trophic level

营养水平
  • 文章类型: Journal Article
    在生物经济和循环经济的框架下,废水污泥(WS)可能是其在农业中用作肥料的良好候选者,由于其有机物含量高,N和P,但另一方面,它充满了重金属等有毒物质,微塑料,洗涤剂,抗生素,等等,可以以渗滤液的形式到达地下水和水体。在这项研究中,我们研究了不同污泥浓度的洗脱液形式,在两种不同的淡水生物Selenastrumcapricornutum和Daphniamagna上结合而不与PVC结合,使用生态毒性测试。在端点,我们已经评估了抑制增长率,氧化应激,和色料的生产,而在麦格纳的情况下,我们已经评估了生物体的固定和发育。从我们的结果来看,发现在较高的WS浓度下,没有抑制生长速率,在氧化应激时,在用WS和PVC处理的藻类中,它更高。用0.3g/L污泥和PVC处理的藻类显示出较高的Chl-a产量,其中用0.3g/LWS处理的藻类记录到较高的色素产量。与藻类相比,麦格纳表现出相反的趋势,其中在提供的最高WS浓度下,对应于死亡率增加,被解释为最高的不动百分比。实践要点:废水污泥在农业中用作肥料。测试了PVC微塑料的存在和相关的生态毒性。PVC的存在增加了辣椒中的氧化应激。D.magna受污泥浓度的显著影响。
    In the frame of bioeconomy and circular economy, wastewater sludge (WS) could be a good candidate for its use in agriculture as fertilizer, due to its high content of organic matter, N and P, but on the other hand, it is full of toxicants such as heavy metal, microplastics, detergent, antibiotics, and so on that can reach groundwater and water bodies in leachate form. In this study, we have investigated different sludge concentrations in the eluate form, combined and not with PVC on two different freshwater organisms Selenastrum capricornutum and Daphnia magna, using ecotoxicity tests. At the endpoint, we have evaluated inhibition growth rate, oxidative stress, and pigments production for S. capricornutum, while in case of D. magna, we have assessed organism immobilization and development. From our results, it emerged that at the higher WS concentration, there was not inhibition growth rate, while at oxidative stress, it was higher in algae treated with WS and PVC. Higher Chl-a production was shown for algae treated with 0.3 g/L of sludge coupled with PVC, where higher phaeopigments production were recorded for algae treated with 0.3 g/L of WS. D. magna has shown an opposite trend when compared with algae, where at the highest WS concentrations supplied was corresponding to an increased mortality explaned as the highest immobility percentage. PRACTITIONER POINTS: Wastewater sludge is used in agriculture as fertilizer. PVC microplastic presence and associate ecotoxicity was tested. PVC presence increased oxidative stress in S. capricornutum. D. magna was significantly affected by sludge concentrations supplied.
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  • 文章类型: Journal Article
    本研究评估了饮食特征,营养公会结构,以及一群来自东部阿拉伯海孟买海岸潮汐小溪的鱼类摄入的微塑料(MP)。饮食模式使用胃体指数(GaSI)进行表征,相对肠长(RGL),饮食重叠(α),饮食宽度(Bi),和食物项目的相对丰度(%IOP),特别强调国会议员的污染。研究结果表明,硬骨鱼和虾是这些物种最喜欢的食物。而MP占所选鱼类总饮食组成的5.50%。此外,我们试图找出鱼的大小和饮食属性对MP摄入的影响,确定营养水平是影响污染水平的重要因素。使用聚合物危险指数(PHI),评估了鱼类样本中国会议员带来的潜在风险,揭示了聚合物之间的显著差异。例如,聚氯乙烯显示出最高的PHI评分为198.75,危险评分达到最高风险类别(IV),表明存在巨大的环境风险。总之,我们的研究结果强调了鱼类饮食特征对MP污染的影响以及孟买海岸不同程度的MP风险,根据聚合物类型从低到高风险进行分类。
    The present study assessed the diet characteristics, trophic guild structure, and microplastics (MPs) ingestion by a group of fish sourced from the tidal creeks of the Mumbai coast along the Eastern Arabian Sea. The diet patterns were characterized using gastro-somatic index (GaSI), relative length of gut (RGL), diet overlap (α), diet breadth (Bi), and relative abundance of food items (%IOP), with a special emphasis on MPs contamination. The findings revealed that teleost and shrimps are the most preferred food items for these species. Whereas MPs contribute 5.50% of the total diet composition of the selected fishes. Additionally, we tried to find out the influence of fish size and dietary attributes on MP ingestion, identifying trophic level as a significant factor influencing contamination levels. Using the Polymer Hazard Index (PHI), the potential risks posed by MPs in fish samples were assessed, revealing notable discrepancies among polymers. For instance, polyvinyl chloride showed the highest PHI score of 198.75 and a hazard score reaching the highest risk category (IV), indicating substantial environmental risk. In summary, our findings highlight the impact of fish diet characteristics on MPs contamination and the varying levels of MP risks along the Mumbai coast, categorized according to polymer type from low to high risk.
