sequencing

测序
  • 文章类型: Journal Article
    茎色是冬瓜的重要农艺性状。然而,其调控基因尚未被鉴定。在这项研究中,对由两个亲本(GX-71和MY-1)构建的105个自交系进行了测序,并使用数量性状基因座测序来挖掘调节冬瓜茎色的基因。结果确定了两个与茎颜色相关的数量性状位点,qSC5和qSC12,位于Chr05(11,134,567-16,459,268)和Chr12(74,618,168-75,712,335),分别。qSC5的表型变异率为36.9%,最大检测限为16.9。qSC12的表型变异率为20.9%,最大检出限为11.2。Bch05G003950(命名为BchAPRR2)和Bch12G020400被鉴定为参与冬瓜茎色调节的候选基因。绿茎冬瓜的叶绿素含量和BchAPRR2和Bch12G020400的表达明显高于白茎冬瓜。因此,BchAPRR2和Bch12G020400被认为是冬瓜茎色的主要和次要调控基因,分别。最后,开发了与BchAPRR2密切相关的InDel标记,以验证55个种质系冬瓜茎色性状的预测,准确率为81.8%。这些发现为探索冬瓜茎色的遗传调控和今后冬瓜育种研究奠定了基础。
    Stem color is an important agronomic trait of wax gourds. However, its regulatory genes have not been identified. In this study, 105 inbred lines constructed from two parents (GX-71 and MY-1) were sequenced and quantitative trait loci sequencing was used to mine the genes that regulate stem color in wax gourds. The results identified two quantitative trait loci related to stem color, qSC5 and qSC12, located on Chr05 (11,134,567-16,459,268) and Chr12 (74,618,168-75,712,335), respectively. The qSC5 had a phenotypic variation rate of 36.9% and a maximum limit of detection of 16.9. And the qSC12 had a phenotypic variation rate of 20.9%, and a maximum limit of detection of 11.2. Bch05G003950 (named BchAPRR2) and Bch12G020400 were identified as candidate genes involved in stem color regulation in wax gourds. The chlorophyll content and expression of BchAPRR2 and Bch12G020400 were significantly higher in green-stemmed wax gourds than in white-stemmed ones. Therefore, BchAPRR2 and Bch12G020400 were considered the main and secondary regulatory genes for wax gourd stem color, respectively. Finally, InDel markers closely linked to BchAPRR2 were developed to validate the prediction of wax gourd stem color traits in 55 germplasm lines, with an accuracy of 81.8%. These findings lay the foundation for exploring the genetic regulation of wax gourd stem color and future research on wax gourd breeding.
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  • 文章类型: Journal Article
    肠道微生物群在调节宿主代谢中起着关键作用,免疫反应,整体健康,和额外的生理维度。肠道微生物群的结构和功能特征可能在一定程度上引起宿主体内的改变。肠道微生物群的组成与环境因素有关,饮食习惯,和其他相关条件。对牦牛肠道菌群的研究仍相对不足。对牦牛肠道微生物群的研究有望阐明微生物群落与宿主对其环境的适应性反应之间的复杂关系。在这项研究中,牦牛是从两个不同的环境条件中选择的:在棚子中饲养的牦牛(NS,n=6)并在尼木县放牧(NF,n=6)。从牦牛收集粪便样品,随后处理用于通过16SrDNA和ITS测序方法进行分析。结果表明,不同的饲养方式导致牦牛肠道真菌Alpha多样性存在显著差异,而圈养牦牛的肠道菌群相对保守。此外,不同分类群的微生物丰度存在显著差异,NF组的针叶草微生物区显着富集,而NS组则较高。在属一级,Akkermansia,拟芽孢杆菌,罗斯布里亚,Dorea,UCG_012,Anaerovorax和Marvinbryantia在NF组中富集,而Desemzia,Olsenella,Kocuria,NS组鸟氨酸和副杆菌属较高(P<0.05或P<0.01)。两组之间的肠道菌群功能存在显着差异。观察到的变化可能受到围栏内部和外部的喂养方法和环境条件差异的影响。这项调查的结果为增强牦牛的繁殖和扩大牦牛产业提供了前瞻性见解。
    The intestinal microbiota assumes a pivotal role in modulating host metabolism, immune responses, overall health, and additional physiological dimensions. The structural and functional characteristics of the intestinal microbiota may cause alterations within the host\'s body to a certain extent. The composition of the gut microbiota is associated with environmental factors, dietary habits, and other pertinent conditions. The investigation into the gut microbiota of yaks remained relatively underexplored. An examination of yak gut microbiota holds promise in elucidating the complex relationship between microbial communities and the adaptive responses of the host to its environment. In this study, yak were