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Mapping and differential expression analysis from short-read RNA-Seq data in model organisms

机译:从模型生物中的短读RNA-Seq数据进行定位和差异表达分析

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摘要

Recent advances in next-generation sequencing technology allow high-throughput RNA sequencing (RNA-Seq) to be widely applied in transcriptomic studies. For model organisms with a reference genome, the first step in analysis of RNA-Seq data involves mapping of short-read sequences to the reference genome. Reference-guided transcriptome assembly is an optional step, which is recommended if the aim is to identify novel transcripts. Following read mapping, the primary interest of biologists in many RNA-Seq studies is the investigation of differential expression between experimental groups. In this review, we discuss recent developments in RNA-Seq data analysis applied to model organisms, including methods and algorithms for direct mapping, reference-guided transcriptome assembly and differential expression analysis, and provide insights for the future direction of RNA-Seq.
机译:下一代测序技术的最新进展使高通量RNA测序(RNA-Seq)广泛应用于转录组学研究。对于具有参考基因组的模型生物,RNA-Seq数据分析的第一步涉及将短读序列映射到参考基因组。参考引导的转录组组装是一个可选步骤,如果目的是识别新颖的转录本,建议使用此步骤。读图后,生物学家在许多RNA-Seq研究中的主要兴趣是研究实验组之间的差异表达。在这篇综述中,我们讨论了应用于模型生物的RNA-Seq数据分析的最新进展,包括直接作图,参考指导的转录组组装和差异表达分析的方法和算法,并为RNA-Seq的未来发展方向提供了见识。

著录项

  • 来源
    《Quantitative biology》 |2016年第1期|22-35|共14页
  • 作者单位

    The University of Queensland, Queensland Brain Institute, St Lucia, Qld 4072, Australia;

    The University of Queensland, Queensland Brain Institute, St Lucia, Qld 4072, Australia;

    The University of Queensland, Queensland Brain Institute, St Lucia, Qld 4072, Australia;

    Key Laboratory of Synthetic Biology, Institute of Plant Physiology and Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200032, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    RNA-Seq; mapping; reference-guided transcriptome assembly; differential expression analysis;

    机译:RNA序列映射参考引导转录组组装;差异表达分析;
  • 入库时间 2022-08-17 23:18:42

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