Multi-perspective quality control of Illumina RNA sequencing data analysis

被引:69
|
作者
Sheng, Quanhu [1 ]
Vickers, Kasey [2 ]
Zhao, Shilin [1 ]
Wang, Jing [1 ]
Samuels, David C. [3 ]
Koues, Olivia [4 ]
Shyr, Yu [5 ,6 ]
Guo, Yan [1 ,7 ]
机构
[1] Vanderbilt Univ, Dept Canc Biol, 576 Preston Res Bldg, Nashville, TN 37235 USA
[2] Vanderbilt Univ, Dept Cardiovasc Med, 221 Kirkland Hall, Nashville, TN 37235 USA
[3] Vanderbilt Univ, Dept Mol Phys & Biol, 221 Kirkland Hall, Nashville, TN 37235 USA
[4] VANTAGE, Next Generat Sequencing, Nashville, TN USA
[5] Vanderbilt Univ, Ctr Quantitat, 221 Kirkland Hall, Nashville, TN 37235 USA
[6] Vanderbilt Univ, Biostat, 221 Kirkland Hall, Nashville, TN 37235 USA
[7] Vanderbilt Technol Adv Genom Anal & Res Design VA, Bioinformat, Nashville, TN USA
基金
美国国家卫生研究院;
关键词
RNA-seq; small RNA-seq; total RNA-seq; quality control; raw data; alignment; gene expression; READ ALIGNMENT; SEQ; BIAS; GENE; ACCURACY; CLUSTER; FORMAT;
D O I
10.1093/bfgp/elw035
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Quality control (QC) is a critical step in RNA sequencing (RNA-seq). Yet, it is often ignored or conducted on a limited basis. Here, we present a multi-perspective strategy for QC of RNA-seq experiments. The QC of RNA-seq can be divided into four related stages: (1) RNA quality, (2) raw read data (FASTQ), (3) alignment and (4) gene expression. We illustrate the importance of conducting QC at each stage of an RNA-seq experiment and demonstrate our recommended RNA-seq QC strategy. Furthermore, we discuss the major and often neglected quality issues associated with the three major types of RNA-seq: mRNA, total RNA and small RNA. This RNA-seq QC overview provides comprehensive guidance for researchers who conduct RNA-seq experiments.
引用
收藏
页码:194 / 204
页数:11
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