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
    由于抗生素治疗失败,金属植入物相关的细菌感染是主要的临床问题。作为替代,我们确定了噬菌体ISP对金黄色葡萄球菌临床分离株在其生命周期的各个阶段与生物膜形成和成熟有关的影响。ISP有效消除了所有浮游相细菌,而其对附着在金属植入物上的细菌和嵌入生物膜内的细菌的功效降低。生物膜结构阻碍了ISP的杀菌作用,由于生物膜的机械破坏提高了ISP对细菌的功效。噬菌体穿透生物膜并在整个生物膜中与细菌相互作用。然而,大多数生物膜包埋的细菌具有噬菌体耐受性。在协议中,从所有临床分离株的成熟生物膜中分散的细菌,除LUH15394外,耐受ISP的裂解活性。最后,成熟生物膜中的持久性细胞耐受ISP并在其存在下增殖。基于这些发现,我们得出的结论是,ISP消除了浮游期金黄色葡萄球菌,而其功效对附着在金属植入物上的细菌有限,嵌入(富含持久性的)生物膜中,并从生物膜中分散。
    Metal-implant associated bacterial infections are a major clinical problem due to antibiotic treatment failure. As an alternative, we determined the effects of bacteriophage ISP on clinical isolates of Staphylococcus aureus in various stages of its life cycle in relation to biofilm formation and maturation. ISP effectively eliminated all planktonic phase bacteria, whereas its efficacy was reduced against bacteria attached to the metal implant and bacteria embedded within biofilms. The biofilm architecture hampered the bactericidal effects of ISP, as mechanical disruption of biofilms improved the efficacy of ISP against the bacteria. Phages penetrated the biofilm and interacted with the bacteria throughout the biofilm. However, most of the biofilm-embedded bacteria were phage-tolerant. In agreement, bacteria dispersed from mature biofilms of all clinical isolates, except for LUH15394, tolerated the lytic activity of ISP. Lastly, persisters within mature biofilms tolerated ISP and proliferated in its presence. Based on these findings, we conclude that ISP eliminates planktonic phase Staphylococcus aureus while its efficacy is limited against bacteria attached to the metal implant, embedded within (persister-enriched) biofilms, and dispersed from biofilms.
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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
    由于次生代谢产物的产生,有毒的蓝藻水华对公众健康构成重大风险,特别是微囊藻毒素(MC)。微囊藻毒素-LR(MC-LR)是淡水中最普遍和最有毒的变体。MC抵抗传统的水处理方法,持续影响水质。这项研究的重点是历史上受MC产生的蓝细菌影响的低盐浅层泻湖,旨在鉴定能够降解MC的细菌,并研究环境因素对此过程的影响。虽然分离的菌株没有表现出MC降解,直接来自泻湖水的微生物组合在25ºC和pH8.0的7天内去除MC-LR。相关的细菌群落表明,分配给嗜甲基的细菌分类群的丰度增加,以及在较小程度上的红螺旋藻和红螺旋藻。然而,升高的大气温度(45ºC)和酸化(pH5.0和3.0)阻碍了MC-LR的去除,表明极端的环境变化可能导致水柱中MC的持久性延长。这项研究强调了考虑环境条件以制定减轻水生生态系统中氰基毒素污染的策略的重要性。
    Toxic cyanobacterial blooms present a substantial risk to public health due to the production of secondary metabolites, notably microcystins (MCs). Microcystin-LR (MC-LR) is the most prevalent and toxic variant in freshwater. MCs resist conventional water treatment methods, persistently impacting water quality. This study focused on an oligohaline shallow lagoon historically affected by MC-producing cyanobacteria, aiming to identify bacteria capable of degrading MC and investigating the influence of environmental factors on this process. While isolated strains did not exhibit MC degradation, microbial assemblages directly sourced from lagoon water removed MC-LR within seven days at 25 ºC and pH 8.0. The associated bacterial community demonstrated an increased abundance of bacterial taxa assigned to Methylophilales, and also Rhodospirillales and Rhodocyclales to a lesser extent. However, elevated atmospheric temperatures (45 ºC) and acidification (pH 5.0 and 3.0) hindered MC-LR removal, indicating that extreme environmental changes could contribute to prolonged MC persistence in the water column. This study highlights the importance of considering environmental conditions in order to develop strategies to mitigate cyanotoxin contamination in aquatic ecosystems.