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  • 文章类型: Journal Article
    病毒通过调节微生物组成和影响生物地球化学循环在水生生态系统中起着至关重要的作用。虽然已经在湖泊生态系统中初步探索了病毒多样性对营养状态的反应,对病毒生物地理学的综合探索有限,主办协会,和辅助代谢基因(AMGs),特别是高原湖泊。因此,这项研究调查了病毒生物地理学,病毒-宿主协会,和AMG在中国云贵高原地区的11个营养级(富营养化和中营养低质)湖泊的地表水中。从11个样本中获得了总共73,105个病毒操作分类单位,84.8%的人在家庭层面没有注释,表明这些湖泊中新病毒占主导地位。最丰富的病毒家族是Kyanoviridae(24.4%),被认为是一种常见的嗜蓝体。绝大多数蓝细菌和几种真核藻类被预测为病毒的宿主,溶解的生活方式主导了这些蓝藻的生活策略,暗示病毒对藻类的潜在影响。病毒群落结构与营养状态和细菌群落显着相关。结构方程模型分析表明,叶绿素a是影响病毒群落的主要因素。此外,许多AMG与碳代谢有关,磷代谢,硫代谢,在这些湖泊中发现了光合作用,其中一些表现出病毒对营养状态的偏好,表明该病毒在驱动湖泊穿越不同营养水平的生物地球化学循环中的重要作用。此外,发现有限存在的病毒会感染人类或在湖泊中携带抗生素抗性基因,暗示了与人类健康的微妙而潜在的联系。总的来说,这些发现为病毒群落对富营养化的反应及其在生物地球化学循环和控制藻类繁殖中的潜在作用提供了见解。
    Viruses play a crucial role in aquatic ecosystems by regulating microbial composition and impacting biogeochemical cycling. While the response of viral diversity to the trophic status has been preliminarily explored in lake ecosystems, there is limited integrated exploration of the biogeography of viruses, host associations, and the auxiliary metabolic genes (AMGs), particularly for plateau lakes. Therefore, this research investigated the viral biogeography, virus-host association, and AMGs in the surface waters of 11 lakes varying in trophic levels (eutrophic and oligo-mesotrophic) in the Yunnan-Guizhou plateau region of China. A total of 73,105 viral operational taxonomic units were obtained from 11 samples, with 84.8 % remaining unannotated at the family level, indicating a predominance of novel viruses within these lakes. The most abundant viral family was Kyanoviridae (24.4 %), recognized as a common cyanophage. The vast majority of cyanobacteria and several eukaryotic algae were predicted as hosts for the viruses, with a lytic lifestyle predominating the life strategy of these cyanophages, implying the potential influence of the virus on algae. The viral community structure significantly correlated with both trophic status and the bacterial community. The structure equation model analysis revealed chlorophyll a was the primary factor affecting viral communities. Moreover, numerous AMGs linked to carbon metabolism, phosphorus metabolism, sulfur metabolism, and photosynthesis were found in these lakes, some of which showed virus preference for the trophic statuses, suggesting a vital role of the virus in driving biogeochemical cycling in the lake crossing different nutrient levels. In addition, a restricted presence of viruses was found to infect humans or harbor antibiotic resistance genes in the lakes, suggesting a subtle yet potential link to human health. Overall, these findings offer insights into the response of viral communities to eutrophication and their potential role in biogeochemical cycling and controlling algal propagation.
