Plankton

浮游生物
  • 文章类型: Journal Article
    生态位选择和微生物分散是形成微生物群落的关键因素。然而,它们的相对意义在不同的环境和时空尺度上有所不同。虽然大多数研究集中在这些力量对社区组成的影响,很少考虑其他结构水平,例如微生物群落的生理阶段和单细胞特征。为了了解微生物分散和生态位选择对各种群落结构水平的相对影响,我们同时检查了分类组成,酸性储层中浮游细菌的丰度和单细胞特征(ElSancho,西班牙)在分层和混合期间。基于环境变量的聚类分析在分层过程中确定了五个生态位,在混合过程中确定了一个。规范对应分析(CCA)表明,每个生态位内的社区在两个方面都不同,分类学和单细胞特征。解释基于类别的排序变化的环境变量与解释基于单细胞特征的排序的环境变量不同。然而,Procrustes分析表明,基于两个结构水平的CCA坐标之间存在高度相关性,表明微生物群落在多个结构水平上同时变化。我们的发现强调了环境选择在占据不同微生物生态位方面的主导作用,鉴于微生物扩散不受限制。
    Niche selection and microbial dispersal are key factors that shape microbial communities. However, their relative significance varies across different environments and spatiotemporal scales. While most studies focus on the impact of these forces on community composition, few consider other structural levels such as the physiological stage of the microbial community and single-cell characteristics. To understand the relative influence of microbial dispersal and niche selection on various community structural levels, we concurrently examined the taxonomic composition, abundance and single-cell characteristics of bacterioplankton in an acidic reservoir (El Sancho, Spain) during stratification and mixing periods. A cluster analysis based on environmental variables identified five niches during stratification and one during mixing. Canonical correspondence analysis (CCA) revealed that communities within each niche differed in both, taxonomic and single-cell characteristics. The environmental variables that explained the variation in class-based ordination differed from those explaining the ordination based on single-cell characteristics. However, a Procrustes analysis indicated a high correlation between the CCA ordinations based on both structural levels, suggesting simultaneous changes in the microbial community at multiple structural levels. Our findings underscore the dominant role of environmental selection in occupying different microbial niches, given that microbial dispersal was not restricted.
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  • 文章类型: Journal Article
    与水生系统中PAHs的生物放大有关的结果存在相当大的不一致。浮游动物在控制食物链上有机污染物的命运和分布方面发挥着重要作用,特别是在大型高原水库。然而,次要因素如何影响浮游动物中有机化合物的放大倍数,目前还不清楚。本研究评估了浮游生物物种和营养物质影响PAHs通过高原水库微食物链的营养转移,中国贵州省。结果表明,可溶性∑PAHs的范围为99.9-147.3ngL-1,浮游动物中∑PAHs的浓度范围为1003.2-22441.3,平均值为4460.7ngg-1dw。营养放大因子(TMF)>1显示PAHs从浮游植物到浮游动物的生物放大。营养放大倍数>1的主要机制是1)小co足类,Cladocera和Rotifera是较大的N.schmackeri和P.tunguidus的猎物,2)浮游动物的δ15N和TLs随着营养元素TN的增加而增加,NO3-和CODMn。因此,浮游动物中的对数PAHs浓度与浮游动物的营养水平(TLs)呈正相关,浮游动物中多环芳烃的对数BAF随着TL和对数Kow的增加而增加。温度进一步增强了TMF和PAHs的生物放大作用,如温度相关的δ15N降低所示。水柱中也有可用的可溶性PAHs,这些PAHs随着分类单元内浮游植物生物量的增加而被同化,硅藻,鞭毛藻和绿藻。贵州高原水库浮游动物中PAHs的显著TMF不受浮游植物和浮游动物生物量稀释的影响。本研究证明了物种选择的重要作用,淡水中多环芳烃环境命运中的营养物质和温度。
    There is considerable inconsistency in results pertaining to the biomagnification of PAHs in aquatic systems. Zooplankton specifically play an important role controlling the fate and distribution of organic contaminants up the food chain, particularly in large plateau reservoirs. However, it remains largely unknown how secondary factors affect the magnification of organic compounds in zooplankton. The present study assessed plankton species and nutrients affecting the trophic transfer of PAHs through the