Metagenome assembled genomes

宏基因组组装基因组
  • 文章类型: Journal Article
    水生生态系统在抗微生物剂耐药周期中至关重要。虽然细胞内DNA已被广泛研究,以了解人类活动对抗菌药物抗性基因(ARG)传播的影响,细胞外DNA经常被忽视。本研究考察了人为水污染对微生物群落多样性的影响,耐药性,ARG传播。我们通过shot弹枪测序分析了废水处理厂废水和湖泊地表水中的细胞内和细胞外DNA。我们还进行了实验,以评估人为污染对天然微生物群落中转化细胞外DNA(使用携带ARG的Gfp质粒)的影响。化学分析表明,处理后的废水比湖水具有更高的人为污染相关参数。丰富的微生物群落,抗菌素耐药性,对于细胞内和细胞外DNA,处理过的废水中的高风险ARG都比湖水中的高。除了高风险的ARGs,细胞内DNA的丰富度明显高于细胞外DNA。几个ARG与可移动的遗传元件相关,并位于质粒上。此外,人为污染水平增强了天然微生物群落中的Gfp质粒转化。我们的发现强调了人为污染在塑造微生物群落及其抗微生物耐药性方面的关键作用。此外,它可能通过细胞外DNA质粒摄取促进ARG传播。
    Aquatic ecosystems are crucial in the antimicrobial resistance cycle. While intracellular DNA has been extensively studied to understand human activity\'s impact on antimicrobial resistance gene (ARG) dissemination, extracellular DNA is frequently overlooked. This study examines the effect of anthropogenic water pollution on microbial community diversity, the resistome, and ARG dissemination. We analyzed intracellular and extracellular DNA from wastewater treatment plant effluents and lake surface water by shotgun sequencing. We also conducted experiments to evaluate anthropogenic pollution\'s effect on transforming extracellular DNA (using Gfp-plasmids carrying ARGs) within a natural microbial community. Chemical analysis showed treated wastewater had higher anthropogenic pollution-related parameters than lake water. The richness of microbial community, antimicrobial resistome, and high-risk ARGs was greater in treated wastewaters than in lake waters both for intracellular and extracellular DNA. Except for the high-risk ARGs, richness was significantly higher in intracellular than in extracellular DNA. Several ARGs were associated with mobile genetic elements and located on plasmids. Furthermore, Gfp-plasmid transformation within a natural microbial community was enhanced by anthropogenic pollution levels. Our findings underscore anthropogenic pollution\'s pivotal role in shaping microbial communities and their antimicrobial resistome. Additionally, it may facilitate ARG dissemination through extracellular DNA plasmid uptake.
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  • 文章类型: Journal Article
    质粒是已知携带影响环境中微生物的适应性和存活的次级代谢基因的移动遗传元件。海洋栖息地中质粒编码的次级代谢基因的研究案例包括毒素/抗毒素和抗生素生物合成/抗性基因。这里,我们检查了Cariaco盆地永久分层水柱中的宏基因组组装基因组(MAG),以寻找编码次级代谢产物(smBGC)生物合成基因簇的整合质粒.我们鉴定了16个质粒携带的smBGCs,它们主要与Planctomcetota和Pseudomonadota相关,它们编码萜烯合成基因,以及生产核糖体和非核糖体肽的基因。这些鉴定的基因编码主要是抗菌剂的次级代谢产物,因此,它们通过质粒的摄取可能会增加获得它们的宿主类群的竞争优势。原核生物在贫氧水柱中携带的smBGC的生态和进化意义尚未完全阐明。
    Plasmids are mobile genetic elements known to carry secondary metabolic genes that affect the fitness and survival of microbes in the environment. Well-studied cases of plasmid-encoded secondary metabolic genes in marine habitats include toxin/antitoxin and antibiotic biosynthesis/resistance genes. Here, we examine metagenome-assembled genomes (MAGs) from the permanently-stratified water column of the Cariaco Basin for integrated plasmids that encode biosynthetic gene clusters of secondary metabolites (smBGCs). We identify 16 plasmid-borne smBGCs in MAGs associated primarily with Planctomycetota and Pseudomonadota that encode terpene-synthesizing genes, and genes for production of ribosomal and non-ribosomal peptides. These identified genes encode for secondary metabolites that are mainly antimicrobial agents, and hence, their uptake via plasmids may increase the competitive advantage of those host taxa that acquire them. The ecological and evolutionary significance of smBGCs carried by prokaryotes in oxygen-depleted water columns is yet to be fully elucidated.
