• DocumentCode
    169298
  • Title

    Haplotype assembly: An information theoretic view

  • Author

    Hongbo Si ; Vikalo, Haris ; Vishwanath, Sriram

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Texas at Austin, Austin, TX, USA
  • fYear
    2014
  • fDate
    2-5 Nov. 2014
  • Firstpage
    182
  • Lastpage
    186
  • Abstract
    This paper studies the haplotype assembly problem from an information-theoretic perspective. A haplotype is a sequence of nucleotide bases on a chromosome, often conveniently represented by a binary string, that differ from the bases in the corresponding positions on the other chromosome in a homologous pair. Information about the order of bases in a genome is readily inferred using short reads provided by high-throughput DNA sequencing technologies. Associating reads that cover variant positions with specific chromosomes in a homologous pairs, which enables haplotype assembly, is challenging due to limited lengths of the reads and presence of sequencing errors. In this paper, the recovery of the target pair of haplotype sequences using short reads is rephrased as a joint source-channel coding problem. Two messages, representing haplotypes and chromosome memberships of reads, are encoded and transmitted over a channel with erasures and errors, where the channel model reflects salient features of high-throughput sequencing. The focus of this paper is on determining the required number of reads for reliable haplotype reconstruction, and both the necessary and sufficient conditions are presented with order-wise optimal bounds.
  • Keywords
    DNA; cellular biophysics; genomics; molecular biophysics; molecular configurations; binary string; channel model; chromosome; genome; haplotype assembly problem; haplotype reconstruction; haplotype sequences; high-throughput DNA sequencing technology; homologous pair; information-theoretic perspective; joint source-channel coding problem; nucleotide sequence; Assembly; Bioinformatics; Biological cells; Decoding; Noise; Reliability; Sequential analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Workshop (ITW), 2014 IEEE
  • Conference_Location
    Hobart, TAS
  • ISSN
    1662-9019
  • Type

    conf

  • DOI
    10.1109/ITW.2014.6970817
  • Filename
    6970817