (Sinohyriopsis cumingii) with Four Different Shell Colors. 四种不同贝壳颜色淡水贝(sinhyriopsis cumingii)差异表达基因的转录组分析
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030416
Fuyong Huang, Qinghua Jiang, Jubin Xing, Yongbin Xu, Qingman Yang, Jinyu Tang, Zengping Tang, Xiao Liang, Shaohua Zhu, Bao Lou

Pearl culture has long been a major global industry. As a significant global producer, China mainly produces pearls from the freshwater mussel (Sinohyriopsis cumingii). S. cumingii with various shell colors can produce pearls of different colors; for example, mussels with a blue-white shell can produce white pearls, while those with a purple shell can produce light-purple pearls. Therefore, investigating the molecular genetics of shell color variation in S. cumingii can advance our understanding of the mechanisms underlying differences in shell and pearl coloration in these mussels. In this study, we selected juvenile S. cumingii with four differently colored inner shells and collected tissue samples for transcriptomic analysis. The results showed that many key genes involved in the regulation of pigment metabolism (such as ADAMTS, TYR, BCDO2, and FTH1), as well as those associated with metabolism and mineral absorption (such as TRPV6, HCP1, HEPH, and Zip4), exhibited significant differences. Furthermore, these DEGs (differentially expressed genes) may influence the synthesis and metabolism of melanin, carotenoids, porphyrins, and heme, thereby affecting shell color variation; they might also be one of the potential reasons why S. cumingii produces pearls of different colors.

珍珠文化长期以来一直是全球主要的产业。作为全球重要的珍珠生产国,中国主要从淡水贻贝(sinhyriopsis cumingii)生产珍珠。不同贝壳颜色的cumingii可以生产出不同颜色的珍珠;例如,蓝白色贝壳的贻贝可以生产白色珍珠,而紫色贝壳的贻贝可以生产浅紫色珍珠。因此,研究cumingii贝壳颜色变异的分子遗传学可以促进我们对这些贻贝贝壳和珍珠颜色差异的机制的理解。在本研究中,我们选择了四种不同颜色内壳的cumingii幼鱼,并收集组织样本进行转录组学分析。结果表明,参与色素代谢调控的关键基因(如ADAMTS、TYR、BCDO2、FTH1)以及与代谢和矿物质吸收相关的关键基因(如TRPV6、HCP1、HEPH、Zip4)均存在显著差异。此外,这些差异表达基因可能影响黑色素、类胡萝卜素、卟啉和血红素的合成和代谢,从而影响壳的颜色变化;它们也可能是cumingii产生不同颜色珍珠的潜在原因之一。
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引用次数: 0
A Cattle Behavior Recognition Method Based on Graph Neural Network Compression on the Edge. 基于图神经网络边缘压缩的牛行为识别方法。
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030430
Hongbo Liu, Ping Song, Xiaoping Xin, Yuping Rong, Junyao Gao, Zhuoming Wang, Yinglong Zhang

Cattle behavior is closely related to their health status, and monitoring cattle behavior using intelligent devices can assist herders in achieving precise and scientific livestock management. Current behavior recognition algorithms are typically executed on server platforms, resulting in increased power consumption due to data transmission from edge devices and hindering real-time computation. An edge-based cattle behavior recognition method via Graph Neural Network (GNN) compression is proposed in this paper. Firstly, this paper proposes a wearable device that integrates data acquisition and model inference. This device achieves low-power edge inference function through a high-performance embedded microcontroller. Secondly, a sequential residual model tailored for single-frame data based on Inertial Measurement Unit (IMU) and displacement information is proposed. The model incrementally extracts deep features through two Residual Blocks (Resblocks), enabling effective cattle behavior classification. Finally, a compression method based on GNNs is introduced to adapt edge devices' limited storage and computational resources. The method adopts GNNs as the backbone of the Actor-Critic model to autonomously search for an optimal pruning strategy under Floating-Point Operations (FLOPs) constraints. The experimental results demonstrate the effectiveness of the proposed method in cattle behavior classification. Moreover, enabling real-time inference on edge devices significantly reduces computational latency and power consumption, thereby highlighting the proposed method's advantages for low-power, long-term operation.