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  • 文章类型: Journal Article
    基因组学可用于研究宿主与其微生物群之间的复杂关系。许多细菌不能在实验室培养,这使得难以获得足够量的细菌DNA并限制宿主DNA污染以构建宏基因组组装的基因组(MAG)。例如,Wolbachia是一种专性细胞内细菌,生活在多种节肢动物和某些线虫中。虽然Wolbachia内共生体经常被描述为节肢动物中的兼性生殖寄生虫,细菌是丝虫的专性互生内共生体。这里,我们使用ATAC-seq(使用测序测定转座酶可接近染色质)与Brugiamalayi线虫实现了50倍的细菌序列富集,包含Wolbachia(wBm)。ATAC-seq使用Tn5转座酶切割并将Illumina测序衔接子连接到缺乏组蛋白的可接近DNA,通常被认为是开放染色质。裂解物中的细菌和线粒体DNA也被优先切割,因为它们缺乏组蛋白,导致这些序列的富集。这样做的好处包括最小的组织输入(<1毫克的组织),快速协议(<4小时),低测序成本,更少的偏见,横向基因转移的正确装配,不需要事先的序列知识。我们组装了wBm基因组,其少至100万个Illumina短成对末端读数,已发表基因组的覆盖率>97%,相比之下,标准gDNA文库的覆盖率仅为12%。在先前发表的ATAC-seq数据集中,我们发现了显著的细菌序列富集,促进了感染结核分枝杆菌和受食物来源污染的秀丽隐杆线虫的人类细胞的基因组组装。大肠杆菌的OP50菌株。这些结果证明了使用ATAC-seq轻松获得细菌基因组以帮助共生的可行性和益处。传染病,和微生物组研究。
    Genomics can be used to study the complex relationships between hosts and their microbiota. Many bacteria cannot be cultured in the laboratory, making it difficult to obtain adequate amounts of bacterial DNA and to limit host DNA contamination for the construction of metagenome-assembled genomes (MAGs). For example, Wolbachia is a genus of exclusively obligate intracellular bacteria that live in a wide range of arthropods and some nematodes. While Wolbachia endosymbionts are frequently described as facultative reproductive parasites in arthropods, the bacteria are obligate mutualistic endosymbionts of filarial worms. Here, we achieve 50-fold enrichment of bacterial sequences using ATAC-seq (Assay for Transposase-Accessible Chromatin using sequencing) with Brugia malayi nematodes, containing Wolbachia (wBm). ATAC-seq uses the Tn5 transposase to cut and attach Illumina sequencing adapters to accessible DNA lacking histones, typically thought to be open chromatin. Bacterial and mitochondrial DNA in the lysates are also cut preferentially since they lack histones, leading to the enrichment of these sequences. The benefits of this include minimal tissue input (<1 mg of tissue), a quick protocol (<4 h), low sequencing costs, less bias, correct assembly of lateral gene transfers and no prior sequence knowledge required. We assembled the wBm genome with as few as 1 million Illumina short paired-end reads with >97% coverage of the published genome, compared to only 12% coverage with the standard gDNA libraries. We found significant bacterial sequence enrichment that facilitated genome assembly in previously published ATAC-seq data sets from human cells infected with Mycobacterium tuberculosis and C. elegans contaminated with their food source, the OP50 strain of E. coli. These results demonstrate the feasibility and benefits of using ATAC-seq to easily obtain bacterial genomes to aid in symbiosis, infectious disease, and microbiome research.
