• DocumentCode
    3412824
  • Title

    Joint base-calling of two DNA sequences with factor graphs

  • Author

    Shi, Xiaomeng ; Lun, Desmond S. ; Meldrim, Jim ; Kötter, Ralf ; Médard, Muriel

  • Author_Institution
    Lab. for Inf. & Decision Syst., Massachusetts Inst. of Technol., Cambridge, MA
  • fYear
    2008
  • fDate
    March 31 2008-April 4 2008
  • Firstpage
    2049
  • Lastpage
    2052
  • Abstract
    To improve the utility of existing technologies based on Sanger sequencing, this paper examines the possibility of base-calling two superposed DNA sequences jointly. This approach allows a single electrophoresis experiment to process two sequences, using the same quantity of reagents and machine hours as for a single sequence. A practical heuristic is proposed to first estimate the peak parameters, then separate them into two sequences (major/minor) by passing messages on a factor graph. Base-calling on the major alone yields accuracy commensurate with single sequence approaches, and joint base-calling provides results for the minor which, while being of lesser quality, incurs no additional cost and can be ultimately used in the genome assembly process.
  • Keywords
    DNA; genetics; graph theory; maximum likelihood estimation; optimisation; DNA sequences; Sanger sequencing; factor graphs; genome assembly process; joint base-calling; maximum a posteriori base estimation; peak parameter estimation; practical heuristic; single electrophoresis experiment; Assembly; Bioinformatics; Chemicals; Costs; DNA; Electrokinetics; Genomics; Intersymbol interference; Parameter estimation; Sequences; DNA sequencing; factor graphs;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
  • Conference_Location
    Las Vegas, NV
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-1483-3
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2008.4518043
  • Filename
    4518043