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LiBiNorm:一种与htseq-count类似的工具,可改进Smart-seq2数据的标准化及文库制备诊断。

LiBiNorm: an htseq-count analogue with improved normalisation of Smart-seq2 data and library preparation diagnostics.

作者信息

Dyer Nigel P, Shahrezaei Vahid, Hebenstreit Daniel

机构信息

School of Life Sciences, University of Warwick, Coventry, UK.

Department of Mathematics, Imperial College London, London, UK.

出版信息

PeerJ. 2019 Feb 4;7:e6222. doi: 10.7717/peerj.6222. eCollection 2019.

Abstract

Protocols for preparing RNA sequencing (RNA-seq) libraries, most prominently "Smart-seq" variations, introduce global biases that can have a significant impact on the quantification of gene expression levels. This global bias can lead to drastic over- or under-representation of RNA in non-linear length-dependent fashion due to enzymatic reactions during cDNA production. It is currently not corrected by any RNA-seq software, which mostly focus on local bias in coverage along RNAs. This paper describes LiBiNorm, a simple command line program that mimics the popular htseq-count software and allows diagnostics, quantification, and global bias removal. LiBiNorm outputs gene expression data that has been normalized to correct for global bias introduced by the Smart-seq2 protocol. In addition, it produces data and several plots that allow insights into the experimental history underlying library preparation. The LiBiNorm package includes an R script that allows visualization of the main results. LiBiNorm is the first software application to correct for the global bias that is introduced by the Smart-seq2 protocol. It is freely downloadable at http://www2.warwick.ac.uk/fac/sci/lifesci/research/libinorm.

摘要

用于制备RNA测序(RNA-seq)文库的方案,最主要的是“Smart-seq”变体,会引入全局偏差,这可能对基因表达水平的定量产生重大影响。由于cDNA生成过程中的酶促反应,这种全局偏差可能导致RNA以非线性长度依赖的方式大幅过度或不足代表。目前没有任何RNA-seq软件对其进行校正,这些软件大多关注沿RNA覆盖的局部偏差。本文介绍了LiBiNorm,这是一个简单的命令行程序,它模仿了流行的htseq-count软件,并允许进行诊断、定量和全局偏差消除。LiBiNorm输出已标准化的基因表达数据,以校正Smart-seq2方案引入的全局偏差。此外,它还生成数据和几个图表,以便深入了解文库制备背后的实验过程。LiBiNorm软件包包括一个R脚本,用于可视化主要结果。LiBiNorm是第一个校正Smart-seq2方案引入的全局偏差的软件应用程序。可从http://www2.warwick.ac.uk/fac/sci/lifesci/research/libinorm免费下载。

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