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  • 文章类型: Journal Article
    本文报道了一个重要的结论,即自扩散不是诱导图灵模式的必要条件,而出租车可以建立复杂的模式现象。我们研究了结合浮游植物-出租车的浮游动物-浮游植物模型中的模式形成,其中浮游植物-出租车描述了倾向于向浮游植物种群的高密度区域移动的浮游动物。通过使用浮游植物-滑行敏感系数作为图灵不稳定性阈值,一个表明,只有当排斥性浮游植物-出租车被添加到系统中时,模型才表现出图灵不稳定性,而有吸引力的浮游植物-出租车不能诱导系统的图灵不稳定性。此外,当浮游植物出租车消失时,系统不会表现出图灵不稳定性。数字上,我们在1D中显示复杂的模式,2D域以及球形和斑马表面,分别。总之,我们的结果表明,浮游植物-出租车在导致模型的图灵模式形成中起着关键作用。此外,这些理论和数值结果有助于我们理解浮游动物和浮游植物种群之间复杂的相互作用动力学。
    This paper reports an important conclusion that self-diffusion is not a necessary condition for inducing Turing patterns, while taxis could establish complex pattern phenomena. We investigate pattern formation in a zooplankton-phytoplankton model incorporating phytoplankton-taxis, where phytoplankton-taxis describes the zooplankton that tends to move toward the high-densities region of the phytoplankton population. By using the phytoplankton-taxis sensitivity coefficient as the Turing instability threshold, one shows that the model exhibits Turing instability only when repulsive phytoplankton-taxis is added into the system, while the attractive-type phytoplankton-taxis cannot induce Turing instability of the system. In addition, the system does not exhibit Turing instability when the phytoplankton-taxis disappears. Numerically, we display the complex patterns in 1D, 2D domains and on spherical and zebra surfaces, respectively. In summary, our results indicate that the phytoplankton-taxis plays a pivotal role in giving rise to the Turing pattern formation of the model. Additionally, these theoretical and numerical results contribute to our understanding of the complex interaction dynamics between zooplankton and phytoplankton populations.
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  • 文章类型: Journal Article
    苔藓虫的钩虫幼虫的形态在发育过程中变化不大。产生馈电电流的纤毛带几乎与体长成正比,因此,相对于身体蛋白质,从一定体积的水中清除浮游食物的最大速率变得越来越低。这种发育不同于其他幼虫,后者产生具有简单纤毛带的摄食流。因此,据预测,当食物短缺时,蛇尾的生长速度异常低。正如预测的那样,一种Membranipora的cyphonautes幼虫在食物浓度下饥饿,这些食物支持了pluteus幼虫的生长。从第一次摄食到变态,沙元的cyphonautes和plutei之间的比较,混合了两种藻类。另一个比较是在晚期生长的孔雀鱼和早期生长的普通海胆,海水中的食物浓度降低。当食物丰富时,较低的最大清除率并不能阻止某些蛇形虫通过变态从卵中快速生长和发育。在食物丰富的实验室中发育为变态的29天,接近Yoshioka对南加利福尼亚湾种群中成虫密度和幼虫丰度之间的时滞的幼虫持续时间的估计。尽管生长速度和其他生理和环境影响存在个体差异,幼虫形态的简单测量可以预测幼虫性能的差异:稀缺的食物比plutei延长了幼虫的持续时间。
    AbstractThe form of the cyphonautes larva of bryozoans changes little during development. The ciliated band that generates the feeding current increases nearly in proportion to body length, so that the maximum rate of clearing planktonic food from a volume of water becomes increasingly low relative to body protein. This development is unlike the other larvae that produce a feeding current with bands of simple cilia. The cyphonautes\' growth rate has therefore been predicted to be unusually low when food is scarce. As predicted, cyphonautes larvae of a species of Membranipora starved at concentrations of food that supported growth of pluteus larvae. Comparisons between the cyphonautes and plutei of a sand dollar were for growth from first feeding to metamorphosis, with a mix of two algal species. Another comparison was for growth of cyphonautes at an advanced stage and plutei of a regular sea urchin at an early stage, with food in seawater at a reduced concentration. The low maximum clearance rate did not prevent rapid growth and development of some cyphonautes from egg through metamorphosis when food was abundant. Twenty-nine days for development to metamorphosis in the laboratory with abundant food was close to Yoshioka\'s estimate of larval duration from the time lag between adult zooid density and larval abundance in a population in the Southern California Bight. Despite individual variation in growth rates and other physiological and environmental influences, simple measures of larval form predicted the differences in larval performance: scarce food extended larval duration for the cyphonautes more than for plutei.