selected from two distinct environmental conditions: those raised in sheds (NS, n=6) and grazed in Nimu County (NF, n=6). Fecal samples were collected from the yaks and subsequently processed for analysis through 16S rDNA and ITS sequencing methodologies. The results revealed that different feeding styles result in significant differences in the Alpha diversity of fungi in the gut of yaks, while the gut microbiota of captive yaks was relatively conserved. In addition, significant differences appeared in the abundance of microorganisms in different taxa, phylum Verrucomicrobiota was significantly enriched in group NF while Firmicutes was higher in group NS. At the genus level, Akkermansia, Paenibacillus, Roseburia, Dorea, UCG_012, Anaerovorax and Marvinbryantia were enriched in group NF while Desemzia, Olsenella, Kocuria, Ornithinimicrobium and Parvibacter were higher in group NS (P<0.05 or P<0.01). There was a significant difference in the function of gut microbiota between the two groups. The observed variations are likely influenced by differences in feeding methods and environmental conditions both inside and outside the pen. The findings of this investigation offer prospective insights into enhancing the yak breeding and expansion of the yak industry.
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  • 文章类型: Journal Article
    介质阻挡放电(DBD)等离子体调节活性氧(ROS)的水平,这对精子质量至关重要。microRNAs(miRNAs)是由内源性基因编码的非编码单链RNA分子,调节动物的转录后基因表达。目前,目前尚不清楚DBD血浆是否可以通过miRNAs调节精子ROS水平。为进一步了解DBD血浆对精子ROS水平的调控机制,使用Illumina深度测序技术检测新鲜公猪精子中的miRNA。我们发现25个已知的miRNAs和50个新的miRNAs显著上调,14个已知的miRNA和74个新的miRNA在DBD血浆处理的精子中显著下调。基因本体论(GO)和京都基因和基因组百科全书(KEGG)分析表明,差异表达的miRNA的靶基因涉及与抗氧化剂相关的许多活性和途径。我们验证了DBD血浆显着提高了公猪精子质量并降低了ROS水平。这些结果表明DBD血浆可以通过通过miRNA调节ROS水平来提高精子质量。我们的发现提供了一种通过miRNA靶向调节ROS来提高精子质量的潜在策略。这有助于增加男性生殖和在临床实践中保护冷冻保存的精液。
    Dielectric barrier discharge (DBD) plasma regulates the levels of reactive oxygen species (ROS), which are critical for sperm quality. MicroRNAs (miRNAs) are non-coding single-stranded RNA molecules encoded by endogenous genes, which regulate post-transcriptional gene expression in animals. At present, it is unknown whether DBD plasma can regulate sperm ROS levels through miRNAs. To further understand the regulatory mechanism of DBD plasma on sperm ROS levels, miRNAs in fresh boar spermatozoa were detected using Illumina deep sequencing technology. We found that 25 known miRNAs and 50 novel miRNAs were significantly upregulated, and 14 known miRNAs and 74 novel miRNAs were significantly downregulated in DBD plasma-treated spermatozoa. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis showed that target genes of differentially expressed miRNAs were involved in many activities and pathways associated with antioxidants. We verified that DBD plasma significantly increased boar sperm quality and reduced ROS levels. These results suggest that DBD plasma can improve sperm quality by regulating ROS levels via miRNAs. Our findings provide a potential strategy to improve sperm quality through miRNA-targeted regulation of ROS, which helps to increase male reproduction and protect cryopreserved semen in clinical practice.
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  • 文章类型: Journal Article
    背景:食管癌和贲门腺癌在中国南方潮汕地区发病率较高。多灶性食管癌和贲门癌(MECC)在临床实践中通常在该地区观察到。然而,MECC的基因组特征仍不清楚.
