• DocumentCode
    2413311
  • Title

    Peptide charge state determination of tandem mass spectra from low-resolution collision induced dissociation

  • Author

    Shi, Jinhong ; Wu, Fang-Xiang

  • Author_Institution
    Division of Biomedical Engineering, University of Saskatchewan, Saskatoon, Canada
  • fYear
    2010
  • fDate
    18-21 Dec. 2010
  • Firstpage
    234
  • Lastpage
    239
  • Abstract
    Charge states of tandem mass spectra from low-resolution collision induced dissociation can not be determined by mass spectrometry. As a result, such spectra with multiple charges are usually searched multiple times by assuming each possible charge state. Not only does this strategy increase the overall database search time, but also yields more false positives. In this paper, we propose a new approach capable of determining the charge states of such spectra. Four novel and discriminant features are introduced to describe tandem mass spectra and used in Gaussian mixture model to distinguish doubly and triply charged peptides. By testing on three independent datasets with known validity, the results have shown that this method can assign charge states to low-resolution tandem mass spectra more accurately than existing methods.
  • Keywords
    Gaussian mixture model (GMM); charge state determination; mass spectrometry; peptide identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Biomedicine (BIBM), 2010 IEEE International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-8306-8
  • Type

    conf

  • DOI
    10.1109/BIBM.2010.5706569
  • Filename
    5706569