virome

病毒
  • 文章类型: Journal Article
    Rheumatoid arthritis-associated interstitial lung disease (RA-ILD) is a serious and common extra-articular disease manifestation. Patients with RA-ILD experience reduced bacterial diversity and gut bacteriome alterations. However, the gut mycobiome and virome in these patients have been largely neglected. In this study, we performed whole-metagenome shotgun sequencing on fecal samples from 30 patients with RA-ILD, and 30 with RA-non-ILD, and 40 matched healthy controls. The gut bacteriome and mycobiome were explored using a reference-based approach, while the gut virome was profiled based on a nonredundant viral operational taxonomic unit (vOTU) catalog. The results revealed significant alterations in the gut microbiomes of both RA-ILD and RA-non-ILD groups compared with healthy controls. These alterations encompassed changes in the relative abundances of 351 bacterial species, 65 fungal species, and 4,367 vOTUs. Bacteria such as Bifidobacterium longum, Dorea formicigenerans, and Collinsella aerofaciens were enriched in both patient groups. Ruminococcus gnavus (RA-ILD), Gemmiger formicilis, and Ruminococcus bromii (RA-non-ILD) were uniquely enriched. Conversely, Faecalibacterium prausnitzii, Bacteroides spp., and Roseburia inulinivorans showed depletion in both patient groups. Mycobiome analysis revealed depletion of certain fungi, including Saccharomyces cerevisiae and Candida albicans, in patients with RA compared with healthy subjects. Notably, gut virome alterations were characterized by an increase in Siphoviridae and a decrease in Myoviridae, Microviridae, and Autographiviridae in both patient groups. Hence, multikingdom gut microbial signatures showed promise as diagnostic indicators for both RA-ILD and RA-non-ILD. Overall, this study provides comprehensive insights into the fecal virome, bacteriome, and mycobiome landscapes of RA-ILD and RA-non-ILD gut microbiota, thereby offering potential biomarkers for further mechanistic and clinical research.
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  • 文章类型: Editorial
    血病毒科主要由Anelloviridae,它出现在生命的早期;anellome,它代表了个体内的各种anellovirus,成年后稳定下来[。..].
    The blood virome is dominated by the Anelloviridae family, which emerges early in life; the anellome, which represents the variety of anelloviruses within an individual, stabilizes by adulthood [...].
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  • 文章类型: Journal Article
    背景:呼吸道病毒显著影响全球发病率和死亡率,在人类中引起的疾病比任何其他传染因子都多。除了病原体,各种病毒和细菌定植在呼吸道而不引起疾病,潜在影响呼吸系统疾病的发病机制。然而,我们对呼吸道微生物群的理解受到技术限制,主要关注细菌,忽视病毒等关键群体。尽管最近努力提高我们对人体病毒多样性的理解,我们对与人类呼吸道相关的病毒多样性的了解仍然有限。
    方法:使用关键词在书目和测序数据存储库中进行全面搜索后,我们从公共存储库中检索了鸟枪宏基因组数据(n=85).在手动策展之后,使用EVEREST(pipElineforViralassembly和chaRactEriSaTion)分析来自43项研究的测序数据文件。进一步评估完整和高质量的重叠群的基因组和分类学特征。
    结果:病毒重叠群是从通过EVEREST处理的868个FASTQ文件中的194个获得的。在质量评估的1842个重叠群中,8%(n=146)被归类为完整/高质量基因组。大多数鉴定的病毒重叠群被分类为噬菌体,分类分辨率从超级王国级别到物种级别。捕获的重叠群分布在25个假定的家族中,并且在RNA和DNA病毒之间变化,包括以前未表征的病毒基因组。值得注意的是,气道样本还含有人胃肠道特有的病毒,以前没有被描述为肺部病毒的一部分。此外,通过对集成数据集进行荟萃分析,观察到与人类疾病状态有关的病毒种群内的生态趋势及其沿呼吸道的生物地理分布。
    结论:通过利用shot弹枪宏基因组数据的公开可用存储库,本研究提供了与来自不同疾病谱的人类呼吸道标本相关的病毒基因组的新见解。需要进一步的研究来验证我们的发现并评估这些病毒群落对呼吸道生理学的潜在影响。
    BACKGROUND: Respiratory viruses significantly impact global morbidity and mortality, causing more disease in humans than any other infectious agent. Beyond pathogens, various viruses and bacteria colonize the respiratory tract without causing disease, potentially influencing respiratory diseases\' pathogenesis. Nevertheless, our understanding of respiratory microbiota is limited by technical constraints, predominantly focusing on bacteria and neglecting crucial populations like viruses. Despite recent efforts to improve our understanding of viral diversity in the human body, our knowledge of viral diversity associated with the human respiratory tract remains limited.