    方法:在本研究中,总共分析了2123例EC和GCA的临床样本,以确定多灶性肿瘤的频率,以及它们的发生部位和病理类型。Cox比例风险回归用于建立年龄之间的关系模型,性别,在我们对541例患者队列的分析中,肿瘤状态与生存有关,有可用的随访数据。我们对10例MECC患者的20个肿瘤病灶和10个正常样本进行了全基因组测序,以推断6例MECC患者的克隆结构,以探索基因组特征。
    结果:EC和GCA的MECC率为5.65%(2123中的121)。年龄和性别是可能影响MECC风险的潜在因素(p<0.001)。此外,与单肿瘤患者相比,MECC患者的生存率较差。我们发现6例患者的12个病灶是多中心起源模型(MC),与转移模型相比,其在成对病灶中表现出明显的异质性,并且免疫基因中的种系突变数量增加。在MC案例中,同一患者的不同病变由不同的突变和拷贝数变异(CNV)事件驱动.尽管TP53和其他驱动突变基因在样本中的频率很高,它们的突变位点在配对肿瘤标本中显示出显著的异质性.另一方面,CNV基因在配对样本中表现出更高的一致性,特别是在癌基因的扩增和抑癌基因的缺失方面。
    结论:肿瘤间异质性的程度表明MECC的单克隆和多克隆起源,这可以深入了解MECC的基因组多样性并指导临床实施。
    BACKGROUND: Esophageal carcinoma (EC) and gastric cardiac adenocarcinoma (GCA) have high incidence rates in the Chaoshan region of South China. Multifocal esophageal and cardiac cancer (MECC) is commonly observed in this region in clinical practice. However, the genomic characteristics of MECC remains unclear.
    METHODS: In this study, a total of 2123 clinical samples of EC and GCA were analyzed to determine the frequency of multifocal tumors, as well as their occurrence sites and pathological types. Cox proportional hazards regression was used to model the relationship between age, sex, and tumor state concerning survival in our analysis of the cohort of 541 patients with available follow-up data. We performed whole-genome sequencing on 20 tumor foci and 10 normal samples from 10 MECC patients to infer clonal structure on 6 MECC patients to explore genome characteristics.
    RESULTS: The MECC rate of EC and GCA was 5.65% (121 of 2123). Age and sex were potential factors that may influence the risk of MECC (p < 0.001). Furthermore, MECC patients showed worse survival compared with single tumor patients. We found that 12 foci from 6 patients were multicentric origin model (MC), which exhibited significant heterogeneity of variations in paired foci and had an increased number of germline mutations in immune genes compared to metastatic model. In MC cases, different lesions in the same patient were driven by distinct mutation and copy number variation (CNV) events. Although TP53 and other driver mutation genes have a high frequency in the samples, their mutation sites show significant heterogeneity in paired tumor specimens. On the other hand, CNV genes exhibited higher concordance in paired samples, especially in the amplification of oncogenes and the deletion of tumor suppressor genes.
    CONCLUSIONS: The extent of inter-tumor heterogeneity suggests both monoclonal and polyclonal origins of MECC, which could provide insight into the genome diversity of MECC and guide clinical implementation.
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  • 文章类型: Journal Article
    基于表型的食源性致病菌的拉曼光谱快速鉴定受到越来越多的关注,通过基因型测定的拉曼指纹数据库的可靠性至关重要。在研究中,基于t分布随机近邻嵌入(t-SNE)和支持向量机(SVM)建立4种食源性致病菌分类模型,识别准确率为97.04%。通过拉曼激活细胞喷射(RACE)将模型命名的目标细菌喷射,然后扩增单细胞基因组DNA用于物种分析。靶细胞的预测表型和实际基因型之间的正确匹配的准确度为至少83.3%。此外,通过该模型预测了与物种一致的所有预期测序结果.总之,基于拉曼光谱与机器学习相结合的拉曼指纹数据库在食源性致病菌快速检测领域具有良好的应用前景。
    Raman spectroscopy for rapid identification of foodborne pathogens based on phenotype has attracted increasing attention, and the reliability of the Raman fingerprint database through genotypic determination is crucial. In the research, the classification model of four foodborne pathogens was established based on t-distributed stochastic neighbor embedding (t-SNE) and support vector machine (SVM); the recognition accuracy was 97.04%. The target bacteria named by the model were ejected through Raman-activated cell ejection (RACE), and then single-cell genomic DNA was amplified for species analysis. The accuracy of correct matches between the predicted phenotype and the actual genotype of the target cells was at least 83.3%. Furthermore, all anticipant sequencing results brought into correspondence with the species were predicted through the model. In sum, the Raman fingerprint database based on Raman spectroscopy combined with machine learning was reliable and promising in the field of rapid detection of foodborne pathogens.