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  • 文章类型: Journal Article
    甲基汞是一种局部的毒素,区域,和全球关注,河口生境具有支持无机汞转化为这种甲基化形式的生态特征。我们在2018-2020年监测了恐惧角河下游(CFR)河口食物网中物种的汞浓度。分析样品的汞浓度和氮同位素(营养水平的度量),我们发现每年在这个食物网中都存在正相关关系(p<0.0001),表明生物放大正在发生。汞浓度最高的是高营养级物种(RoyalTerns,4.300ppm)。虽然我们记录的汞浓度低于毒性作用的假定阈值,我们发现,在2018年佛罗伦萨飓风之后,汞浓度出现峰值,并且对CFR的其他干扰使底部沉积物重新悬浮。需要继续监测,以了解年度变化的原因,对健康的影响,和保护的需要。
    Methylmercury is a toxin of local, regional, and global concern, with estuarine habitats possessing ecological characteristics that support conversion of inorganic mercury into this methylated form. We monitored Hg concentrations in species within the food web of the lower Cape Fear River (CFR) estuary in 2018-2020. Samples were analyzed for Hg concentrations and nitrogen isotopes (a measure of trophic level), and we found a positive relationship within this food web each year (p < 0.0001), indicating biomagnification is occurring. The highest Hg concentrations were among the upper trophic level species (Royal Terns, 4.300 ppm). While the Hg concentrations we documented are below assumed thresholds for toxic effects, we found spikes in Hg concentrations after Hurricane Florence in 2018 and with other disturbances to the CFR that resuspended bottom sediments. Continued monitoring is needed to understand the cause of annual variations, health implications, and conservation needs.
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  • 文章类型: Journal Article
    Research about feeding ecology of fish is important to understand individual behavior and population development, which is also the basic to analyze trophic structure and function of aquatic ecosystems. Chaetrichthys stigmatias is one of the key species in the Haizhou Bay fisheries ecosystem, which has critical ecological niche within the food web. In this study, we collected samples through bottom trawl surveys during the fall of 2018 in the Haizhou Bay, and analyzed the feeding ecology of C. stigmatias based on both stomach content analysis and stable isotope technology. The results showed that the primary diet groups for C. stigmatias were Ophiuroidea and Shrimp, including Ophiothrix marenzelleri, Ophiopholis mirabilis, Ophiura sarsii, Penaeidae, and Alpheus japonicus. The range of δ13C values of C. stigmatias was from -19.39‰ to -15.74‰, with an average value of (-18.07±0.87)‰, which had no significant correlation with body length. The range of δ15N values was from 8.16‰ to 12.86‰, with an average value of (10.14±1.51)‰, which was positively correlated with body length. The trophic level of C. stigmatias showed a positive relationship with body length, with an average value of (3.74±0.34) and a range value of 3.32 to 4.20 among different size groups. The contribution rates of different prey groups varied significantly. Based on the structural equation modeling, we found that the feeding intensity of C. stigmatias was primally influenced by body length, sea bottom salinity, sea bottom temperature, and water depth, with a particularly signi-ficant positive correlation with body length. The combination of stable isotope technology and stomach content analysis methods could contribute to comprehensive understanding on the feeding ecology of C. stigmatias, providing essential data and foundation for research on trophic structures and resource conservation in the Haizhou Bay ecosystem.