    METHODS: Following a comprehensive search in bibliographic and sequencing data repositories using keyword terms, we retrieved shotgun metagenomic data from public repositories (n = 85). After manual curation, sequencing data files from 43 studies were analyzed using EVEREST (pipEline for Viral assEmbly and chaRactEriSaTion). Complete and high-quality contigs were further assessed for genomic and taxonomic characterization.
    RESULTS: Viral contigs were obtained from 194 out of the 868 FASTQ files processed through EVEREST. Of the 1842 contigs that were quality assessed, 8% (n = 146) were classified as complete/high-quality genomes. Most of the identified viral contigs were taxonomically classified as bacteriophages, with taxonomic resolution ranging from the superkingdom level down to the species level. Captured contigs were spread across 25 putative families and varied between RNA and DNA viruses, including previously uncharacterized viral genomes. Of note, airway samples also contained virus(es) characteristic of the human gastrointestinal tract, which have not been previously described as part of the lung virome. Additionally, by performing a meta-analysis of the integrated datasets, ecological trends within viral populations linked to human disease states and their biogeographical distribution along the respiratory tract were observed.
    CONCLUSIONS: By leveraging publicly available repositories of shotgun metagenomic data, the present study provides new insights into viral genomes associated with specimens from the human respiratory tract across different disease spectra. Further studies are required to validate our findings and evaluate the potential impact of these viral communities on respiratory tract physiology.
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  • 文章类型: Journal Article
    生物信息学和测序技术的进步导致越来越多的新RNA病毒的鉴定。这项研究系统地鉴定了柳树胡萝卜蚜虫的RNA病毒,卡瓦氏菌(半翅目:蚜科),使用宏基因组测序和cDNA末端快速扩增(RACE)方法。C.aegopodii是一种广泛分布于欧洲的吸汁昆虫,亚洲,北美,和澳大利亚。木耳对作物生长的有害影响主要源于其摄食活性及其作为传播植物病毒的载体的作用。病毒包括卡瓦氏菌属病毒样病毒1(CAVLV1)和卡瓦氏菌属病毒1(CAIV1)。此外,获得了CAVLV1的完整基因组序列。系统发育,CAVLV1与弗吉尼亚病毒科的未分类分支相关,对宿主抗病毒RNA干扰(RNAi)敏感,导致大量22nt病毒来源的小干扰RNA(vsiRNAs)的积累。另一方面,CAIV1,属于伊夫病毒科,vsiRNAs范围从18到22nt。我们的发现提出了一个全面的分析C.aegopodii的RNA病毒,提供可能有助于未来控制柳树胡萝卜蚜虫的见解。
    The advancement of bioinformatics and sequencing technology has resulted in the identification of an increasing number of new RNA viruses. This study systematically identified the RNA virome of the willow-carrot aphid, Cavariella aegopodii (Hemiptera: Aphididae), using metagenomic sequencing and rapid amplification of cDNA ends (RACE) approaches. C. aegopodii is a sap-sucking insect widely distributed in Europe, Asia, North America, and Australia. The deleterious effects of C. aegopodii on crop growth primarily stem from its feeding activities and its role as a vector for transmitting plant viruses. The virome includes Cavariella aegopodii virga-like virus 1 (CAVLV1) and Cavariella aegopodii iflavirus 1 (CAIV1). Furthermore, the complete genome sequence of CAVLV1 was obtained. Phylogenetically, CAVLV1 is associated with an unclassified branch of the Virgaviridae family and is susceptible to host antiviral RNA interference (RNAi), resulting in the accumulation of a significant number of 22nt virus-derived small interfering RNAs (vsiRNAs). CAIV1, on the other hand, belongs to the Iflaviridae family, with vsiRNAs ranging from 18 to 22 nt. Our findings present a comprehensive analysis of the RNA virome of C. aegopodii for the first time, offering insights that could potentially aid in the future control of the willow-carrot aphid.