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  • 文章类型: Journal Article
    小RNA(sRNAs)是重要的非编码RNA调节因子,在植物病原菌的发育和致病过程中起着关键作用。以及其他生物过程。然而,这些丰富和变化的sRNAs是否参与疫霉的发育或感染仍然是一个谜。在这项研究中,辣椒疫霉4个无性阶段的sRNA测序(P.capsici),即,作为菌丝体(HY),孢子囊(SP),游动孢子(ZO),囊肿(CY),和辣椒感染P.capsici(IN),被执行,然后进行sRNA分析,microRNA(miRNA)鉴定,和miRNA靶标预测。sRNAs主要分布在HY的25-26nt,SP,和ZO,但在CY和IN中以18-34nt分布。在HY中鉴定了92、42、176、39和148个已知的miRNA和15、19、54、13和1个新的miRNA,SP,ZO,CY,在,分别。发现已知miRNA的表达谱在不同阶段差异很大,可以分为4类。新的miRNAs大多属于I部分。对已知的miRNA靶向基因的基因本体论(GO)分析表明,它们参与了催化活性途径,绑定函数,和其他生物过程。新的miRNA靶向基因的京都基因和基因组百科全书(KEGG)分析表明,它们参与赖氨酸降解途径。使用定量逆转录-聚合酶链反应(qRT-PCR)验证候选miRNA的表达,和miRNA在PcDCL1或PcAGO1突变体中下调。为了进一步探索检测到的miRNA的功能,一种新的miRNA的前体,miR91被CRISPR-Cas9敲除,突变体显示菌丝生长减少,孢子囊生产,和游动孢子生产。发现503142(肌醇多磷酸5-磷酸酶和相关蛋白)可以预测为miR91的靶标,并使用烟草瞬时表达系统验证了miR91与503142之间的相互作用。总的来说,我们的结果表明,不同和差异表达的sRNAs参与了辣椒假单胞菌的发育和发病机制。
    Small RNAs (sRNAs) are important non-coding RNA regulators that play key roles in the development and pathogenesis of plant pathogens, as well as in other biological processes. However, whether these abundant and varying sRNAs are involved in Phytophthora development or infection remains enigmatic. In this study, sRNA sequencing of 4 asexual stages of Phytophthora capsici (P. capsici), namely, as mycelia (HY), sporangia (SP), zoospores (ZO), cysts (CY), and pepper infected with P. capsici (IN), were performed, followed by sRNA analysis, microRNA (miRNA) identification, and miRNA target prediction. sRNAs were mainly distributed at 25-26 nt in HY, SP, and ZO but distributed at 18-34 nt in CY and IN. 92, 42, 176, 39, and 148 known miRNAs and 15, 19, 54, 13, and 1 novel miRNA were identified in HY, SP, ZO, CY, and IN, respectively. It was found that the expression profiles of known miRNAs vary greatly at different stages and could be divided into 4 categories. Novel miRNAs mostly belong to part I. Gene ontology (GO) analysis of known miRNA-targeting genes showed that they are involved in the catalytic activity pathway, binding function, and other biological processes. Kyoto Encyclopedia of Gene and Genome (KEGG) analysis of novel miRNA-targeting genes showed that they are involved in the lysine degradation pathway. The expression of candidate miRNAs was validated using quantitative reverse transcription-polymerase chain reaction (qRT-PCR), and miRNAs were downregulated in PcDCL1 or PcAGO1 mutants. To further explore the function of the detected miRNAs, the precursor of a novel miRNA, miR91, was knockout by CRISPR-Cas9, the mutants displayed decreased mycelial growth, sporangia production, and zoospore production. It was found that 503142 (Inositol polyphosphate 5-phosphatase and related proteins) can be predicted as a target of miR91, and the interaction between miR91 and 503142 was verified using the tobacco transient expression system. Overall, our results indicate that the diverse and differentially expressed sRNAs are involved in the development and pathogenesis of P. capsici.