micro-food chain in plateau reservoirs, Guizhou Province China. Results show soluble ∑PAHs range from 99.9 - 147.3 ng L-1, and concentrations of ∑PAHs in zooplankton range from 1003.2 - 22441.3, with a mean of 4460.7 ng g-1 dw. Trophic magnification factors (TMFs) > 1 show biomagnifications of PAHs from phytoplankton to zooplankton. The main mechanisms for trophic magnification > 1 are 1) small Copepoda, Cladocera and Rotifera are prey for larger N. schmackeri and P. tunguidus, and 2) the δ15N and TLs of zooplankton are increasing with the increasing nutrients TN, NO3- and CODMn. As a result, log PAHs concentrations in zooplankton are positively correlated with the trophic levels (TLs) of zooplankton, and log BAFs of the PAHs in zooplankton are increasing with increasing TLs and log Kow. Temperature further enhances TMFs and biomagnifications of PAHs as noted by temperature related reductions in δ15N. There are also available soluble PAHs in the water column which are assimilated with increasing phytoplankton biomass within the taxa groups, diatoms, dinoflagellates and chlorophytes. Notable TMFs of PAHs in zooplankton in Guizhou plateau reservoirs are not significantly affected by phytoplankton and zooplankton biomass dilutions. The present study demonstrates the important roles of species selection, nutrients and temperature in the environmental fate of PAHs in freshwaters.
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  • 文章类型: Journal Article
    抗生素耐药性目前是全球卫生紧急情况。金属药物,特别是金属配位络合物,包括各种各样的候选人,以对抗抗菌感染。在这项工作中,我们设计了一个新的席夫碱锌(II)配合物家族,以亚氨基吡啶作为有机配体和不同的无机配体:氯化物,硝酸盐,和醋酸盐。研究了Zn(II)复合物对金黄色葡萄球菌(革兰氏阳性)和大肠杆菌(革兰氏阴性)菌株的浮游细菌细胞的抗菌作用。结果表明,在这两种类型的浮游细菌中具有中等的杀生物活性,这是由金属与席夫碱配体的络合引起的。重要的是,我们证实了金属的重要作用,Zn(II)提高了以前报道的Cu(II)对应物的活性。另一方面,无机配体对抗菌作用的影响不明显,但与配合物的溶解度有关。最后,作为局部抗菌制剂概念的证明,我们配制了含有最亲脂性锌(II)复合物的乳剂,并在垂直细胞扩散测定法中证实了24小时的持续释放。亚氨基吡啶Zn(II)配合物的有希望的活性可能值得在更详细的研究中探索。
    Antibiotic resistance is currently a global health emergency. Metallodrugs, especially metal coordination complexes, comprise a broad variety of candidates to combat antibacterial infections. In this work, we designed a new family of Schiff base zinc(II) complexes with iminopyridine as an organic ligand and different inorganic ligands: chloride, nitrate, and acetate. The antibacterial effect of the Zn(II) complexes was studied against planktonic bacterial cells of Staphylococcus aureus (Gram-positive) and Escherichia coli (Gram-negative) strains. The results showed a moderate biocide activity in both types of planktonic bacteria, which arises from the metal complexation to the Schiff base ligand. Importantly, we confirmed the crucial effect of the metal, with Zn(II) improving the activity of Cu(II) counterparts previously reported. On the other hand, the impact of the inorganic ligands was not significant for the antibacterial effect but was relevant for the complex solubility. Finally, as proof of concept of topical antibacterial formulation, we formulated an emulsion containing the most lipophilic Zn(II) complex and confirmed a sustained release for 24 h in a vertical cell diffusion assay. The promising activity of iminopyridine Zn(II) complexes is potentially worth exploring in more detailed studies.