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  • 文章类型: Journal Article
    病毒性疾病对番茄作物(SolanumlycopersicumL.)构成重大威胁,世界上最重要的经济蔬菜作物之一。栽培番茄的有限遗传多样性导致其对病毒感染的高度易感性。为了应对这一挑战,番茄育种计划必须利用本地种群和野生近缘种的遗传资源。育种工作可能旨在发展对病毒的广谱抗性。为了识别自然感染19种高级细胞系的病毒,源自本地西红柿,使用小RNA的高通量测序(HTS)和PCR和RT-PCR的确认。番茄花叶病毒(ToMV)的单一和混合感染,番茄金花叶病毒(ToGMoV),并检测到辣椒黄静脉病毒(PHYVV)。重建了墨西哥ToMV分离株的三个变体的完整共有基因组,可能形成一个新的ToMV进化枝,具有明显的3'UTR。没有报道的与ToMV抗性破坏相关的突变表明Tm-1,Tm-2和Tm-22基因理论上可用于赋予抗性。然而,高突变率和3'UTR中63个核苷酸的插入,以及编码126KDa的ORF中的氨基酸突变,183KDa,和墨西哥ToMV分离株的MP,建议有必要评估这些变体克服Tm-1,Tm-2和Tm-22抗性基因的能力。这个评价,以及使用与这些抗性基因相关的分子标记对高级品系进行表征,将在未来的研究中作为育种策略的一部分。这项研究强调了使用HTS对基于共有基因组序列自然感染番茄种质的植物病毒进行准确鉴定和表征的重要性。这项研究为选择适当的疾病管理策略和抗性基因提供了重要的见解,并指导了抗病毒番茄品种的开发育种工作。
    Viral diseases pose a significant threat to tomato crops (Solanum lycopersicum L.), one of the world\'s most economically important vegetable crops. The limited genetic diversity of cultivated tomatoes contributes to their high susceptibility to viral infections. To address this challenge, tomato breeding programs must harness the genetic resources found in native populations and wild relatives. Breeding efforts may aim to develop broad-spectrum resistance against the virome. To identify the viruses naturally infecting 19 advanced lines, derived from native tomatoes, high-throughput sequencing (HTS) of small RNAs and confirmation with PCR and RT-PCR were used. Single and mixed infections with tomato mosaic virus (ToMV), tomato golden mosaic virus (ToGMoV), and pepper huasteco yellow vein virus (PHYVV) were detected. The complete consensus genomes of three variants of Mexican ToMV isolates were reconstructed, potentially forming a new ToMV clade with a distinct 3\' UTR. The absence of reported mutations associated with resistance-breaking to ToMV suggests that the Tm-1, Tm-2, and Tm-22 genes could theoretically be used to confer resistance. However, the high mutation rates and a 63 nucleotide insertion in the 3\' UTR, as well as amino acid mutations in the ORFs encoding 126 KDa, 183 KDa, and MP of Mexican ToMV isolates, suggest that it is necessary to evaluate the capacity of these variants to overcome Tm-1, Tm-2, and Tm-22 resistance genes. This evaluation, along with the characterization of advanced lines using molecular markers linked to these resistant genes, will be addressed in future studies as part of the breeding strategy. This study emphasizes the importance of using HTS for accurate identification and characterization of plant viruses that naturally infect tomato germplasm based on the consensus genome sequences. This study provides crucial insights to select appropriate disease management strategies and resistance genes and guide breeding efforts toward the development of virus-resistant tomato varieties.
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  • 文章类型: Journal Article
    围生动物是沿海生态系统中必不可少的底栖动物,在水产养殖中作为活饲料发挥着重要作用。由于它们的高蛋白和低脂肪的营养成分。尽管它们的生态重要性,需要更好地了解与这些生物相关的病毒群落。在这项研究中,我们使用元转录组测序和从头组装5.3×103个病毒相关重叠群产生了2.6×108个读段。我们从两个物种中鉴定出12种新型RNA病毒,腹鱼和P.wilsoni,它们被分为四个主要的病毒组:皮克氏病毒科,Marnaviridae,未分类的Picornavirales,和未分类的Bunyavirales.我们的发现揭示了Perinereis中隐藏的病毒和基因组结构的多样性,丰富了RNA病毒层,扩大了Picobirnaviridae的宿主范围,Marnaviridae,还有Bunyavirales.这项研究还强调了Perinereis携带的新型病毒对水产养殖的潜在生物安全风险。
    Perinereis species are essential benthonic animals in coastal ecosystems and have significant roles as live feed in aquaculture, owing to their high-protein and low-fat nutritional profile. Despite their ecological importance, the viral communities associated with these organisms need to be better understood. In this study, we generated 2.6 × 108 reads using meta-transcriptomic sequencing and de novo assembled 5.3 × 103 virus-associated contigs. We identified 12 novel RNA viruses from two species, Perinereis aibuhitensis and P. wilsoni, which were classified into four major viral groups: Picobirnaviridae, Marnaviridae, unclassified Picornavirales, and unclassified Bunyavirales. Our findings revealed the hidden diversity of viruses and genome structures in Perinereis, enriching the RNA virosphere and expanding the host range of Picobirnaviridae, Marnaviridae, and Bunyavirales. This study also highlighted the potential biosecurity risk of the novel viruses carried by Perinereis to aquaculture.
