• DocumentCode
    2494622
  • Title

    Detection of copy number variation using scale space filtering

  • Author

    Lee, Jongkeun ; Kim, Baeksop ; Yoon, Jeehee ; Lee, Unjoo

  • Author_Institution
    Dept. of Comput. Eng., Hallym Univ., Chuncheon, South Korea
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    5555
  • Lastpage
    5558
  • Abstract
    This study proposes a novel CNV detection algorithm based on scale space filtering. It uses Gaussian filter for the convolution with a scale parameter. The range of the scale parameter is adjusted according to the coverage level of read data. The position of a CNV region is determined through a coarse and a fine searches over the scales. The results showed low dependency of the performance of the proposed method on the coverage level compared to the conventional methods. The results also showed that the proposed method outperforms the conventional methods by 63.29 ~ 73.57 %.
  • Keywords
    DNA; biology computing; convolution; filtering theory; genomics; molecular biophysics; CNV detection algorithm; DNA sequence; Gaussian filter; convolution; copy number variation; human genome; scale parameter; scale space filtering; Bioinformatics; Convolution; Databases; Error analysis; Filtering; Genomics; Humans; Algorithms; Base Sequence; DNA Copy Number Variations; DNA Mutational Analysis; Gene Dosage; Molecular Sequence Data; Sequence Analysis, DNA;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091417
  • Filename
    6091417