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  • 文章类型: Journal Article
    本文介绍了硒(Se)在各种水生隔室(水,沉积物,浮游生物和大型植物)在德拉瓦河和多瑙河的克罗地亚部分的六个选定地点,在两个采样期(6月洪水和9月干旱期)中进行了连接的河漫滩湖和改良通道系统。此外,水的物理化学性质,浮游生物组成和生物量进行了分析。我们的研究表明,沉积物和水中的平均硒含量较低,表明所研究的淡水系统中硒缺乏。物理化学环境,包括硒的分布,主要受水文学而不是特定地点的生物地球化学和形态特征影响。洪水时期的特点是水中硒含量较高,透明度较高,硝酸盐和总氮浓度高于干旱条件。在河流遗址,沉积物硒含量在洪水期间最高,而在所有其他网站,在干旱期间发现了更高的浓度,在湖中达到最大。尽管硒浓度低于水生生态毒性的阈值,它们按以下顺序增加:水(0.021-0.187μgSeL-1)<沉积物(0.005-0.352mgSekg-1)<大型植物(0.010-0.413mgSekg-1)<浮游生物(0.044-0.518mgSekg-1)表明其可能在食物链底部进行生物放大。以高硒积累潜力而闻名的物种主导了主要浮游生物群的生物量和大型植物群落的组成,可以为淡水生物群落中的硒评估提供更灵敏,更准确的稳态隔室监测器。
    This paper presents the results of the research on the overall distribution of selenium (Se) in various aquatic compartments (water, sediment, plankton and macrophytes) at six selected sites of the Croatian part of the Drava and Danube rivers, the connected floodplain lake and the melioration channel system carried out in two sampling periods (flooding in June and the drought period in September). In addition, the physicochemical water properties, plankton composition and biomass were analysed. Our study revealed low mean Se contents in sediments and water, indicating Se deficiency in the studied freshwater systems. The physicochemical environment, including Se distribution, was primarily influenced by hydrology rather than site-specific biogeochemical and morphological characteristics. The flooding period was characterised by higher Se content in water and higher transparency, nitrate and total nitrogen concentrations than drought conditions. At the river sites, sediment Se content was the highest during the flood period, while at all other sites, higher concentrations were found during the drought, reaching the maximum in the lake. Although Se concentrations were below the threshold for aquatic ecotoxicity, they increased in the following order: water (0.021-0.187 μg Se L-1) < sediments (0.005-0.352 mg Se kg-1) < macrophytes (0.010-0.413 mg Se kg-1) < plankton (0.044-0.518 mg Se kg-1) indicating its possible biomagnification at the bottom of the food chain. Species known for high Se accumulation potential dominated the biomass of the main plankton groups and the composition of the macrophyte community, which may provide a more sensitive and accurate steady-state compartment monitor for Se assessment in freshwater biotopes.
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  • 文章类型: Journal Article
    目的:评价不同制剂锥度对下颌磨牙近中根尖第三(4mm)粪肠球菌和白色念珠菌浮游细菌和生物膜减少的影响,与运河形状相关的去污。
    方法:在显微断层摄影分析后,对运河进行形态学标准化,下颌磨牙48根,每个包含两条运河(96条运河),被粪肠球菌和白色念珠菌污染,并分为四组(n=11),用于使用ProDesignLogic2文件进行运河仪器,这些文件具有不同的锥度G(.03):#25.03;G(.04):#25.04;G(.05):#25.05;和G(.06):#25.06,并用2.5%的次氯酸钠进行灌溉。在扫描电子显微镜(SEM)下检查四个根以定性评估生物膜的形成。八个根用作阴性对照组(样品未被污染)。在化学机械制备之前和之后,仅从根的顶端三分之一处获取细菌学样品,并确定细菌计数(CFU/mL)。最终的微CT扫描用于量化心尖三分之一的体积变化和未准备好的管面积。使用Kruskal-Wallis进行统计分析,用于分析微生物数据的Student-Newman-Keuls和Wilcoxon检验。使用anova和Tukey或Games-Howell检验分析显微CT数据和Spearman检验的相关性(α=5%)。
    结果:所有组均显示细菌显着减少(p<0.05),组间差异无统计学意义。两组之间的体积增加百分比没有显着差异。未准备的区域(Δ%)受到所用文件(p=.026)的影响,并且与G(.03)相比,G(.06)显著更低。细菌减少之间没有统计学上的显着相关性,体积和未准备面积(p>0.05)。
    结论:不同的预备锥度影响根尖三分之一的根管形状,但并未改善该区域的去污。
    OBJECTIVE: To evaluate the influence of different preparation tapers on the reduction in planktonic bacteria and biofilms of Enterococcus faecalis and Candida albicans in the apical third (4 mm) of the mesial roots of mandibular molars, correlating decontamination with canal shape.