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  • 文章类型: Journal Article
    海洋深层地下是巨大的微生物生态系统的家园,在全球范围内影响生物地球化学循环。研究较好的深层生物圈之一是胡安·德富卡(JdF)山脊,热液从下面将氧化剂引入沉积物中,导致两个硫酸盐甲烷过渡区(SMTZs)。在这项研究中,我们介绍了在这种分层环境中来自不同深度的沉积物样品的未扩增DNA的首次shot枪宏基因组学研究。生物信息学分析显示从异养转变,上部SMTZ上方以Chloroflexota为主的群落到次级SMTZ下方以化学自养的Proteobacteria为主的群落。硫酸盐的重新引入可能会促进呼吸并增强氧化乙酸盐的活性细胞,铁,和复杂的碳水化合物来降解这种低丰度的死亡生物质,低多样性环境。此外,分析显示许多功能未知的蛋白质以及新的宏基因组组装的基因组(MAG)。这项研究为这个栖息地的微生物群落提供了新的见解,通过改进的DNA提取协议,可以减少对分类组成和代谢活动的偏见,以及发现新颖的分类群。我们的方法首次成功尝试了海底50米以下未扩增的鸟枪测序样品,并为捕获深海沉积物的真正多样性和功能潜力开辟了新的途径。
    The marine deep subsurface is home to a vast microbial ecosystem, affecting biogeochemical cycles on a global scale. One of the better-studied deep biospheres is the Juan de Fuca (JdF) Ridge, where hydrothermal fluid introduces oxidants into the sediment from below, resulting in two sulfate methane transition zones (SMTZs). In this study, we present the first shotgun metagenomics study of unamplified DNA from sediment samples from different depths in this stratified environment. Bioinformatic analyses showed a shift from a heterotrophic, Chloroflexota-dominated community above the upper SMTZ to a chemolithoautotrophic Proteobacteria-dominated community below the secondary SMTZ. The reintroduction of sulfate likely enables respiration and boosts active cells that oxidize acetate, iron, and complex carbohydrates to degrade dead biomass in this low-abundance, low-diversity environment. In addition, analyses showed many proteins of unknown function as well as novel metagenome-assembled genomes (MAGs). The study provides new insights into microbial communities in this habitat, enabled by an improved DNA extraction protocol that allows a less biased view of taxonomic composition and metabolic activities, as well as uncovering novel taxa. Our approach presents the first successful attempt at unamplified shotgun sequencing samples from beyond 50 meters below the seafloor and opens new ways for capturing the true diversity and functional potential of deep-sea sediments.
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  • 文章类型: Journal Article
    淡水群落微生物组中抗生素抗性基因(ARGs)的存在是数千年进化的结果,也是人为活动施加的压力的结果。对环境和人类健康有潜在的负面影响。在这项研究中,我们调查了坦any尼喀湖(LT)水柱中ARG的分布,以确定该古湖的抗性。此外,我们比较了LT与贝加尔湖(LB)的抗性,已知最古老的湖泊,具有不同的环境特征,人为污染比LT低。我们发现,在两个湖泊的深水层中,几种抗菌类别的丰度和丰度都较高。LT基戈马地区,以其较高的人为污染而闻名,与Mahale相比,显示出更高的ARG阳性MAG的丰富度和数量。我们的结果提供了对LT的抗微生物耐药性的全面了解,并强调了其作为抗微生物耐药性库的重要性。特别是,LT最深的水层是各种ARG的主要储存库,反映了在LB和其他水生生态系统中观察到的情况。这些发现表明,深水可能在水生生态系统中保护ARGs中起着至关重要的作用。
    The presence of antimicrobial resistance genes (ARGs) in the microbiome of freshwater communities is a consequence of thousands of years of evolution but also of the pressure exerted by anthropogenic activities, with potential negative impact on environmental and human health. In this study, we investigated the distribution of ARGs in Lake Tanganyika (LT)\'s water column to define the resistome of this ancient lake. Additionally, we compared the resistome of LT with that of Lake Baikal (LB), the oldest known lake with different environmental characteristics and a lower anthropogenic pollution than LT. We found that richness and abundance of several antimicrobial resistance classes were higher in the deep water layers in both lakes. LT Kigoma region, known for its higher anthropogenic pollution, showed a greater richness and number of ARG positive MAGs compared to Mahale. Our results provide a comprehensive understanding of the antimicrobial resistome of LT and underscore its importance as reservoir of antimicrobial resistance. In particular, the deepest water layers of LT are the main repository of diverse ARGs, mirroring what was observed in LB and in other aquatic ecosystems. These findings suggest that the deep waters might play a crucial role in the preservation of ARGs in aquatic ecosystems.