    对鱼类摄食生态开展研究是了解其生长发育、个体行为的重要途径,也是分析食物网结构和水生生态系统功能的关键。矛尾虾虎鱼是海州湾渔业生态系统中的主要鱼类之一,在营养结构研究中具有较大的生态价值。本研究基于2018年秋季海州湾底拖网调查采集的样本,结合胃含物分析方法和碳、氮稳定同位素技术,对海州湾矛尾虾虎鱼的摄食生态特性进行了分析。结果表明: 海州湾矛尾虾虎鱼主要摄食的饵料类群是蛇尾类和虾类,优势饵料生物是马氏刺蛇尾、紫蛇尾、萨氏真蛇尾、对虾科种类和日本鼓虾。矛尾虾虎鱼的δ13C值范围为-19.39‰~-15.74‰,平均值为(-18.07±0.87)‰,与体长无显著相关性;δ15N值范围为8.16‰~12.86‰,平均值为(10.14±1.51)‰,与体长呈显著正相关。各体长组矛尾虾虎鱼营养级范围为3.32~4.20,平均值为3.74±0.34,营养级与体长呈显著正相关,各类群饵料生物贡献率差异较大。通过结构方程模型分析发现,矛尾虾虎鱼的摄食强度主要受到体长、底层盐度、底层温度和水深的影响,尤其体长与摄食强度之间存在显著的正相关关系。结合稳定同位素和胃含物分析方法可以全面解析海州湾矛尾虾虎鱼的摄食生态,为海州湾营养结构研究及资源养护提供基础资料和科学依据。.
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  • 文章类型: Journal Article
    Abstract.在第一批生态学家发起这项研究近七十年后,生态稳定性的研究继续占据科学期刊的版面。这一领域的许多进展都集中在理解人口的稳定性,单一行会或营养级别内的社区或功能,在多个营养水平上进行的研究较少,并且考虑到物种之间的不同相互作用。这里,我们回顾了有关植物传粉者群落中生态稳定性的多个维度的最新文献。然后我们专注于稳定性的一个维度,时间不变性,并调整现有的分区框架,该框架在空间尺度和组织层面上桥接不变性和同步性,以适应植物与其传粉者之间的相互作用。最后,我们使用这个框架来分析植物繁殖成功的时间不变性,将其划分为植物和传粉者种群和群落之间的不变性和同步性成分,以及他们的互动,使用包含两年数据的解析良好的数据集。我们对文献的回顾指出了我们当前知识中的几个重大差距,与实验或经验方法相比,模拟研究在文献中明显过多。我们对分区不变性的定量方法显示出类似的模式,在人口和社区之间的异步动态驱动下,在不断增加的组织级别上,时间不变性降低。这总体上稳定了生态系统功能(植物繁殖成功)。这项研究是朝着更好地理解由物种之间的相互作用定义的生态系统功能的时间不变性迈出的第一步,并为将来需要收集的空间复制的多年数据的类型提供了蓝图,以进一步了解多营养群落中的生态稳定性。
    Abstract. The study of ecological stability continues to fill the pages of scientific journals almost seven decades after the first ecologists initiated this line of research. The many advances in this field have focused on understanding the stability of populations, communities or functions within single guilds or trophic levels, with less research conducted across multiple trophic levels and considering the different interactions that relate species to each other. Here, we review the recent literature on the multiple dimensions of ecological stability specifically within plant-pollinator communities. We then focus on one of stability´s dimensions, temporal invariability, and adapt an existing partitioning framework that bridges invariability and synchrony measures across spatial scales and organizational levels to accommodate interactions between plants and their pollinators. Finally, we use this framework to analyse temporal invariability in plant reproductive success, partitioning it on invariability and synchrony components across plant and pollinator populations and communities, as well as their interactions, using a well-resolved dataset that encompasses data for two years. Our review of the literature points to several significant gaps in our current knowledge, with simulation studies clearly overrepresented in the literature as opposed to experimental or empirical approaches. Our quantitative approach to partitioning invariability shows similar patterns of decreasing temporal invariability across increasing organizational levels driven by asynchronous dynamics amongst populations and communities, which overall stabilize ecosystem functioning (plant reproductive success). This study represents a first step towards a better comprehension of temporal invariability in ecosystem functions defined by interactions between species and provides a blueprint for the type of spatially replicated multi-year data that needs to be collected in the future to further our understanding of ecological stability within multi-trophic communities.