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  • 文章类型: Journal Article
    背景:关于鸟类的病毒学研究,包括鸡相对稀缺,特别是来自非洲大陆。尽管RNA病毒不断进化,家禽因季节性病毒爆发而遭受严重损失,RNA病毒组成的信息由于其高度不稳定的性质而变得更加贫乏,遗传多样性,以及与表征相关的困难。此外,有关可能调节鸟类中某些病毒发生的因素的信息有限,特别是对驯养的鸟类。病毒宏基因组学通过测序技术的进步,已经能够使用各种样品表征不同宿主物种的整个病毒体。
    方法:测定了在两个独立季节的3个时间点收集的来自南非农场的27个无症状鸡的粪便样品中存在的复杂RNA病毒成分,进一步研究了鸡的年龄和采集季节对病毒丰度和多样性的影响。这项研究利用了非侵入性粪便取样方法,mRNA病毒靶向富集步骤,一个完整的转录组扩增策略,Illumina测序,和生物信息学工具。
    结果:获得的结果显示,共有48种病毒,跨越11个订单,15科21属。病毒RNA家族,如冠状病毒,小导航科,呼肠孤病毒科,星状病毒科,杯状病毒科,Picorbirnaviridae和逆转录病毒科丰富,其中小核糖核酸病毒,在所调查的27个粪便样本中,三个年龄组(2、4和7周)和两个季节(夏季和冬季)的患病率为100%。对所调查的不同鸡群之间的变异程度的进一步调查表明,鸡群之间的病毒多样性和丰度受年龄(P=0.01099)和季节(P=0.00099)的显着影响。而对于年龄(P=0.146)和季节(P=0.242)的一组(α多样性)样品中的病毒脱落没有影响。
    结论:存在非常不同的鸡RNA病毒,包括鸟类,哺乳动物,真菌,和饮食相关的病毒,强调了理解因果关系所固有的复杂性,动力学,和RNA病毒在所研究的鸡群内的种间传播。因此,鸡,即使没有明显的症状,可以携带可能表现出机会主义的病毒,共生,或致病特征。
    BACKGROUND: Virome studies on birds, including chickens are relatively scarce, particularly from the African continent. Despite the continuous evolution of RNA viruses and severe losses recorded in poultry from seasonal viral outbreaks, the information on RNA virome composition is even scantier as a result of their highly unstable nature, genetic diversity, and difficulties associated with characterization. Also, information on factors that may modulate the occurrence of some viruses in birds is limited, particularly for domesticated birds. Viral metagenomics through advancements in sequencing technologies, has enabled the characterization of the entire virome of diverse host species using various samples.
    METHODS: The complex RNA viral constituents present in 27 faecal samples of asymptomatic chickens from a South African farm collected at 3-time points from two independent seasons were determined, and the impact of the chicken\'s age and collection season on viral abundance and diversity was further investigated. The study utilized the non-invasive faecal sampling method, mRNA viral targeted enrichment steps, a whole transcriptome amplification strategy, Illumina sequencing, and bioinformatics tools.
    RESULTS: The results obtained revealed a total of 48 viral species spanning across 11 orders, 15 families and 21 genera. Viral RNA families such as Coronaviridae, Picornaviridae, Reoviridae, Astroviridae, Caliciviridae, Picorbirnaviridae and Retroviridae were abundant, among which picornaviruses, demonstrated a 100% prevalence across the three age groups (2, 4 and 7 weeks) and two seasons (summer and winter) of the 27 faecal samples investigated. A further probe into the extent of variation between the different chicken groups investigated indicated that viral diversity and abundance were significantly influenced by age (P = 0.01099) and season (P = 0.00099) between chicken groups, while there was no effect on viral shedding within samples in a group (alpha diversity) for age (P = 0.146) and season (P = 0.242).