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  • 文章类型: Journal Article
    尽管它对许多生物都有毒性,包括大多数原核生物,一氧化碳(CO)被一些好氧和厌氧的原核生物利用。氢CO利用者使用一氧化碳脱氢酶(CODH)和能量转化氢化酶(ECH)来氧化CO并还原质子以产生H2。这些原核生物构成了罕见的生物圈,即使通过PCR扩增和宏基因组分析也很难检测到。在这项研究中,厌氧CO富集培养,然后构建宏基因组组装基因组(MAG),从潜在的生氢CO利用者中检测到高质量的MAG。在建造的32个MAG中,5是携带CODH基因的潜在CO利用者。在五个MAG中,根据16SrRNA序列同一性将两个分类为热杆菌属,与嗜酸性羧基菌41相关,平均核苷酸同一性(ANI)约为72%。此外,其中2个与Geoglobusactivorans相关,ANI值在75%至77%之间,与G.activoransSBH6相关,一个MAG被确定为Desulfotomaculumkuznetsovii,ANI>96%至D.kuznetsoviiDSM6115。在这项研究中确定的两个热杆菌属MAG含有CODH-ECH基因簇,因此被确定为潜在的生氢CO利用者。然而,这些MAG包含三个CODH基因簇,除CODH-ECH基因簇外,它们还显示出不同的生理功能。总的来说,五个潜在的CO利用者MAG包含16个CODH基因。在这些CODHs中,四组没有与任何已知的CODH蛋白序列聚类(具有>90%的同一性),并扩大了CODH数据库。
    Despite its toxicity to many organisms, including most prokaryotes, carbon monoxide (CO) is utilized by some aerobic and anaerobic prokaryotes. Hydrogenogenic CO utilizers employ carbon monoxide dehydrogenase (CODH) and energy-converting hydrogenase (ECH) to oxidize CO and reduce protons to produce H2. Those prokaryotes constitute a rare biosphere and are difficult to detect even with PCR amplification and with metagenomic analyses. In this study, anaerobic CO-enrichment cultures followed by construction of metagenome assembled genomes (MAGs) detected high-quality MAGs from potential hydrogenogenic CO utilizers. Of 32 MAGs constructed, 5 were potential CO utilizer harboring CODH genes. Of the five MAGs, two were classified into the genus Thermolithobacter on the basis of 16S rRNA sequence identity, related to Carboxydocella tharmautotrophica 41, with an average nucleotide identity (ANI) of approximately 72%. Additionally, two were related to Geoglobus acetivorans with ANI values ranging from 75 to 77% to G. acetivorans SBH6, and one MAG was identified as Desulfotomaculum kuznetsovii with an ANI > 96% to D. kuznetsovii DSM 6115. The two Thermolithobacter MAGs identified in this study contained CODH-ECH gene clusters, and were therefore identified as potential hydrogenogenic CO utilizers. However, these MAGs harbored three CODH gene clusters that showed distinct physiological functions in addition to CODH-ECH gene clusters. In total, the five potential CO utilizer MAGs contained sixteen CODH genes. Among those CODHs, four sets did not cluster with any known CODH protein sequences (with an identity of > 90%), and the CODH database was expanded.