    METHODS: After microtomography analysis for morphological standardization of the canals, 48 mandibular molar roots, each containing two canals (96 canals), were contaminated with E. faecalis and C. albicans and divided into four groups (n = 11) for canal instrumentation using ProDesign Logic 2 files with different tapers G (.03): # 25.03; G (.04): # 25.04; G (.05): # 25.05; and G (.06): # 25.06 and irrigation with 2.5% sodium hypochlorite. Four roots were examined under a scanning electron microscope (SEM) to qualitatively assess biofilm formation. Eight roots were used as the negative control group (samples were not contaminated). Bacteriological samples were taken exclusively from the apical third of the roots before and after chemical-mechanical preparation and bacterial counts were determined (CFU/mL). The final micro-CT scan was used to quantify the volume variation and unprepared canal area in the apical third. Statistical analysis was performed using the Kruskal-Wallis, Student-Newman-Keuls and Wilcoxon tests for analysis of microbiological data. anova and the Tukey or Games-Howell test were used for analysis of micro-CT data and Spearman\'s test for correlations (α = 5%).
    RESULTS: All groups showed a significant reduction in bacteria (p < .05), with no statistically significant difference between groups. There was no significant difference in per cent volume increase between groups. The unprepared area (Δ%) was affected by the file used (p = .026) and was significantly lower for G (.06) compared to G (.03). There was no statistically significant correlation among bacterial reduction, volume and unprepared area (p > .05).
    CONCLUSIONS: The different preparation tapers influenced root canal shaping in the apical third but did not improve decontamination in this region.
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  • 文章类型: Journal Article
    浮游细菌在维持湖泊生态系统的功能和服务中起着至关重要的作用。了解浮游细菌的多样性和分布模式,特别是潜在的致病细菌群落的存在,对保障人类健康至关重要。在这项研究中,我们采用16SrRNA基因扩增子测序来研究浮游细菌群落的多样性和地理模式,以及潜在的病原体,位于阿尔山联合国教科文组织全球地质公园(位于中国大兴安岭)的八个火山湖中。我们的结果表明,细菌群落主要包括拟杆菌(45.3%),变形杆菌(33.1%),和门水平的放线菌(9.0%)。在属一级,突出的类群包括黄杆菌(31.5%),不动杆菌(11.0%),金杆菌(7.9%),和CL500-29海洋组(5.6%)。在浮游细菌中,我们确定了34个病原体属(165个扩增子序列变体[ASV]),不动杆菌(59.8%),Rahnella(18.3%),Brevundimonas(9.6%),假单胞菌(5.8%)是最主要的。我们的研究结果表明,在局部尺度的细菌群落中,不同的生物地理模式,受人类活动影响的扩散限制和环境因素的共同驱动。值得注意的是,阿尔山湖中约有15.3%的浮游细菌被鉴定为潜在的病原体,强调这些热门旅游目的地对公众健康的潜在风险。这项研究首次全面了解了受高旅游活动影响的山地湖泊生态系统中浮游细菌的多样性,为有效防治细菌性病原体奠定基础。
    Bacterioplankton play a vital role in maintaining the functions and services of lake ecosystems. Understanding the diversity and distribution patterns of bacterioplankton, particularly the presence of potential pathogenic bacterial communities, is crucial for safeguarding human health. In this study, we employed 16S rRNA gene amplicon sequencing to investigate the diversity and geographic patterns of bacterioplankton communities, as well as potential pathogens, in eight volcanic lakes located in the Arxan UNESCO Global Geopark (in the Greater Khingan Mountains of China). Our results revealed that the bacterial communities primarily comprised Bacteroidota (45.3%), Proteobacteria (33.1%), and Actinobacteria (9.0%) at the phylum level. At the genus level, prominent taxa included Flavobacterium (31.5%), Acinetobacter (11.0%), Chryseobacterium (7.9%), and CL500-29 marine group (5.6%). Among the bacterioplankton, we identified 34 pathogen genera (165 amplicon