牛的行为与其健康状况密切相关,利用智能设备监测牛的行为可以帮助牧民实现精准、科学的牲畜管理。当前的行为识别算法通常在服务器平台上执行,由于边缘设备的数据传输导致功耗增加,并且阻碍了实时计算。提出了一种基于图神经网络(GNN)压缩的边缘牛行为识别方法。首先,本文提出了一种集数据采集和模型推理于一体的可穿戴设备。该器件通过高性能嵌入式微控制器实现低功耗边缘推理功能。其次,提出了一种基于惯性测量单元(IMU)和位移信息的单帧数据序列残差模型;该模型通过两个残差块(Resblocks)增量提取深层特征,实现有效的牛行为分类。最后,介绍了一种基于GNNs的压缩方法,以适应边缘设备有限的存储和计算资源。该方法采用gnn作为Actor-Critic模型的主干,在浮点运算(FLOPs)约束下自主搜索最优修剪策略。实验结果证明了该方法在牛行为分类中的有效性。此外,在边缘设备上启用实时推理可以显著降低计算延迟和功耗,从而突出了该方法在低功耗、长期运行方面的优势。
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引用次数: 0
A Lightweight YOLO-PEGA-Based Method for Quantifying Fish Feeding Intensity. 基于yolo - peg的鱼类摄食强度量化方法
IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2026-01-29 DOI: 10.3390/ani16030432
Xinyu Ai, Shengmao Zhang, Shenglong Yang, Ai Guo, Zuli Wu, Xiumei Fan, Yumei Wu, Yongchuang Shi

In aquaculture production, manual or fixed-schedule feeding often fails to match the real-time feeding level of fish schools, and overfeeding can lead to feed wastage and water-quality deterioration, which has become a major bottleneck for both large-scale farming efficiency and environmental sustainability. During feeding, intense competition and jumping behaviors generate splashes of varying magnitudes, which can serve as an indirect visual proxy for hunger intensity. In this study, we constructed a frame-level splash-annotated dataset and performed data preprocessing. Building upon YOLO11 pretrained weights, we introduced a P2-P5 four-scale detection head to enhance small-splash recognition, injected EGMA into the backbone C3k2 blocks, and replaced stride-2 downsampling convolutions with a three-branch ADown operator. On the validation set, the proposed YOLO11-PEGA achieved a precision of 0.86 and a recall of 0.80, with mAP@0.5 exceeding 0.80 and mAP@0.5-0.95 exceeding 0.30. Compared with the baseline model, the parameter count was reduced by 72.3%. The results demonstrate that the proposed model maintains stable detection and evaluation performance under complex environmental conditions, providing actionable decision support for feeding-threshold setting, feeding-time determination, and feed-amount adjustment.

在水产养殖生产中,人工或定时饲喂往往不能与鱼群的实时饲喂水平相匹配,过度饲喂会导致饲料浪费和水质恶化,这已成为影响规模化养殖效率和环境可持续性的主要瓶颈。在进食过程中,激烈的竞争和跳跃行为会产生不同程度的水花,这可以作为饥饿强度的间接视觉代表。在本研究中,我们构建了一个帧级飞溅注释数据集,并进行了数据预处理。在YOLO11预训练权值的基础上,我们引入了P2-P5四尺度检测头来增强小飞溅识别,在主干C3k2块中注入EGMA,并用三分支down算子代替stride-2下采样卷积。在验证集上,YOLO11-PEGA的准确率为0.86,召回率为0.80,其中mAP@0.5超过0.80,mAP@0.5-0.95超过0.30。与基线模型相比,参数计数减少了72.3%。结果表明,该模型在复杂环境条件下仍能保持稳定的检测和评价性能,为投料阈值设置、投料时间确定和投料量调整提供了可行的决策支持。
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引用次数: 0
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Animals
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