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  • 文章类型: Journal Article
    微塑料(MPs)与新兴污染物有关。这里,四种不同营养水平的可食用水生物种中的MPs(在2-4之间),包括鱼类Esoxlucius(Esocidae:Esocinae);鲤鱼(Cyprinidae:Cyprininae);和Luciobarbuscaspius(Cyprinidae:Barbinae);和天鹅贻贝Anodontacygnea(Unionidae),在Anzali淡水生态系统中进行了评估。这是蒙特勒记录中列出的湿地。MPs从胃肠道(GI)中提取,ill,肌肉,和皮肤。所有研究的鱼和贻贝(n=33)都有MP。MP纤维,在每个检查的GI中都检测到碎片和床单,然而,纤维是皮肤中唯一的国会议员,肌肉和ill是最丰富的MP。在鱼类和贻贝中发现的MP主要由尼龙制成(占MP总数的35%),聚丙烯-低密度聚乙烯(30%),和聚碳酸酯(25%)。在每个鱼标本中发现的国会议员的平均数量,表示为每湿体重,与条件因子(K)呈中度负相关(MP/g-K:皮尔逊相关r=-0.413,p=0.049),与生长因子(b)没有显着关系(r=-0.376;p=0.068)。重要的是,Luciobarbuscaspius(营养级2.7-2.8)生物积累了MPs,其MP污染与年龄之间存在很强的相关性(r=0.916p<0.05)。较大的g质量(或相关因素)在MP的积累中起着重要作用,Esoxlucius和Ceprinuscarpio的这些因素之间存在很强的相关性(r=0.876;r=0.846;p<0.05)。最高的MP/gg(1.91±2.65)位于底栖区的滤嘴喂食器Anodontacygnea中。埃索克斯·卢修斯(食肉,营养级4.1)是总体上污染最严重的物种(8个个体中共有83个MPs,0.92MPs/g鱼),以及国会议员主要积累的g。鲤鱼是污染最严重的标本(标本中的MPs),而每质量单位的MP数量随着营养水平的增加而增加。它们在水生生境中的摄食和生态行为影响了积累水平。这项工作包括MPs在水生生物中易位的证据。
    Microplastics (MPs) are concerning emerging pollutants. Here, MPs in four edible aquatic species of different trophic levels (between ∼2 and 4), including fish species Esox lucius (Esocidae: Esocinae); Cyprinus carpio (Cyprinidae: Cyprininae); and Luciobarbus caspius (Cyprinidae: Barbinae); and the swan mussel Anodonta cygnea (Unionidae), were assessed in the Anzali freshwater ecosystem. It is a listed wetland in the Montreux record. MPs were extracted from gastrointestinal tracts (GI), gills, muscles, and skin. All the studied fish and mussels (n = 33) had MPs. MP fibres, fragments and sheets were detected in every GI examined, however, fibres were the only type of MPs in skins, muscles and gills and were the most abundant MP. The MPs found in the fish and mussels were mainly made of nylon (35% of the total MPs), polypropylene-low density polyethylene (30%), and polycarbonate (25%). The average numbers of MPs found in every fish specimen, expressed per wet body mass, had a moderate negative correlation with the condition factor (K) (MP/g - K: Pearson correlation r = -0.413, p = 0.049), and there was no significant relation with the growth factor (b) (r = -0.376; p = 0.068). Importantly, Luciobarbus caspius (with trophic level 2.7-2.8) bioaccumulated MPs and presented a strong correlation between their MP contamination and age (r = 0.916 p < 0.05). Greater gill mass (or related factors) played an important role in the accumulation of MPs, and there was a strong correlation between these factors for Esox lucius and Cyprinus carpio (r = 0.876; r = 0.846; p < 0.05 respectively). The highest MP/g gills (1.91 ± 2.65) were in the filter feeder Anodonta cygnea inhabiting the benthic zone. Esox lucius (piscivorous, trophic level 4.1) was the most contaminated species overall (a total of 83 MPs in 8 individuals, with 0.92 MP/g fish), and their gills where MPs mainly accumulated. Cyprinus carpio was the most contaminated specimen (MPs in specimens), while the number of MPs per mass unit increased with the trophic level. Their feeding and ecological behavior in the aquatic habitat affected the level of accumulation. This work includes evidence of translocation of MPs within the aquatic organisms.