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  • 文章类型: Journal Article
    病毒与宿主RNA-RNA相互作用直接调节宿主mRNA稳定性和病毒复制。然而,全球分析病毒与宿主的原位RNA-RNA相互作用仍然具有挑战性.这里,我们提出了一种基于RNA原位构象测序(RIC-seq)的方案,用于在感染细胞中绘制高置信度病毒与宿主的原位RNA-RNA相互作用。我们详细介绍了甲醛交联的步骤,pCp-生物素标记,原位邻近结扎,嵌合RNA富集,链特定库的构建,和数据分析。该方案允许无偏鉴定各种RNA病毒的病毒与宿主RNA-RNA相互作用,并且可能适用于DNA病毒衍生的转录本。有关此协议的使用和执行的完整详细信息,请参考赵等人1。
    Virus-to-host RNA-RNA interactions directly regulate host mRNA stability and viral replication. However, globally profiling virus-to-host in situ RNA-RNA interactions remains challenging. Here, we present an RNA in situ conformation sequencing (RIC-seq)-based protocol for mapping high-confidence virus-to-host in situ RNA-RNA interactions in infected cells. We detail steps for formaldehyde crosslinking, pCp-biotin labeling, in situ proximity ligation, chimeric RNA enrichment, strand-specific library construction, and data analysis. This protocol allows unbiased identification of virus-to-host RNA-RNA interactions for various RNA viruses and is potentially applicable to DNA virus-derived transcripts. For complete details on the use and execution of this protocol, please refer to Zhao et al.1.
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  • 文章类型: Journal Article
    饮食是影响微生物群的重要组成部分,关于萨福克杂交与不同饲料的藏族(SCT)动物的微生物组的数据较少。本研究旨在比较饲喂不同牧草的SCT绵羊中的真菌微生物群。AH(苜蓿和燕麦草)绵羊组回肠样品的测序,BH(草和浓缩饲料的混合物),CH(浓缩进料I),DH(浓缩进料II)和EH(浓缩进料III)获得3,171,271个原始序列和2,719,649个过滤序列。浓缩饲料改变了SCT绵羊的真菌微生物群,其中三个门和47个属在各组之间存在显着差异。属包括Scytalium的阳性属和Sarocladium的阴性真菌,Kazachstania,赤霉素,室管炎,念珠菌,Wickerhamomyces.我们的研究结果将有助于在高原地区高效饲喂SCT绵羊。
    Diet is an important component to influence microbiota, there are less data available about the microbiome of Suffolk cross with Tibetan (SCT) animals with different fodders. The current study was conducted for comparing the fungi microbiota in SCT sheep fed with different forages. Sequencing of ileum samples from sheep groups of AH (alfalfa and oat grass), BH (mixture of grass and concentrated feeds), CH (concentrated feed I), DH (concentrated feed II) and EH (concentrated feed III) achieved 3,171,271 raw and 2,719,649 filtered sequences. Concentrated feeds changed fungi microbiota in SCT sheep with three phyla and 47 genera significantly different among the groups. Genera include positive genus of Scytalidium and negative fungi of Sarocladium, Kazachstania, Gibberella, Scytalidium, Candida, Wickerhamomyces. The findings of our study will contribute to efficient feeding of SCT sheep at cold plateau areas.
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  • 文章类型: Systematic Review
    前列腺癌(PCa)是老年男性最具威胁性的健康问题之一。然而,长期以来,我们对这种疾病的认识一直受到研究技术的限制。最近,测序技术和组学研究的成熟加速了PCa的研究,将自己确立为这一领域的重要推动力。
    我们于7月3日评估了WebofScience(WoS)数据库中有关PCa测序和组学研究的出版物,2023年。Bibliometrix用于对国家/隶属关系进行前瞻性文献计量分析,作者,来源,出版物,和关键词。随后,进行了有目的的大量文献阅读,分析了该领域的研究热点。
    3325出版物被纳入研究。与PCa的测序和组学研究相关的研究最近显示出明显增加。美国和中国是生产力最高的国家,并紧密合作。CHINNAIYANAM被确定为最具影响力的作者,和癌症研究在这一领域表现出巨大的影响。高度引用的出版物及其共同引用关系用于过滤文献以供后续文献阅读。在关键词分析和大量文献阅读的基础上,“PCa的分子发病机制”和“测序和组学研究在PCa中的临床应用”是该领域的两个研究热点。
    测序技术对PCa的研究产生了深远的影响。PCa的测序和组学研究帮助研究人员揭示了分子发病机理,为PCa的临床实践提供了新的可能。
    UNASSIGNED: Prostate cancer (PCa) is one of the most threatening health problems for the elderly males. However, our understanding of the disease has been limited by the research technology for a long time. Recently, the maturity of sequencing technology and omics studies has been accelerating the studies of PCa, establishing themselves as an essential impetus in this field.
