ReorientExpress: reference-free orientation of nanopore cDNA reads with deep learning.

Journal: Genome biology
PMID:

Abstract

We describe ReorientExpress, a method to perform reference-free orientation of transcriptomic long sequencing reads. ReorientExpress uses deep learning to correctly predict the orientation of the majority of reads, and in particular when trained on a closely related species or in combination with read clustering. ReorientExpress enables long-read transcriptomics in non-model organisms and samples without a genome reference without using additional technologies and is available at https://github.com/comprna/reorientexpress.

Authors

  • Angel Ruiz-Reche
    Pompeu Fabra University, E08003, Barcelona, Spain.
  • Akanksha Srivastava
    ARC Centre of Excellence in Plant Energy Biology, The University of Western Australia, Perth, Australia.
  • Joel A Indi
    Pompeu Fabra University, E08003, Barcelona, Spain.
  • Ivan de la Rubia
    Pompeu Fabra University, E08003, Barcelona, Spain.
  • Eduardo Eyras
    The John Curtin School of Medical, Australian National University, Acton ACT, Canberra, 2601, Australia. eduardo.eyras@anu.edu.au.