Technical Variations in Low-Input RNA-seq Methodologies

被引:58
作者
Bhargava, Vipul [1 ]
Head, Steven R. [2 ]
Ordoukhanian, Phillip [2 ]
Mercola, Mark [3 ,4 ]
Subramaniam, Shankar [1 ,3 ,5 ,6 ]
机构
[1] Univ Calif San Diego, Bioinformat & Syst Biol Grad Program, La Jolla, CA 92093 USA
[2] Scripps Res Inst, Next Generat Sequencing Core Facil, La Jolla, CA 92037 USA
[3] Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USA
[4] Sanford Burnham Med Res Inst, La Jolla, CA USA
[5] Univ Calif San Diego, Dept Cellular & Mol Med, La Jolla, CA 92093 USA
[6] Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA
来源
SCIENTIFIC REPORTS | 2014年 / 4卷
关键词
STOCHASTIC GENE-EXPRESSION; EMBRYONIC STEM-CELLS; DIFFERENTIAL EXPRESSION; TRANSCRIPTOME ANALYSIS; SINGLE; MESODERM; ENDODERM; KINETICS; SIGNALS;
D O I
10.1038/srep03678
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Recent advances in RNA-seq methodologies from limiting amounts of mRNA have facilitated the characterization of rare cell-types in various biological systems. So far, however, technical variations in these methods have not been adequately characterized, vis-a-vis sensitivity, starting with reduced levels of mRNA. Here, we generated sequencing libraries from limiting amounts of mRNA using three amplification-based methods, viz. Smart-seq, DP-seq and CEL-seq, and demonstrated significant technical variations in these libraries. Reduction in mRNA levels led to inefficient amplification of the majority of low to moderately expressed transcripts. Furthermore, noise in primer hybridization and/or enzyme incorporation was magnified during the amplification step resulting in significant distortions in fold changes of the transcripts. Consequently, the majority of the differentially expressed transcripts identified were either high-expressed and/or exhibited high fold changes. High technical variations ultimately masked subtle biological differences mandating the development of improved amplification-based strategies for quantitative transcriptomics from limiting amounts of mRNA.
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页数:10
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