    UNASSIGNED: We assessed Web of Science (WoS) database for publications of sequencing and omics studies in PCa on July 3rd, 2023. Bibliometrix was used to conduct ulterior bibliometric analysis of countries/affiliations, authors, sources, publications, and keywords. Subsequently, purposeful large amounts of literature reading were proceeded to analyze research hotspots in this field.
    UNASSIGNED: 3325 publications were included in the study. Research associated with sequencing and omics studies in PCa had shown an obvious increase recently. The USA and China were the most productive countries, and harbored close collaboration. CHINNAIYAN AM was identified as the most influential author, and CANCER RESEARCH exhibited huge impact in this field. Highly cited publications and their co-citation relationships were used to filtrate literatures for subsequent literature reading. Based on keyword analysis and large amounts of literature reading, \'the molecular pathogenesis of PCa\' and \'the clinical application of sequencing and omics studies in PCa\' were summarized as two research hotspots in the field.
    UNASSIGNED: Sequencing technology had a deep impact on the studies of PCa. Sequencing and omics studies in PCa helped researchers reveal the molecular pathogenesis, and provided new possibilities for the clinical practice of PCa.
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  • 文章类型: Journal Article
    基于废水的监测(WBS)是一种重要的流行病学和公共卫生工具,用于跟踪建筑物范围内的病原体。邻里,城市,或地区。在SARS-CoV-2大流行期间,WBS在全球范围内获得了广泛采用,用于通过qPCR估算社区感染水平。对废水中的病原体基因或基因组进行测序增加了有关病原体遗传多样性的信息,可用于鉴定在当地人群中传播的病毒谱系(包括相关变体)。通过WBS测序捕获遗传多样性并不简单,因为废水样本通常包含具有真实突变和测序错误的病毒谱系的不同混合物,必须从短测序读取中计算解卷积。在这项研究中,我们评估了最近为应对这一挑战而开发的九种不同的计算工具。我们模拟了100个由SARS-CoV-2BA.1,BA.2和Delta谱系组成的废水序列样品,在各种混合物中,以及Delta-Omicron重组体和合成的“新型”谱系。大多数工具在鉴定存在的真实谱系和估计它们的相对丰度方面表现良好,并且通常对测序深度和读取长度的变化是稳健的。虽然许多工具识别谱系出现的频率低至1%,结果在5%阈值以上更可靠。一个未知的合成谱系的存在,它代表了一个未分类的SARS-CoV-2谱系,增加了其他谱系的相对丰度估计的误差,但是对于大多数工具来说,这种影响的幅度很小。这些工具在如何标记新的合成谱系和重组体方面也有所不同。虽然我们的模拟数据集仅代表这些方法的许多可能用例之一,我们希望它能帮助用户了解废水测序分析中错误或偏差的潜在来源,并了解不同方法的共同点和差异。
    Wastewater-based surveillance (WBS) is an important epidemiological and public health tool for tracking pathogens across the scale of a building, neighbourhood, city, or region. WBS gained widespread adoption globally during the SARS-CoV-2 pandemic for estimating community infection levels by qPCR. Sequencing pathogen genes or genomes from wastewater adds information about pathogen genetic diversity, which can be used to identify viral lineages (including variants of concern) that are circulating in a local population. Capturing the genetic diversity by WBS sequencing is not trivial, as wastewater samples often contain a diverse mixture of viral lineages with real mutations and sequencing errors, which must be deconvoluted computationally from short sequencing reads. In this study we assess nine different computational tools that have recently been developed to address this challenge. We simulated 100 wastewater sequence samples consisting of SARS-CoV-2 BA.1, BA.2, and Delta lineages, in various mixtures, as well as a Delta-Omicron recombinant and a synthetic \'novel\' lineage. Most tools performed well in identifying the true lineages present and estimating their relative abundances and were generally robust to variation in sequencing depth and read length. While many tools identified lineages present down to 1 % frequency, results were more reliable above a 5 % threshold. The presence of an unknown synthetic lineage, which represents an unclassified SARS-CoV-2 lineage, increases the error in relative abundance estimates of other lineages, but the magnitude of this effect was small for most tools. The tools also varied in how they labelled novel synthetic lineages and recombinants. While our simulated dataset represents just one of many possible use cases for these methods, we hope it helps users understand potential sources of error or bias in wastewater sequencing analysis and to appreciate the commonalities and differences across methods.
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