Foreign RNA spike-ins enable accurate allele-specific expression analysis at scale

被引:1
|
作者
Mendelevich, Asia [1 ]
Gupta, Saumya [2 ,3 ]
Pakharev, Aleksei
Teodosiadis, Athanasios [1 ]
Mironov, Andrey A. [4 ,5 ]
Gimelbrant, Alexander A. [1 ]
机构
[1] Altius Inst Biomed Sci, 2211 Elliott Ave, Seattle, WA 98121 USA
[2] Boston Childrens Hosp, Stem Cell Program, 300 Longwood Ave, Boston, MA 02115 USA
[3] Harvard Univ, Dept Stem Cell & Regenerat Biol, 7 Divin Ave, Cambridge, MA 02138 USA
[4] Lomonosov Moscow State Univ, Fac Bioengn & Bioinformat, 1-73 Vorobiovy Gory,Lab Bldg B, Moscow 119992, Russia
[5] Russian Acad Sci, Inst Informat Transmiss Problems, 19 Bolshoi Karetny Per, Moscow 127994, Russia
关键词
MONOALLELIC GENE-EXPRESSION; NOISE;
D O I
10.1093/bioinformatics/btad254
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Analysis of allele-specific expression is strongly affected by the technical noise present in RNA-seq experiments. Previously, we showed that technical replicates can be used for precise estimates of this noise, and we provided a tool for correction of technical noise in allele-specific expression analysis. This approach is very accurate but costly due to the need for two or more replicates of each library. Here, we develop a spike-in approach which is highly accurate at only a small fraction of the cost. Results: We show that a distinct RNA added as a spike-in before library preparation reflects technical noise of the whole library and can be used in large batches of samples. We experimentally demonstrate the effectiveness of this approach using combinations of RNA from species distinguishable by alignment, namely, mouse, human, and Caenorhabditis elegans. Our new approach, controlFreq, enables highly accurate and computationally efficient analysis of allele-specific expression in (and between) arbitrarily large studies at an overall cost increase of similar to 5%. Availability and implementation: Analysis pipeline for this approach is available at GitHub as R package controlFreq (github.com/gimel brantlab/controlFreq).
引用
收藏
页码:i431 / i439
页数:9
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