Allelic mapping bias in RNA-sequencing is not a major confounder in eQTL studies

被引:46
作者
Panousis, Nikolaos I. [1 ,2 ,3 ]
Gutierrez-Arcelus, Maria [1 ,2 ,3 ]
Dermitzakis, Emmanouil T. [1 ,2 ,3 ,4 ]
Lappalainen, Tuuli [1 ,2 ,3 ,5 ,6 ,7 ]
机构
[1] Univ Geneva, Sch Med, Dept Genet Med & Dev, CH-1211 Geneva, Switzerland
[2] Univ Geneva, Sch Med, Inst Genet & Genom Geneva iGE3, CH-1211 Geneva, Switzerland
[3] Swiss Inst Bioinformat, Geneva, Switzerland
[4] King Abdulaziz Univ, Ctr Excellence Genom Med Res, Jeddah 21413, Saudi Arabia
[5] Stanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
[6] New York Genome Ctr, New York, NY USA
[7] Columbia Univ, Dept Syst Biol, New York, NY USA
来源
GENOME BIOLOGY | 2014年 / 15卷 / 09期
基金
美国国家卫生研究院; 瑞士国家科学基金会;
关键词
GENE-EXPRESSION; SEQ; ALIGNMENT; ACCURATE; BINDING;
D O I
10.1186/s13059-014-0467-2
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
Background: RNA sequencing (RNA-seq) is the current gold-standard method to quantify gene expression for expression quantitative trait locus (eQTL) studies. However, a potential caveat in these studies is that RNA-seq reads carrying the non-reference allele of variant loci can have lower probability to map correctly to the reference genome, which could bias gene quantifications and cause false positive eQTL associations. In this study, we analyze the effect of this allelic mapping bias in eQTL discovery. Results: We simulate RNA-seq read mapping over 9.5 M common SNPs and indels, with 15.6% of variants showing biased mapping rate for reference versus non-reference reads. However, removing potentially biased RNA-seq reads from an eQTL dataset of 185 individuals has a very small effect on gene and exon quantifications and eQTL discovery. We detect only a handful of likely false positive eQTLs, and overall eQTL SNPs show no significant enrichment for high mapping bias. Conclusion: Our results suggest that RNA-seq quantifications are generally robust against allelic mapping bias, and that this does not have a severe effect on eQTL discovery. Nevertheless, we provide our catalog of putatively biased loci to allow better controlling for mapping bias to obtain more accurate results in future RNA-seq studies.
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页数:8
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