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  • 文章类型: Journal Article
    生物膜使得难以通过抗生素治疗根除细菌感染并导致许多并发症。以前,两种假体周围感染相关病原体,据报道,粪肠球菌和罗氏葡萄球菌具有相对不同的生物膜形成能力。在这项研究中,我们使用LC-MS/MS检查了两种微生物生物膜的蛋白质组学。结果表明,每种微生物在生物膜和浮游细胞之间以及彼此之间表现出总体不同的差异基因表达谱。在粪肠球菌生物膜中鉴定出的929种蛋白质中,870种蛋白质在生物膜和浮游细胞中共享,仅在生物膜中发现了59种蛋白质。在S.Lugdunensis,总共鉴定了1125种蛋白质,其中在生物膜和浮游细胞中发现了1072种蛋白质,53种蛋白质仅存在于生物膜中。使用UniProt关键字对仅在生物膜中鉴定的蛋白质进行的功能分析表明,它们主要被分配给膜,跨膜,以及两种微生物中的跨膜螺旋,而水解酶和转移酶仅在粪肠球菌中发现。使用STRING-db的蛋白质-蛋白质相互作用分析表明,所得网络没有比预期的明显更多的相互作用。GO术语分析显示,最高数量的蛋白质被分配给细胞过程,催化活性,和细胞解剖实体。KEGG途径分析显示,两种微生物在不同环境中的代谢都很明显。一起来看,在这项研究中发现的蛋白质组学数据显示了每种微生物的一组独特的生物膜嵌入蛋白,为诊断目的提供有用的信息,并建立适当的治疗策略。此外,本研究对发现控制粪肠球菌和陆生S.lugdunensis生物膜相关感染的靶候选分子具有重要意义。
    Biofilms make it difficult to eradicate bacterial infections through antibiotic treatments and lead to numerous complications. Previously, two periprosthetic infection-related pathogens, Enterococcus faecalis and Staphylococcus lugdunensis were reported to have relatively contrasting biofilm-forming abilities. In this study, we examined the proteomics of the two microorganisms\' biofilms using LC-MS/MS. The results showed that each microbe exhibited an overall different profile for differential gene expressions between biofilm and planktonic cells as well as between each other. Of a total of 929 proteins identified in the biofilms of E. faecalis, 870 proteins were shared in biofilm and planktonic cells, and 59 proteins were found only in the biofilm. In S. lugdunensis, a total of 1125 proteins were identified, of which 1072 proteins were found in common in the biofilm and planktonic cells, and 53 proteins were present only in the biofilms. The functional analysis for the proteins identified only in the biofilms using UniProt keywords demonstrated that they were mostly assigned to membrane, transmembrane, and transmembrane helix in both microorganisms, while hydrolase and transferase were found only in E. faecalis. Protein-protein interaction analysis using STRING-db indicated that the resulting networks did not have significantly more interactions than expected. GO term analysis exhibited that the highest number of proteins were assigned to cellular process, catalytic activity, and cellular anatomical entity. KEGG pathway analysis revealed that microbial metabolism in diverse environments was notable for both microorganisms. Taken together, proteomics data discovered in this study present a unique set of biofilm-embedded proteins of each microorganism, providing useful information for diagnostic purposes and the establishment of appropriately tailored treatment strategies. Furthermore, this study has significance in discovering the target candidate molecules to control the biofilm-associated infections of E. faecalis and S. lugdunensis.
