Assessing allele specific expression across multiple tissues from RNA-seq read data
Matti Pirinen, Tuuli Lappalainen, Noah A Zaitlen, GTEx Consortium, Emmanouil T Dermitzakis, Peter Donnelly, Mark I McCarthy, Manuel A Rivas
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 project (GTEx) 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. Availability: MAMBA software: http://birch.well.ox.ac.uk/~rivas/mamba/ R source code and data examples: http://www.iki.fi/mpirinen/ Contact: matti.pirinen@helsinki.fi rivas@well.ox.ac.uk
interesting looking paper. After a quick glance, found that the paper did not cite an early paper by Pickrell et al. Don’t know the full details, but the paper is possibly the first one to test for ASE using multiple samples. think citing the paper is relevant
Understanding mechanisms underlying human gene expression variation with RNA sequencing
http://www.nature.com/nature/journal/v464/n7289/full/nature08872.html
Good catch – we’ll add the reference. The omission was not intentional, with Joe Pickrell being now my closest coworker as a fellow faculty member at NY Genome Center. It was both Pickrell et al. and Montgomery et al. who reported the first large-scale ASE analyses in the same issue of Nature.
Tuuli Lappalainen
Sure it was not intentional. Got lucky to notice it as I had read Pickrell’s paper recently. Looking forward to read the paper.
Pingback: Most viewed on Haldane’s Sieve: July 2014 | Haldane's Sieve