    CONCLUSIONS: The presence of an exceedingly varied chicken RNA virome, encompassing avian, mammalian, fungal, and dietary-associated viruses, underscores the complexities inherent in comprehending the causation, dynamics, and interspecies transmission of RNA viruses within the investigated chicken population. Hence, chickens, even in the absence of discernible symptoms, can harbour viruses that may exhibit opportunistic, commensal, or pathogenic characteristics.
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  • 文章类型: Journal Article
    背景:泛病毒检测,一般的病毒检测,可能是具有挑战性的,主要是由于病毒中缺乏普遍保守的遗传元件。宏基因组下一代测序可以通过提供对微生物群落的无偏见概述,为这个问题提供有希望的解决方案。无需事先选择目标即可检测任何病毒。然而,利用宏基因组下一代测序进行病毒调查的一个主要挑战是数据分析可能非常复杂,涉及许多数据处理步骤。
    结果:这里,我们介绍随行人员来应对这一挑战。Entourage支持短读取序列组装,使用基于重叠群的方法在有或没有参考病毒靶标的情况下进行病毒序列搜索,和样本内序列变异定量。Entourage中实现了多个工作流程,以便通过单个命令行进行端到端病毒序列检测分析,从阅读清洁,序列装配,病毒序列搜索。产生的结果是全面的,允许全面的质量控制,可靠性评估,和解释。我们通过使用Entourage来全面搜索目标病毒序列以及从掺入病毒的HeLa细胞培养样品中产生的原始序列读取数据,从而说明Entourage的实用程序作为病毒检测的简化工作流程。此外,我们通过分析预组装的TaraOceans数据集来展示其在现实世界数据集上的灵活性和性能。总的来说,我们的结果表明,即使在个位数的低病毒测序深度下,Entourage也表现良好,它可以有效地发现新病毒。此外,通过使用从患有慢性SARS-CoV-2感染的患者产生的序列数据,我们展示了Entourage量化病毒样片遗传变异的能力,并生成说明结果的出版物质量图。
    结论:Entourage是多功能一体的,多才多艺,以及用于病毒调查的简化的生物信息学软件,开发的重点是易用性。根据MIT许可,Entourage可在https://codebug.org/CENMIG/Entourage获得。
    BACKGROUND: Pan-virus detection, and virome investigation in general, can be challenging, mainly due to the lack of universally conserved genetic elements in viruses. Metagenomic next-generation sequencing can offer a promising solution to this problem by providing an unbiased overview of the microbial community, enabling detection of any viruses without prior target selection. However, a major challenge in utilising metagenomic next-generation sequencing for virome investigation is that data analysis can be highly complex, involving numerous data processing steps.
    RESULTS: Here, we present Entourage to address this challenge. Entourage enables short-read sequence assembly, viral sequence search with or without reference virus targets using contig-based approaches, and intrasample sequence variation quantification. Several workflows are implemented in Entourage to facilitate end-to-end virus sequence detection analysis through a single command line, from read cleaning, sequence assembly, to virus sequence searching. The results generated are comprehensive, allowing for thorough quality control, reliability assessment, and interpretation. We illustrate Entourage\'s utility as a streamlined workflow for virus detection by employing it to comprehensively search for target virus sequences and beyond in raw sequence read data generated from HeLa cell culture samples spiked with viruses. Furthermore, we showcase its flexibility and performance on a real-world dataset by analysing a preassembled Tara Oceans dataset. Overall, our results show that Entourage performs well even with low virus sequencing depth in single digits, and it can be used to discover novel viruses effectively. Additionally, by using sequence data generated from a patient with chronic SARS-CoV-2 infection, we demonstrate Entourage\'s capability to quantify virus intrasample genetic variations, and generate publication-quality figures illustrating the results.
    CONCLUSIONS: Entourage is an all-in-one, versatile, and streamlined bioinformatics software for virome investigation, developed with a focus on ease of use. Entourage is available at https://codeberg.org/CENMIG/Entourage under the MIT license.
