A Beginner's Guide to Analysis of RNA Sequencing Data

被引:77
|
作者
Koch, Clarissa M. [1 ]
Chiu, Stephen F. [1 ,2 ]
Akbarpour, Mahzad [2 ]
Bharat, Ankit [1 ,2 ]
Ridge, Karen M. [1 ,3 ]
Bartom, Elizabeth T. [4 ]
Winter, Deborah R. [5 ]
机构
[1] Northwestern Univ, Div Pulm & Crit Care, Dept Med, 240 E Huron St,McGaw M-300, Chicago, IL 60611 USA
[2] Northwestern Univ, Dept Surg, Div Thorac Surg, Chicago, IL 60611 USA
[3] Northwestern Univ, Dept Cell & Mol Biol, Chicago, IL 60611 USA
[4] Northwestern Univ, Dept Biochem & Mol Genet, Chicago, IL 60611 USA
[5] Northwestern Univ, Div Rheumatol, Dept Med, Chicago, IL 60611 USA
基金
美国国家卫生研究院; 新加坡国家研究基金会;
关键词
RNA sequencing; transcriptomics; bioinformatics; data analysis; DIFFERENTIAL EXPRESSION ANALYSIS; SET ENRICHMENT ANALYSIS; GENE; CHROMATIN; TRANSCRIPTS; TOOL;
D O I
10.1165/rcmb.2017-0430TR
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Since the first publications coining the term RNA-seq (RNA sequencing) appeared in 2008, the number of publications containing RNA-seq data has grown exponentially, hitting an all-time high of 2,808 publications in 2016 (PubMed). With this wealth of RNA-seq data being generated, it is a challenge to extract maximal meaning from these datasets, and without the appropriate skills and background, there is risk of misinterpretation of these data. However, a general understanding of the principles underlying each step of RNA-seq data analysis allows investigators without a background in programming and bioinformatics to critically analyze their own datasets as well as published data. Our goals in the present review are to break down the steps of a typical RNA-seq analysis and to highlight the pitfalls and checkpoints along the way that are vital for bench scientists and biomedical researchers performing experiments that use RNA-seq.
引用
收藏
页码:145 / 157
页数:13
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