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  • 文章类型: Journal Article
    在2013年11月的污染期间,从Szamos河(匈牙利)收集了三种具有不同饮食和栖息地偏好的小鱼:草食性,底栖nase(软骨瘤),食肉动物,底栖barbel(Barbusbarbus),和杂食性的,中上层chub(头颅)。我们的研究旨在评估这些元素在不同饮食和栖息地偏好的物种之间的积累,以及它们在生物监测工作中的潜在作用。Ca,K,Mg,Na,Cd,Cr,Cu,Fe,Mn,Pb,Sr,并分析了肌肉中的锌浓度,ill,和肝脏使用MP-AES。肌肉和ill的Cr浓度,Cu,Fe,锌随营养水平的增加而增加。同时,在与栖息地偏好有关的微量元素模式之间发现了一些差异。微量元素,包括Cd,Pb,Zn,超过了水中的阈值浓度,主要在中上层chub的肌肉和g中表现出较高的积累。此外,沉积物中微量元素的浓度升高(Cr,Cu,Mn)在底栖nase和barbel中表现出更高的积累。我们的研究结果表明,栖息地偏好是青少年生物指示能力的关键因素,倡导同时使用中上层和底栖鱼类来评估水和沉积物污染状况。
    Juveniles of three cyprinids with various diets and habitat preferences were collected from the Szamos River (Hungary) during a period of pollution in November 2013: the herbivorous, benthic nase (Chondrostoma nasus), the benthivorous, benthic barbel (Barbus barbus), and the omnivorous, pelagic chub (Squalius cephalus). Our study aimed to assess the accumulation of these elements across species with varying diets and habitat preferences, as well as their potential role in biomonitoring efforts. The Ca, K, Mg, Na, Cd, Cr, Cu, Fe, Mn, Pb, Sr, and Zn concentration was analyzed in muscle, gills, and liver using MP-AES. The muscle and gill concentrations of Cr, Cu, Fe, and Zn increased with trophic level. At the same time, several differences were found among the trace element patterns related to habitat preferences. The trace elements, including Cd, Pb, and Zn, which exceeded threshold concentrations in the water, exhibited higher accumulations mainly in the muscle and gills of the pelagic chub. Furthermore, the elevated concentrations of trace elements in sediments (Cr, Cu, Mn) demonstrated higher accumulation in the benthic nase and barbel. Our findings show habitat preference as a key factor in juvenile bioindicator capability, advocating for the simultaneous use of pelagic and benthic juveniles to assess water and sediment pollution status.
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  • 文章类型: Journal Article
    根据2016年和2017年的胃含量和稳定同位素分析,研究了海洋学变化对居住在朝鲜沿海东海的鳕鱼(Gaduschalogrammus)的饮食组成和营养水平的影响。鳕鱼的饮食主要包括底栖甲壳类动物(尤其是卡利虾和euphausiids)和头足类动物,在较深的栖息地中,较大个体的饮食中以硬骨鱼为主。2016年,两栖动物,carid虾和头足类动物在鳕鱼饮食中表现突出,在较大个体和较深深度的饮食中,两栖动物的贡献减少。2017年,euphausiids在较浅的深度占主导地位,而在较深的栖息地,carid虾和硬骨鱼的贡献增加。2016年和2017年都存在与体型相关的碳稳定同位素(δ13C)值差异,但仅在2017年观察到与尺寸相关的氮稳定同位素(δ15N)值差异。与共同发生的较高营养级食肉动物相比,2017年euphausiids的贡献增加导致pollock的营养级明显下降,这可能与栖息地水温的变化有关。结合胃内容物和同位素分析,可以更全面地了解鱼类饮食和营养水平如何随着猎物资源类型和丰度的变化而波动,以响应环境变化。
    The influences of oceanographic changes on diet composition and trophic level for pollock (Gadus chalcogrammus) inhabiting the East Sea off the Korean coast were examined based on stomach content and stable isotope analyses during 2016 and 2017. The diets of pollock consisted mainly of benthic crustaceans (particularly carid shrimps and euphausiids) and cephalopods, with a predominance of teleosts in the diets of larger individuals in deeper habitats. In 2016, amphipods, carid shrimps and cephalopods featured strongly in pollock diets, and the contribution of amphipods decreased in the diets of larger individuals and deeper depths. In 2017, euphausiids dominated at shallower depths, whereas the contributions of carid shrimps and teleosts increased in deeper habitats. Body-size-related differences in carbon stable isotope (δ13C) values were present in both 2016 and 2017, but size-related differences in nitrogen stable isotope (δ15N) values were only observed in 2017. The increased contribution of euphausiids during 2017 resulted in a distinct decrease in the trophic level of pollock compared to co-occurring higher trophic level predators, which can be linked to changes in habitat water temperature. Combined stomach contents and isotopic analyses provide a more comprehensive understanding of how fish diets and trophic levels fluctuate with changes in the type and abundance of prey resources in response to environmental changes.