sequence variants [ASVs]), with Acinetobacter (59.8%), Rahnella (18.3%), Brevundimonas (9.6%), and Pseudomonas (5.8%) being the most dominant. Our findings demonstrated distinct biogeographic patterns in the bacterial communities at the local scale, driven by a combination of dispersal limitation and environmental factors influenced by human activities. Notably, approximately 15.3% of the bacterioplankton reads in the Arxan lakes were identified as potential pathogens, underscoring the potential risks to public health in these popular tourist destinations. This study provides the first comprehensive insight into the diversity of bacterioplankton in mountain lake ecosystems affected by high tourist activity, laying the groundwork for effective control measures against bacterial pathogens.
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  • 文章类型: Journal Article
    巴伦支海是北冰洋中高产的生态系统。该地区的整体生物生产力在很大程度上取决于次级中浮游动物的生产(MZP)。以前的研究主要集中在中浮游动物的丰度(MZA)和生物量(MZB),缺乏对北极海洋环境中影响MZP的环境因素的全面分析。这项研究的主要目的是研究夏季引起群落结构和MZP空间变异性的关键因素。数据是从巴伦支海中部的52个站点收集的,特别是在2015年开花后的条件下。通过聚类分析,确定了两组不同的站点,中浮游动物类群的丰度不同。co足类动物被发现在中浮游动物组合中占主导地位,占MZA总量的89%,83%的MZB,和68%的MZP。研究区域的生物量储量从8到102mg干重(DM)m-3不等,平均为44mgDMm-3。MZP率范围为0.34至2.33mgDMm-3day-1,平均为1.16mgDMm-3day-1。在相对温暖和寒冷的水域分开的额叶区域观察到最高的MZB和MZP值。通过冗余分析,确定影响浮游动物分布的主要环境因子为经度,纬度,和采样深度。温度,盐度,和叶绿素a浓度的影响较小。这些发现强调了海洋学条件作为夏季北极海洋环境中浮游动物分布的主要预测因子的重要性。这项研究强调了环境强迫在确定北极海洋浮游动物生产力中的重要作用。鉴于当前的气候变化,本报告的结果可以作为监测北极中上层生态系统的宝贵工具。
    The Barents Sea is a highly productive ecosystem within the Arctic Ocean. The overall biological productivity in this region relies heavily on the secondary mesozooplankton production (MZP). Previous research has primarily focused on mesozooplankton abundance (MZA) and biomass (MZB), lacking a comprehensive analysis of the environmental factors that influence MZP in the Arctic marine environment. The primary objective of this study was to examine the key factors responsible for the spatial variability in the community structure and MZP during the summer season. Data were collected from 52 stations in the central Barents Sea, specifically during post-bloom conditions in 2015. Through cluster analysis, two distinct groups of stations were identified, differing in terms of mesozooplankton taxa abundance. Copepods were found to dominate the mesozooplankton assemblages, comprising 89% of total MZA, 83% of MZB, and 68% of MZP. The biomass stocks in the study area varied from 8 to 102 mg dry mass (DM) m-3, with an average of 44 mg DM m-3. MZP rates ranged from 0.34 to 2.33 mg DM m-3 day-1, with an average of 1.16 mg DM m-3 day-1. The highest MZB and MZP values were observed at frontal zones that separated relatively warm and cold waters. Through redundancy analysis, it was determined that the primary environmental factors affected the distribution of mesozooplankton were longitude, latitude, and sampling depth. Temperature, salinity, and chlorophyll a concentration were found to have a less significant impact. These findings emphasize the importance of oceanographic conditions as the main predictors of mesozooplankton distribution during the summer season in the Arctic marine environment. This study highlights the essential role of environmental forcing in determining the productivity of Arctic marine zooplankton. Given the ongoing climatic changes, the results of this report can serve as a valuable tool for monitoring pelagic ecosystems in the Arctic.