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  • 文章类型: Journal Article
    氨氧化古细菌(AOA)是极地土壤氮循环的关键参与者。这里,我们分析了来自Rásttigáisá的苔原土壤的宏基因组数据,挪威,并恢复了四个分配给'UBA10452'属的宏基因组组装基因组(MAG),Nitrososphaerales顺序的推定AOA的未培养谱系(\'陆地组I.1b\'),Thaumarchaeota门。对其他八个先前报道的MAG和公开获得的扩增子测序数据的分析表明,UBA10452谱系主要存在于酸性极性和高山土壤中。特别是,UBA10452MAG在矿物多年冻土等高度贫营养环境中比在营养丰富的环境中更丰富,植被苔原土壤。UBA10452MAG具有多个与耐寒性相关的基因拷贝,特别是参与DNA复制和修复的基因。基于系统发育,生物地理,和12个UBA10452MAG的生态特征,其中包括高质量的MAG(完成90.8%,3.9%冗余)具有几乎完整的16SrRNA基因,我们提出了一个新的念珠菌属,Ca.亚硝基,有四个物种代表清晰的生物地理/栖息地集群。
    Ammonia-oxidizing archaea (AOA) are key players in the nitrogen cycle of polar soils. Here, we analyzed metagenomic data from tundra soils in Rásttigáisá, Norway, and recovered four metagenome-assembled genomes (MAGs) assigned to the genus \'UBA10452\', an uncultured lineage of putative AOA in the order Nitrososphaerales (\'terrestrial group I.1b\'), phylum Thaumarchaeota. Analysis of other eight previously reported MAGs and publicly available amplicon sequencing data revealed that the UBA10452 lineage is predominantly found in acidic polar and alpine soils. In particular, UBA10452 MAGs were more abundant in highly oligotrophic environments such as mineral permafrost than in more nutrient-rich, vegetated tundra soils. UBA10452 MAGs harbour multiple copies of genes related to cold tolerance, particularly genes involved in DNA replication and repair. Based on the phylogenetic, biogeographic, and ecological characteristics of 12 UBA10452 MAGs, which include a high-quality MAG (90.8% complete, 3.9% redundant) with a nearly complete 16S rRNA gene, we propose a novel Candidatus genus, Ca. Nitrosopolaris, with four species representing clear biogeographic/habitat clusters.
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  • 文章类型: Journal Article
    溶解有机物(DOM)在地下水中砷(As)生物转化中起关键作用,但其组成特征和与当地微生物群落的相互作用仍不清楚。在这项研究中,通过激发-发射矩阵在富含砷的地下水中表征了DOM特征,并结合了分类学和微生物群落的功能,傅里叶变换离子回旋共振质谱和宏基因组测序。结果表明,As浓度与DOM腐殖质(r=0.707,p<0.01)和最主要的腐殖酸样DOM组分(r=0.789,p<0.01)呈极显著正相关。分子表征进一步证明了高DOM氧化度,随着不饱和低氧芳烃的盛行,高砷地下水中的含氮(N1/N2)化合物和独特的CHO分子。这些DOM特性与微生物组成和功能潜力一致。分类学和分级分析都证明了假单胞菌的优势,富含砷的地下水中具有丰富的砷还原基因的微杆菌和鞘草,具有有机碳降解基因,能够不稳定地降解难降解的化合物,并且有机氮矿化产生铵的潜力很高。此外,高砷地下水中大多数组装的垃圾箱具有很强的发酵潜力,可以促进异养微生物的碳利用。这项研究提供了更好地了解DOM矿化对地下水系统中As释放的潜在作用。
    Dissolved organic matter (DOM) play critical roles in arsenic (As) biotransformation in groundwater, but its compositional characteristics and interactions with indigenous microbial communities remain unclear. In this study, DOM signatures coupled with taxonomy and functions of microbial community were characterized in As-enriched groundwater by excitation-emission matrix, Fourier transform ion cyclotron resonance mass spectrometry and metagenomic sequencing. Results showed that As concentrations were significantly positively correlated with DOM humification (r = 0.707, p < 0.01) and the most dominant humic acid-like DOM components (r = 0.789, p < 0.01). Molecular characterization further demonstrated high DOM oxidation degree, with the prevalence of unsaturated oxygen-low aromatics, nitrogen (N1/N2)-containing compounds and unique CHO molecules in high As groundwater. These DOM properties were consistent with microbial composition and functional potentials. Both taxonomy and binning analyses demonstrated the dominance of Pseudomonas stutzeri, Microbacterium and Sphingobium xenophagum in As-enriched groundwater which possessed abundant As-reducing gene, with organic carbon degrading genes capable of labile to recalcitrant compounds degradation and high potentials of organic nitrogen mineralization to generate ammonium. Besides, most assembled bins in high As groundwater presented strong fermentation potentials which could facilitate carbon utilization by heterotrophic microbes. This study provides better insight into the potential role of DOM mineralization for As release in groundwater system.
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  • 文章类型: Journal Article
    背景:在各种各样的废水处理生物反应器中,绿氟门是高度丰富的。有人建议它们在这些生态系统中发挥相关作用,特别是在降解碳化合物和构建絮凝物或颗粒时。然而,由于大多数物种尚未在无菌培养中分离,因此它们的功能尚未得到很好的理解。在这里,我们使用宏基因组方法来研究氯氟菌多样性及其在三个环境不同的生物反应器中的代谢潜力:产甲烷全规模反应器,全尺寸活性污泥反应器和实验室规模的厌氧氨氧化反应器。
    结果:差异覆盖分级方法用于组装17种新氯氟虫物种的基因组,其中两个被提议为新的念珠菌属。此外,我们恢复了属于\'Ca属的第一个代表性基因组。Villigracilis\'.即使分析的样品是从在不同环境条件下运行的生物反应器收集的,组装的基因组共有几个代谢特征:厌氧代谢,发酵途径和几个编码水解酶的基因。有趣的是,来自厌氧氨氧化反应器的基因组分析表明,氯氟菌在氮转化中具有推定的作用。还检测到与粘附性和外多糖产生相关的基因。补充测序分析,通过荧光原位杂交检测丝状形态。
    结论:我们的结果表明,氯氟菌参与有机物降解,脱氮和生物膜聚集,根据环境条件扮演不同的角色。
    The phylum Chloroflexi is highly abundant in a wide variety of wastewater treatment bioreactors. It has been suggested that they play relevant roles in these ecosystems, particularly in degrading carbon compounds and on structuring flocs or granules. Nevertheless, their function is not yet well understood as most species have not been isolated in axenic cultures. Here we used a metagenomic approach to investigate Chloroflexi diversity and their metabolic potential in three environmentally different bioreactors: a methanogenic full-scale reactor, a full-scale activated sludge reactor and a lab scale anammox reactor.
    Differential coverage binning approach was used to assemble the genomes of 17 new Chloroflexi species, two of which are proposed as new Candidatus genus. In addition, we recovered the first representative genome belonging to the genus \'Ca. Villigracilis\'. Even though samples analyzed were collected from bioreactors operating under different environmental conditions, the assembled genomes share several metabolic features: anaerobic metabolism, fermentative pathways and several genes coding for hydrolytic enzymes. Interestingly, genome analysis from the anammox reactor indicated a putative role of Chloroflexi in nitrogen conversion. Genes related to adhesiveness and exopolysaccharides production were also detected. Complementing sequencing analysis, filamentous morphology was detected by Fluorescent in situ hybridization.
    Our results suggest that Chloroflexi participate in organic matter degradation, nitrogen removal and biofilm aggregation, playing different roles according to the environmental conditions.
