• DocumentCode
    269478
  • Title

    Indexing Graphs for Path Queries with Applications in Genome Research

  • Author

    Sirén, Jouni ; Välimäki, Niko ; Mäkinen, Veli

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Chile, Santiago, Chile
  • Volume
    11
  • Issue
    2
  • fYear
    2014
  • fDate
    March-April 2014
  • Firstpage
    375
  • Lastpage
    388
  • Abstract
    We propose a generic approach to replace the canonical sequence representation of genomes with graph representations, and study several applications of such extensions. We extend the Burrows-Wheeler transform (BWT) of strings to acyclic directed labeled graphs, to support path queries as an extension to substring searching. We develop, apply, and tailor this technique to a) read alignment on an extended BWT index of a graph representing pan-genome, i.e., reference genome and known variants of it; and b) split-read alignment on an extended BWT index of a splicing graph. Other possible applications include probe/primer design, alignments to assembly graphs, and alignments to phylogenetic tree of partial-order graphs. We report several experiments on the feasibility and applicability of the approach. Especially on highly-polymorphic genome regions our pan-genome index is making a significant improvement in alignment accuracy.
  • Keywords
    DNA; genomics; molecular biophysics; Burrows-Wheeler transform; acyclic directed labeled graphs; canonical sequence representation; extended BWT index; generic approach; genome research; graph representing pan-genome; high-polymorphic genome regions; indexing graphs; pan-genome index; partial-order graphs; path queries; phylogenetic tree; probe-primer design; read alignment; splicing graph; split-read alignment; Arrays; Automata; Bioinformatics; Genomics; Indexes; Transforms; Vectors; Pan-genome indexing; extended Burrows-Wheeler transform; graph indexing; read alignment; variation calling;
  • fLanguage
    English
  • Journal_Title
    Computational Biology and Bioinformatics, IEEE/ACM Transactions on
  • Publisher
    ieee
  • ISSN
    1545-5963
  • Type

    jour

  • DOI
    10.1109/TCBB.2013.2297101
  • Filename
    6698337