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  • 文章类型: Journal Article
    晚白垩纪是地球历史上一个以海平面升高为特征的独特时期,土地面积减少,和显著高浓度的大气二氧化碳导致全球气温升高-一个“温室世界”。在此期间,钙质鞭毛藻囊肿(c-dinocysts)蓬勃发展,并成为世界各地钙化浮游生物的普遍存在成分。在Albian至Turonian期间,钙质食性食囊中的极峰与记录到的最高海水表面温度相吻合,并且可能与有利于钙化和欧洲陆架海域高度贫营养系统的条件有关。这项研究根据对有孔虫发生和微相分析绘制的组合变化,研究了c-dinocuss作为古环境条件替代的潜在适用性。该材料是从乌克兰西部Dubivtsi地区的上Turonian粉笔中提取的。在物种多样性与c-dinocust标本数量之间观察到负相关。养分利用度梯度显然决定了钙质膀胱分布的重要变化。这些营养变化可能是由欣喜的海平面波动和Subhercynian构造活动的相互作用引起的,导致附近土地的养分输入不断变化。
    The Late Cretaceous was a unique period in the history of the Earth characterized by elevated sea levels, reduced land area, and significantly high concentrations of atmospheric CO2 resulting in increased temperatures across the globe-a \'Greenhouse World\'. During this period, calcareous dinoflagellate cysts (c-dinocysts) flourished and became a ubiquitous constituent of calcifying plankton around the world. An acme in calcareous dinocysts during the Albian to the Turonian coincided with the highest recorded seawater surface temperatures and was possibly linked to conditions that favored calcification and a highly oligotrophic system in European shelf seas. This study examines the potential applicability of c-dinocysts as a proxy for paleoenvironmental conditions based on their assemblage changes plotted against foraminiferal occurrences and microfacies analysis. The material was extracted from the upper Turonian chalk of the Dubivtsi region in western Ukraine. An inverse correlation was observed between species diversity and the number of c-dinocyst specimens. Nutrient availability gradients apparently determined important changes in the calcareous dinocysts distribution. These trophic changes were likely caused by the interplay of eustatic sea-level fluctuations and Subhercynian tectonic activity leading to changeable nutrient inputs from the nearby land.
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  • 文章类型: Journal Article
    通过将浮游生物在18个微观世界中暴露于0.010、0.025、0.100、0.250和1.000mg/L的百菌清浓度,研究了杀菌剂百菌清对水生浮游生物群落结构的直接和间接影响(具有8L池塘水的玻璃罐)。每个处理重复三次。暴露于农药后5、10和20天,分别测量了微观世界中的浮游植物和浮游动物的总丰度和叶绿素a浓度。使用百分比相似性程序(SIMPER)和单向ANOVA检验分析了浮游生物群落和分类单元对农药浓度的反应。研究结果表明,最高浓度水平的百菌清暴露对浮游植物和浮游动物类群有重大影响。浮游植物类群Amphorasp.和Staurastrumsp.和浮游动物类群Moinasp。co足类无节幼体对百菌清暴露高度敏感。浮游植物类群Mougeotiasp.随着百菌清(0.1-1.0mg/L)浓度的增加而增加,和浮游动物类群。显示个体对农药暴露的反应没有显着减少。结果表明,农药残留对浮游植物和浮游动物群落结构有直接和快速的影响。农药引起的多样性和物种组成的变化表明考虑农药对水生环境生态食物链的间接影响的重要性。
    Direct and indirect effects of the fungicide chlorothalonil on aquatic plankton community structure were investigated by exposing plankton to chlorothalonil concentrations of 0.010, 0.025, 0.100, 0.250 and 1.000 mg/L over 20 days in 18 microcosms (glass tanks having 8 L of pond water). Each treatment was executed in three replicates. Total phytoplankton and zooplankton abundance and chlorophyll-a concentrations in microcosms were measured 5, 10 and 20 days after pesticide exposure. Plankton community and taxa response to pesticide concentrations were analyzed using the similarity of percentages procedure (SIMPER) and one-way ANOVA test. The results of the study indicated that highest concentration levels of chlorothalonil exposure