Fast and efficient QTL mapper for thousands of molecular phenotypes.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 26708335.
- Also identified by DOI 10.1093/bioinformatics/btv722 and PMC identifier 4866519.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
In order to discover quantitative trait loci, multi-dimensional genomic datasets combining DNA-seq and ChiP-/RNA-seq require methods that rapidly correlate tens of thousands of molecular phenotypes with millions of genetic variants while appropriately controlling for multiple testing. We have developed FastQTL, a method that implements a popular cis-QTL mapping strategy in a user- and cluster-friendly tool. FastQTL also proposes an efficient permutation procedure to control for multiple testing. The outcome of permutations is modeled using beta distributions trained from a few permutations and from which adjusted P-values can be estimated at any level of significance with little computational cost. The Geuvadis & GTEx pilot datasets can be now easily analyzed an order of magnitude faster than previous approaches. Source code, binaries and comprehensive documentation of FastQTL are freely available to download at http://fastqtl.sourceforge.net/ emmanouil.dermitzakis@unige.ch or olivier.delaneau@unige.ch Supplementary data are available at Bioinformatics online.
Medical subject headings
- Quantitative Trait Loci