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  • 文章类型: Journal Article
    了解鱼类肠道微生物群与水生环境之间的相互作用是理解水生微生物的关键问题。环境微生物通过摄食进入鱼肠,入侵的数量因喂养习惯的不同而不同。传统的养鱼栖息地偏好取决于鱼类的形态或行为。然而,人们对浅湖中鱼相对于垂直结构的摄食行为如何影响肠道微生物群知之甚少。在我们的研究中,我们用氮同位素来测量鱼类的营养水平。然后采用高通量测序技术描述环境微生物群和鱼类肠道微生物群的组成,和FEAST(微生物来源追踪的快速期望最大化)方法用于追踪鱼肠微生物群的来源。我们调查了三焦湖鱼类肠道及其栖息地的微生物多样性,并验证了沉积物确实在鱼类肠道微生物群的组装中发挥了重要作用。然后,FEAST分析表明,水和沉积物中的微生物群分别是一半鱼类肠道微生物群的主要来源。此外,我们使用微生物数据对垂直栖息地偏好进行了分类,在具有不同栖息地偏好的群体之间,观察到鱼类肠道微生物群的组成和功能存在显着差异。有监督和无监督的机器学习在根据栖息地偏好对鱼肠微生物群进行分类方面的表现实际上超过了鱼类物种分类法和鱼类营养水平的分类。最后,我们描述了不同栖息地偏好的鱼类共生网络的稳定性。有趣的是,与底栖鱼类相比,中上层鱼类的共现网络似乎更稳定。我们的结果表明,鱼类在栖息地垂直结构中的偏好是影响其肠道菌群的主要因素。我们提倡利用鱼肠与其周围环境之间的微生物相互作用来反映鱼类在垂直栖息地结构中的偏好。这种方法不仅为理解鱼类肠道微生物群与环境因素之间的相互作用提供了新的视角。同时也为研究水生生态系统中鱼类生境选择提供了新的方法和思路。
    Understanding the interactions between fish gut microbiota and the aquatic environment is a key issue for understanding aquatic microorganisms. Environmental microorganisms enter fish intestines through feeding, and the amount of invasion varies due to different feeding habits. Traditional fish feeding habitat preferences are determined by fish morphology or behavior. However, little is known about how the feeding behavior of fish relative to the vertical structure in a shallow lake influences gut microbiota. In our study, we used nitrogen isotopes to measure the trophic levels of fish. Then high-throughput sequencing was used to describe the composition of environmental microbiota and fish gut microbiota, and FEAST (fast expectation-maximization for microbial source tracking) method was used to trace the source of fish gut microbiota. We investigated the microbial diversity of fish guts and their habitats in Lake Sanjiao and verified that the sediments indeed played an important role in the assembly of fish gut microbiota. Then, the FEAST analysis indicated that microbiota in water and sediments acted as the primary sources in half of the fish gut microbiota respectively. Furthermore, we classified the vertical habitat preferences using microbial data and significant differences in both composition and function of fish gut microbiota were observed between groups with distinct habitat preferences. The performance of supervised and unsupervised machine learning in classifying fish gut microbiota by habitat preferences actually exceeded classification by fish species taxonomy and fish trophic level. Finally, we described the stability of fish co-occurrence networks with different habitat preferences. Interestingly, the co-occurrence network seemed more stable in pelagic fish than in benthic fish. Our results show that the preferences of fish in the vertical structure of habitat was the main factor affecting their gut microbiota. We advocated the use of microbial interactions between fish gut and their surrounding environment to reflect fish preferences in vertical habitat structure. This approach not only offers a novel perspective for understanding the interactions between fish gut microbiota and environmental factors, but also provides new methods and ideas for studying fish habitat selection in aquatic ecosystems.
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