4.7 Article

Fast and efficient QTL mapper for thousands of molecular phenotypes

期刊

BIOINFORMATICS
卷 32, 期 10, 页码 1479-1485

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OXFORD UNIV PRESS
DOI: 10.1093/bioinformatics/btv722

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资金

  1. European Commission SYSCOL FP7
  2. European Research Council
  3. Louis Jeantet Foundation
  4. Swiss National Science Foundation
  5. SystemsX
  6. NIH-NIMH (GTEx)
  7. Helse Sor Ost

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Motivation: 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. Results: 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.

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