Assessing allele-specific expression across multiple tissues from RNA-seq read data

被引:45
作者
Pirinen, Matti [1 ]
Lappalainen, Tuuli [2 ,3 ,4 ,5 ,6 ,7 ]
Zaitlen, Noah A. [8 ]
Dermitzakis, Emmanouil T. [2 ,3 ,4 ]
Donnelly, Peter [9 ,10 ]
McCarthy, Mark I. [9 ,11 ]
Rivas, Manuel A. [9 ]
机构
[1] Univ Helsinki, Inst Mol Med Finland FIMM, Helsinki, Finland
[2] Univ Geneva, Dept Genet Med & Dev, Geneva, Switzerland
[3] Univ Geneva, Inst Genet & Genom Geneva iG3, Geneva, Switzerland
[4] Swiss Inst Bioinformat, Geneva, Switzerland
[5] Stanford Univ, Dept Genet, Palo Alto, CA 94304 USA
[6] New York Genome Ctr, New York, NY USA
[7] Columbia Univ, Dept Syst Biol, New York, NY USA
[8] Univ Calif San Francisco, Dept Med, San Francisco, CA USA
[9] Univ Oxford, Wellcome Trust Ctr Human Genet, Oxford, England
[10] Univ Oxford, Dept Stat, Oxford OX1 3TG, England
[11] Oxford Ctr Diabet Endocrinol & Metab, Oxford, England
基金
芬兰科学院; 英国惠康基金; 美国国家卫生研究院;
关键词
GENE-EXPRESSION; STATISTICAL FRAMEWORK; TRANSCRIPTOME; VARIANTS;
D O I
10.1093/bioinformatics/btv074
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: RNA sequencing enables allele-specific expression (ASE) studies that complement standard genotype expression studies for common variants and, importantly, also allow measuring the regulatory impact of rare variants. The Genotype-Tissue Expression (GTEx) project is collecting RNA-seq data on multiple tissues of a same set of individuals and novel methods are required for the analysis of these data. Results: We present a statistical method to compare different patterns of ASE across tissues and to classify genetic variants according to their impact on the tissue-wide expression profile. We focus on strong ASE effects that we are expecting to see for protein-truncating variants, but our method can also be adjusted for other types of ASE effects. We illustrate the method with a real data example on a tissue-wide expression profile of a variant causal for lipoid proteinosis, and with a simulation study to assess our method more generally.
引用
收藏
页码:2497 / 2504
页数:8
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