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  • 文章类型: Journal Article
    历史上被微生物生态学家忽视,土壤病毒现在被认为对全球生物地球化学循环至关重要。然而,我们对它们全球分布的理解,与土壤微生物组的活动和相互作用仍然有限。这里我们展示了全球土壤病毒图集,从2,953个先前测序的土壤宏基因组中汇编的综合数据集,由616,935个未培养的病毒基因组和38,508个独特的病毒操作分类单位组成。来自全球土壤病毒图谱的稀疏曲线表明,大多数土壤病毒多样性仍未被探索,进一步强调了高空间周转率和跨样本共享病毒操作分类单位的低比率。通过检查与生物地球化学功能相关的基因,我们还证明了病毒可能影响土壤碳和养分循环。这项研究代表了土壤病毒多样性的广泛表征,并为开发有关病毒层在土壤微生物组和全球生物地球化学中的作用的可测试假设奠定了基础。
    Historically neglected by microbial ecologists, soil viruses are now thought to be critical to global biogeochemical cycles. However, our understanding of their global distribution, activities and interactions with the soil microbiome remains limited. Here we present the Global Soil Virus Atlas, a comprehensive dataset compiled from 2,953 previously sequenced soil metagenomes and composed of 616,935 uncultivated viral genomes and 38,508 unique viral operational taxonomic units. Rarefaction curves from the Global Soil Virus Atlas indicate that most soil viral diversity remains unexplored, further underscored by high spatial turnover and low rates of shared viral operational taxonomic units across samples. By examining genes associated with biogeochemical functions, we also demonstrate the viral potential to impact soil carbon and nutrient cycling. This study represents an extensive characterization of soil viral diversity and provides a foundation for developing testable hypotheses regarding the role of the virosphere in the soil microbiome and global biogeochemistry.
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  • 文章类型: Journal Article
    废水生物处理系统蕴藏着丰富多样的微生物,生物处理系统的有效性在很大程度上取决于这些微生物的活性。具体来说,病毒在整个感染阶段改变微生物行为和代谢过程中起着至关重要的作用,一个最近引起了相当大兴趣的方面。两种宏基因组方法,病毒样颗粒浓缩(VPC,代表游离病毒样颗粒)和非浓缩(NC,代表细胞部分),被用来评估它们在揭示病毒学特征方面的功效,包括分类法,多样性,主机交互,生活方式,动力学,和三个污水处理厂(WWTP)处理单元中的功能基因。我们的研究结果表明,每种方法都提供了对病毒群落和功能组成的独特见解。它们的联合使用被证明可有效阐明WWTP病毒。我们发现了近50,000个病毒重叠群,Cressdnaviricota和Uroviricota是VPC和NC部分中的主要门,分别。值得注意的是,两个致病性病毒家族,Asfarviridae和腺病毒科,常见于这些污水处理厂。我们还观察到处理不同类型废水的WWTP的病毒体存在显着差异。此外,各种噬菌体来源的辅助代谢基因(AMGs)在RNA水平上是活跃的,促进微生物群落的新陈代谢,特别是在碳中,硫磺,和磷循环。此外,我们确定了29个病毒携带的抗生素抗性基因(ARGs),具有宿主转移的潜力,强调病毒在环境中传播ARGs的作用。总的来说,通过应用VPC和NC宏基因组方法,本研究提供了三个WWTP中病毒层的详细和综合视图。我们的发现增强了对病毒群落的理解,为优化废水处理系统的运行和调节提供有价值的见解。
    Wastewater biotreatment systems harbor a rich diversity of microorganisms, and the effectiveness of biotreatment systems largely depends on the activity of these microorganisms. Specifically, viruses play a crucial role in altering microbial behavior and metabolic processes throughout their infection phases, an aspect that has recently attracted considerable interest. Two metagenomic approaches, viral-like particle-concentrated (VPC, representing free viral-like particles) and non-concentrated (NC, representing the cellular fraction), were employed to assess their efficacy in revealing virome characteristics, including taxonomy, diversity, host interactions, lifestyle, dynamics, and functional genes across processing units of three wastewater treatment plants (WWTPs). Our findings indicate that each approach offers unique insights into the viral community and functional composition. Their combined use proved effective in elucidating WWTP viromes. We identified nearly 50,000 viral contigs, with Cressdnaviricota and Uroviricota being the predominant phyla in the VPC and NC fractions, respectively. Notably, two pathogenic viral families, Asfarviridae and Adenoviridae, were commonly found in these WWTPs. We also observed significant differences in the viromes of WWTPs processing different types of wastewater. Additionally, various phage-derived auxiliary metabolic genes (AMGs) were active at the RNA level, contributing to the metabolism of the microbial community, particularly in carbon, sulfur, and phosphorus cycling. Moreover, we identified 29 virus-carried antibiotic resistance genes (ARGs) with potential for host transfer, highlighting the role of viruses in spreading ARGs in the environment. Overall, this study provides a detailed and integrated view of the virosphere in three WWTPs through the application of VPC and NC metagenomic approaches. Our findings enhance the understanding of viral communities, offering valuable insights for optimizing the operation and regulation of wastewater treatment systems.
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