had a significant impact on phytoplankton and zooplankton taxa. Phytoplankton taxa Amphora sp. and Staurastrum sp. and zooplankton taxa Moina sp. and copepod Nauplius were highly sensitive to chlorothalonil exposure. Phytoplankton taxa Mougeotia sp. increased with increased chlorothalonil (0.1-1.0 mg/L) concentrations, and zooplankton taxa of Aeolosoma sp. showed no significant reduction of individuals in response to pesticide exposure. Results showed that pesticide residues have a direct and rapid impact on phytoplankton and zooplankton community structure. Changes in diversity and species composition induced by pesticides indicate the importance of considering indirect effects of pesticides on the ecological food chain in the aquatic environment.
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  • 文章类型: Journal Article
    预测海洋中的物种分布已成为评估海洋生态系统对持续气候变化响应的关键任务。在洪堡电流系统(HCS)中,特有co足类Calanuschilensis是生产力和水团的关键生物指示物种之一。在这里,我们对两个测深范围的Calanuschilensis的地理分布进行了建模,0-200和200-400m。对于0-200m层,我们使用贝叶斯加性回归树(BART)方法,然而,对于200-400米的层,我们使用小型模型集合(ESM)方法,然后将模型预测到两个未来场景中,以评估地理分布模式的变化。使用多度量方法对模型进行了评估。我们确定叶绿素a(0.34),混合层深度(0.302)和盐度(0.36)解释了C.chilensis的分布。BART模型的地理预测揭示了从厄瓜多尔到南美最南端的0-200m深度范围的连续分布,而ESM模型表明不连续分布,对于200-400m深度范围的智利海岸具有更大的适用性。预计将来会减少C.chilensis的分布范围。我们的研究表明,辣椒的分布受生产力和中尺度过程的制约,这两个过程都与上升流强度密切相关。这些模型是提出海洋变化指标的工具。我们进一步建议C.chilensis物种是HCS的高生产率和低盐度指标。我们建议进一步检查多个时空尺度,以获得更强的推断。
    Predicting species distribution in the ocean has become a crucial task to assess marine ecosystem responses to ongoing climate change. In the Humboldt Current System (HCS), the endemic copepod Calanus chilensis is one of the key species bioindicator of productivity and water masses. Here we modeled the geographic distribution of Calanus chilensis for two bathymetric ranges, 0-200 and 200-400 m. For the 0-200 m layer, we used the Bayesian Additive Regression Trees (BART) method, whereas, for the 200-400 m layer, we used the Ensembles of Small Models (ESMs) method and then projected the models into two future scenarios to assess changes in geographic distribution patterns. The models were evaluated using the multi-metric approach. We identified that chlorophyll-a (0.34), Mixed Layer Depth (0.302) and salinity (0.36) explained the distribution of C. chilensis. The geographic prediction of the BART model revealed a continuous distribution from Ecuador to the southernmost area of South America for the 0-200 m depth range, whereas the ESM model indicated a discontinuous distribution with greater suitability for the coast of Chile for the 200-400 m depth range. A reduction of the distribution range of C. chilensis is projected in the future. Our study suggests that the distribution of C. chilensis is conditioned by productivity and mesoscale processes, with both processes closely related to upwelling intensity. These models serve as a tool for proposing indicators of changes in the ocean. We further propose that the species C. chilensis is a high productivity and low salinity indicator at the HCS. We recommend further examining multiple spatial and temporal scales for stronger inference.
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