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  • 文章类型: Journal Article
    使用大小等级过滤对水生浮游生物(浮游细菌)群落进行多样性研究,DNA提取,系统发育标记的PCR和测序,需要一个强大的方法论管道,由于偏见基本上在各个层面都得到了证明,包括DNA提取,引物选择和PCR。即使相同浮游生物样品的过滤体积不同,因此,过滤器的不同生物质负载,会扭曲测序结果。在这项研究中,我们设计了一种基于Arduino微控制器的流量计,该流量计记录了初始(最大)流量的降低,作为浮游生物过滤过程中增加生物质负荷和过滤器堵塞的代理。该装置使用康斯坦茨湖的淡水浮游生物进行了测试,提取总DNA,并对16SrDNA扩增子进行测序。我们证实,用于相同水样品的不同过滤体积影响测序结果。在alpha和beta多样性以及所有分类学等级中都可见差异。受影响最大的类群是典型的淡水放线菌和拟杆菌,相对丰度增加到38%,减少到29%,分别。在另一个实验中,湖水样品未经稀释过滤,稀释三倍,并且一旦流量降低到初始流量的50%,就停止每次过滤,因此,在相同程度的过滤器堵塞。稀释三倍的样品需要三倍的过滤体积,同时提取了等量的总DNA,与未稀释的对照相比,所有分类等级的差异均无统计学意义。总之,这项工作证实了基于测序的群落分析的依赖于体积/生物量的浮游细菌过滤偏差,并提供了一种改进的程序,用于在过滤过程中控制生物量负荷,并独立于浮游生物密度从样品中回收等量的DNA。该装置的应用还可以避免由浮游生物过滤偏差引起的测序结果的失真。
    Diversity studies of aquatic picoplankton (bacterioplankton) communities using size-class filtration, DNA extraction, PCR and sequencing of phylogenetic markers, require a robust methodological pipeline, since biases have been demonstrated essentially at all levels, including DNA extraction, primer choice and PCR. Even different filtration volumes of the same plankton sample and, thus, different biomass loading of the filters, can distort the sequencing results. In this study, we designed an Arduino microcontroller-based flowmeter that records the decrease of initial (maximal) flowrate as proxy for increasing biomass loading and clogging of filters during plankton filtration. The device was tested using freshwater plankton of Lake Constance, and total DNA was extracted and an 16S rDNA amplicon was sequenced. We confirmed that different filtration volumes used for the same water sample affect the sequencing results. Differences were visible in alpha and beta diversities and across all taxonomic ranks. Taxa most affected were typical freshwater Actinobacteria and Bacteroidetes, increasing up to 38% and decreasing up to 29% in relative abundance, respectively. In another experiment, a lake water sample was filtered undiluted and three-fold diluted, and each filtration was stopped once the flowrate had reduced to 50% of initial flowrate, hence, at the same degree of filter clogging. The three-fold diluted sample required three-fold filtration volumes, while equivalent amounts of total DNA were extracted and differences across all taxonomic ranks were not statistically significant compared to the undiluted controls. In conclusion, this work confirms a volume/biomass-dependent bacterioplankton filtration bias for sequencing-based community analyses and provides an improved procedure for controlling biomass loading during filtrations and recovery of equivalent amounts of DNA from samples independent of the plankton density. The application of the device can also avoid the distorting of sequencing results as caused by the plankton filtration bias.
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  • 文章类型: Journal Article
    海洋中溶解氧的下降越来越令人担忧,因为它最终可能导致全球缺氧,海洋动物死亡率上升,甚至大规模灭绝。海洋的脱氧通常会导致形成最小氧气区(OMZ):大域的氧气丰度远低于周围海洋环境。导致OMZ形成的因素和过程仍然存在争议。我们考虑了浮游生物-氧气动力学耦合的概念模型,除了浮游生物的生长和浮游植物的氧气产生,还解释了浮游植物和浮游动物的时间尺度差异(使其成为“慢-快系统”)以及高营养水平的隐含效应,导致密度相关(非线性)浮游动物死亡率。使用分析技术和数值模拟相结合的方法对模型进行了研究。慢速-快速系统被分解为慢速和快速子系统。然后通过分析快速子系统的分岔结构,研究了慢-快系统的临界流形及其稳定性。对于一系列参数值,我们获得了慢速系统的canard周期。然而,系统不允许持续的弛豫振荡;相反,鸭类循环的爆炸导致浮游生物灭绝和氧气消耗。对于空间显式模型,在这个方向上的早期工作没有考虑浮游动物的密度依赖性死亡率,因此可以表现出图灵模式。然而,将密度依赖性死亡率纳入系统可以导致固定的图灵模式。然后在图灵分叉阈值附近研究系统的动力学。我们进一步考虑了浮游动物的自我运动以及湍流混合的影响。我们证明了初始的非均匀扰动可以导致OMZ的形成,然后扩大大小并在空间上传播。对于足够大的时间尺度分离,OMZ的传播可导致全球缺氧。
