• DocumentCode
    1898246
  • Title

    Feature extraction for DNA base-calling using NNLS

  • Author

    Andrade-Cetto, L. ; Manolakos, Elias S.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Northeastern Univ., Boston, MA
  • fYear
    2005
  • fDate
    17-20 July 2005
  • Firstpage
    1408
  • Lastpage
    1413
  • Abstract
    We present new algorithms that can be used to extract features from a DNA chromatogram prior to base-calling. The algorithms assume that the inter-base distance has already been equalized using methods such as those presented in L. Andrade-Cetto and E. Manolakos (2005). We show first how a good estimate of the peak diffusion (spread) can be calculated from the raw trace and without having to known the underlying base sequence. Using the estimated inter-peak distance and peak spread parameters a non-negative least squares problem can be formulated in order to find the weight factors of the multiple shapes immersed in broad peaks, typically found towards the end of the chromatogram. The two algorithms combined provide peak hypotheses that are tested by the subsequent base decisions and scoring stage of the base-caller using probabilistic methods
  • Keywords
    DNA; biological techniques; chromatography; feature extraction; least squares approximations; probability; DNA base-calling; DNA chromatogram; base sequence; feature extraction; nonnegative least squares problem; probabilistic methods; DNA computing; Digital signal processing; Distortion; Electrokinetics; Feature extraction; Labeling; Least squares approximation; Sequences; Shape; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Statistical Signal Processing, 2005 IEEE/SP 13th Workshop on
  • Conference_Location
    Novosibirsk
  • Print_ISBN
    0-7803-9403-8
  • Type

    conf

  • DOI
    10.1109/SSP.2005.1628816
  • Filename
    1628816