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  • 文章类型: Journal Article
    病毒是生物学上最丰富的实体,可能是水中粪便污染物的理想指标。人为活动引发了河流生态系统的剧烈变化,导致化学和生物属性发生重大变化。这里,我们评估了使用crAssphage作为南非河流粪便污染指标的可行性。猎枪分析显示这些河流中存在多种crassphage病毒,受到化学和生物污染的影响。总的来说,与原始地点相比,受污染地点的这些病毒的多样性和相对丰度更高。与粪便大肠杆菌计数相反,在原始河流中检测到crAssphage序列,支持上述标记可能是粪便污染的更准确指标的断言。我们的数据表明存在不同的假定宿主,其中包括门细菌的成员,Pseudomonadota,Verrucomicrobiota,还有Bacillota.系统发育分析揭示了新的亚家族,这表明河流可能藏有不同且无特征的crassphage进化枝。这些数据提供了关于多样性的第一个见解,分布,以及crassphage在河流中的功能作用。一起来看,结果支持crAssphage作为水质监测的可行标记的潜在应用。重要河流支持大量人口并提供重要的生态系统服务。尽管应用了粪便大肠杆菌测试和其他标记,我们缺乏快速和可重复的方法来确定河流中的粪便污染。即使在粪便指示细菌(FIB)被认为不存在或低于大肠杆菌的调节水平之后,也有水传播的病毒暴发的报道。这表明需要开发和应用改进的水生生态系统污染物指标。这里,我们评估了crAssphage作为两条南非河流粪便污染指标的可行性。我们评估了丰度,分布,以及通过FIB分析预测原始或污染的地点中这些病毒的多样性。我们证明crAssphage是粪便污染的理想和敏感标记,并描述了crAss样噬菌体的新进化枝。我们的数据中没有已知的类似cr的亚家族,这表明这些病毒的多样性可能反映了地理局部性和依赖性。
    Viruses are the most biologically abundant entities and may be ideal indicators of fecal pollutants in water. Anthropogenic activities have triggered drastic ecosystem changes in rivers, leading to substantial shifts in chemical and biological attributes. Here, we evaluate the viability of using the presence of crAssphage as indicators of fecal contamination in South African rivers. Shotgun analysis revealed diverse crAssphage viruses in these rivers, which are impacted by chemical and biological pollution. Overall, the diversity and relative abundances of these viruses was higher in contaminated sites compared to pristine locations. In contrast to fecal coliform counts, crAssphage sequences were detected in pristine rivers, supporting the assertion that the afore mentioned marker may be a more accurate indicator of fecal contamination. Our data demonstrate the presence of diverse putative hosts which includes members of the phyla Bacteroidota, Pseudomonadota, Verrucomicrobiota, and Bacillota. Phylogenetic analysis revealed novel subfamilies, suggesting that rivers potentially harbor distinct and uncharacterized clades of crAssphage. These data provide the first insights regarding the diversity, distribution, and functional roles of crAssphage in rivers. Taken together, the results support the potential application of crAssphage as viable markers for water quality monitoring. IMPORTANCE Rivers support substantial populations and provide important ecosystem services. Despite the application of fecal coliform tests and other markers, we lack rapid and reproducible approaches for determining fecal contamination in rivers. Waterborne viral outbreaks have been reported even after fecal indicator bacteria (FIB) were suggested to be absent or below regulated levels of coliforms. This indicates a need to develop and apply improved indicators of pollutants in aquatic ecosystems. Here, we evaluate the viability of crAssphage as indicators of fecal contamination in two South African rivers. We assess the abundance, distribution, and diversity of these viruses in sites that had been predicted pristine or contaminated by FIB analysis. We show that crAssphage are ideal and sensitive markers for fecal contamination and describe novel clades of crAss-like phages. Known crAss-like subfamilies were unrepresented in our data, suggesting that the diversity of these viruses may reflect geographic locality and dependence.
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