    Decline of the dissolved oxygen in the ocean is a growing concern, as it may eventually lead to global anoxia, an elevated mortality of marine fauna and even a mass extinction. Deoxygenation of the ocean often results in the formation of oxygen minimum zones (OMZ): large domains where the abundance of oxygen is much lower than that in the surrounding ocean environment. Factors and processes resulting in the OMZ formation remain controversial. We consider a conceptual model of coupled plankton-oxygen dynamics that, apart from the plankton growth and the oxygen production by phytoplankton, also accounts for the difference in the timescales for phyto- and zooplankton (making it a \"slow-fast system\") and for the implicit effect of upper trophic levels resulting in density dependent (nonlinear) zooplankton mortality. The model is investigated using a combination of analytical techniques and numerical simulations. The slow-fast system is decomposed into its slow and fast subsystems. The critical manifold of the slow-fast system and its stability is then studied by analyzing the bifurcation structure of the fast subsystem. We obtain the canard cycles of the slow-fast system for a range of parameter values. However, the system does not allow for persistent relaxation oscillations; instead, the blowup of the canard cycle results in plankton extinction and oxygen depletion. For the spatially explicit model, the earlier works in this direction did not take into account the density dependent mortality rate of the zooplankton, and thus could exhibit Turing pattern. However, the inclusion of the density dependent mortality into the system can lead to stationary Turing patterns. The dynamics of the system is then studied near the Turing bifurcation threshold. We further consider the effect of the self-movement of the zooplankton along with the turbulent mixing. We show that an initial non-uniform perturbation can lead to the formation of an OMZ, which then grows in size and spreads over space. For a sufficiently large timescale separation, the spread of the OMZ can result in global anoxia.
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  • 文章类型: Journal Article
    作为新兴的污染物,抗生素经常出现在各种环境中,尤其是河流,尽管通常处于亚致死浓度(ng/L~μg/L)。评估与这些低水平相关的风险,远低于大多数生物的致命阈值,仍然具有挑战性。在这项研究中,利用含有浮游细菌和生物膜的微观世界,我们研究了抗生素抗性基因(ARGs)在不同的物理状态下,包括细胞内ARGs(iARGs)和细胞外ARGs(eARGs)对这些低水平抗生素有反应。我们的发现表明,亚致死抗生素暴露(0.1至10μg/L)与浮游细菌中iARG和eARG的患病率增加(以ARG拷贝/16srDNA衡量)之间呈正相关。值得注意的是,与iARGs相比,eARGs对抗生素暴露的敏感性更高,丰度增加的阈值较低(eARGs为0.1μg/L,iARGs为1μg/L)。此外,与浮游细菌相比,生物膜中的ARG对抗生素暴露具有更高的敏感性。为了阐明潜在的机制,我们建立了一个综合的群体动力学-药代动力学-药效学(PD-PP)模型.该模型表明,eARG的敏感性增强主要是由在低抗生素浓度下从细胞释放质粒的可能性增加驱动的。此外,与浮游细菌相比,抗生素在生物膜中的积累诱导了更高的ARG敏感性。这项研究为抗生素耐药性的发展提供了新的视角,并提供了一种评估环境中亚致死抗生素风险的创新方法。
    As emerging contaminants, antibiotics are frequently present in various environments, particularly rivers, albeit often at sublethal concentrations (ng/L∼μg/L). Assessing the risk associated with these low levels, which are far below the lethal threshold for most organisms, remains challenging. In this study, using microcosms containing planktonic bacteria and biofilm, we examined how antibiotic resistance genes (ARGs) in different physical states, including intracellular ARGs (iARGs) and extracellular ARGs (eARGs) responded to these low-level antibiotics. Our findings reveal a positive correlation between sub-lethal antibiotic exposure (ranging from 0.1 to 10 μg/L) and increased prevalence (measured as ARG copies/16s rDNA) of both iARGs and eARGs in planktonic bacteria. Notably, eARGs demonstrated greater sensitivity to antibiotic exposure compared to iARGs, with a lower threshold (0.1 μg/L for eARGs versus 1 μg/L for iARGs) for abundance increase. Moreover, ARGs in biofilms demonstrates higher sensitivity to antibiotic exposure compared to planktonic bacteria. To elucidate the underlying mechanisms, we established an integrated population dynamics-pharmacokinetics-pharmacodynamics (PD-PP) model. This model indicates that the enhanced sensitivity of eARGs is primarily driven by an increased potential for plasmid release from cells under low antibiotic concentrations. Furthermore, the accumulation of antibiotic in biofilms induces a greater sensitivity of ARG compared to the planktonic bacteria. This study provides a fresh perspective on the development of antibiotic resistance and offers an innovative approach for assessing the risk of sublethal antibiotic in the environment.
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