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Toxicogenomics analysis of non-model transcriptomes using next-generation sequencing and microarray.

机译:使用下一代测序和微阵列对非模型转录组进行毒物基因组学分析。

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摘要

With the advent of next generation technologies like Roche/454 Life Sciences that require low cost and less time for sequencing will help in providing a workable draft of non-model species genomes. Availability of high throughput microarray technologies for gene expression profiling provides low-cost tools for investigation of highly-integrated responses to various stimuli. These advancements along with bioinformatics processing have led to an increasing number of non-model species having well-annotated transcriptomes. The project focuses on the life cycle of development, functional annotation, and utilization of genomic tools for the avian wildlife species to determine the molecular impacts of exposure to munitions constituents (MCs).;Massively parallel pyrosequencing is created from the normalized multi-tissue library of Northern bobwhite (Colinus virginianus) and Japanese quail (Coturnix coturnix) cDNAs. The assembly of next generation sequencing for transcriptomes of these organisms is challenging. High number of ESTs and longer read length require high computational memory and management between the sensitivity and accuracy to assemble correctly. The researcher developed a new pipeline “Contigs Assembly Pipeline using Reference Genome” (CAPRG) to assemble long reads for non-model organisms that have available reference genome. The results were benchmarked by employing parameter space for different available methods that utilize de novo strategies like overlap-layout-consensus (OLC) and graphs for long reads. It was observed that CAPRG performance was better or near equivalent in the two transcriptomic datasets based on different benchmarks but also completes the assembly in a fraction of the time as compared to assemblers that yield competitive results.;The researcher performed statistical analysis to generate differentially expressed genes and utilized metabolic maps, biological networks, pathway analysis and GO enrichment to the differentially-expressed genes in the livers of birds exposed for 60 days (d) to 10 and 60 mg/kg/d 2,6-DNT. These revealed insights into the metabolic perturbations underlying several observed toxicological phenotypes. The impacts were validated by RT-qPCR including: a shift in energy metabolism toward protein catabolism via inhibition of control points for glucose and lipid metabolic pathways, PCK1 and PPARGC1, respectively.;To greatly expand the information-base for Northern bobwhite that has little supporting information in Genbank, the researcher initiated and developed the web-based knowledgebase (www.quailgenomics.info). The Quail genomics share and develop functional genomic data for Northern bobwhite to allow researchers to perform analysis and curate genomic information for this non-model species.
机译:随着诸如Roche / 454 Life Sciences之类的下一代技术的问世,该技术要求低成本和更少的测序时间,将有助于提供可行的非模型物种基因组草图。用于基因表达谱分析的高通量微阵列技术的可用性为研究各种刺激的高度整合反应提供了低成本的工具。这些进步与生物信息学处理一起,导致越来越多的具有良好注释的转录组的非模型物种。该项目专注于鸟类野生动植物物种的开发,功能注释和基因组工具的生命周期,以确定暴露于弹药成分(MCs)的分子影响。;从标准化的多组织库创建了大规模平行的焦磷酸测序北方白鼬(Colinus virginianus)和日本鹌鹑(Coturnix coturnix)的cDNA序列。这些生物的转录组的下一代测序的组装是具有挑战性的。大量的EST和较长的读取长度需要较高的计算存储空间,并需要在敏感性和准确性之间进行管理以正确组装。研究人员开发了一条新的管道“使用参考基因​​组的重叠群装配管道”(CAPRG),以为具有参考基因组的非模式生物组装长读段。通过为不同的可用方法使用参数空间对结果进行基准测试,这些方法利用了从头开始的策略,例如重叠布局共识(OLC)和长读图。据观察,在基于不同基准的两个转录组数据集中,CAPRG的性能更好或更接近,但与产生竞争结果的组装商相比,它还可以在很短的时间内完成组装;研究人员进行了统计分析以生成差异表达基因和利用代谢图谱,生物网络,途径分析和GO富集暴露于60天(d)暴露于10和60 mg / kg / d 2,6-DNT的禽类肝脏中差异表达的基因。这些揭示了对观察到的几种观察到的毒理表型潜在的代谢紊乱的见解。通过RT-qPCR验证了这些影响,包括:通过分别抑制葡萄糖和脂质代谢途径控制点PCK1和PPARGC1的能量代谢向蛋白质分解代谢的转变;大大扩展了北部鲍勃怀特的信息基础。为支持Genbank中的信息,研究人员启动并开发了基于Web的知识库(www.quailgenomics.info)。鹌鹑基因组学可以共享和开发北鲍勃怀特(Northern bobwhite)的功能基因组数据,以使研究人员能够对该非模型物种进行分析和整理基因组信息。

著录项

  • 作者

    Rawat, Arun.;

  • 作者单位

    The University of Southern Mississippi.;

  • 授予单位 The University of Southern Mississippi.;
  • 学科 Biology Bioinformatics.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 139 p.
  • 总页数 139
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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