• DocumentCode
    2587602
  • Title

    Analysis of redundant peaks in LC-MS/MS datasets

  • Author

    Peace, Robert ; Stewart, Travis ; Green, James ; Smith, Jeff

  • Author_Institution
    Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, ON, Canada
  • fYear
    2010
  • fDate
    April 30 2010-May 1 2010
  • Firstpage
    23
  • Lastpage
    27
  • Abstract
    LC-MS/MS is an analytical technique used for protein identification and biomarker discovery. Typically, each peptide will be measured twice by the MS/MS, resulting in two or more mass-to-charge spectra for each peptide. The current study investigates various ways to combine these replicate measurements to improve the quality of the measured spectra, and in turn, the confidence and accuracy of the protein identification. Sample data was collected using a QSTAR XL hybrid quadrupole-time-of-flight mass spectrometer, given a input standard protein mixture of known composition. Spectrum alignment is used to identify replicate spectra. Various algorithms for combining these replicate measurements are investigated, and are compared to the current industry standard MASCOT algorithm. Results are judged based on protein identification rates following combination of replicate spectra. Algorithms which leverage the fact that mass-to-charge data collected above the parent ion mass are more informative for protein identification appear particularly effective, and warrants further investigation.
  • Keywords
    biological techniques; biology computing; chromatography; molecular biophysics; proteins; replica techniques; time of flight mass spectra; LC-MS-MS datasets; MASCOT algorithm; QSTAR XL hybrid quadrupole-time-of-flight mass spectrometer; biomarker discovery; mass-to-charge spectra; peptide; protein identification; protein mixture; redundant peak analysis; replicate measurements; spectrum alignment; Current measurement; Gaussian distribution; Instruments; Mass spectroscopy; Peptides; Pipelines; Pollution measurement; Proteins; Sampling methods; Sequences; LC-MS/MS; colony mass spectrometry; protein identification; replicate measurements;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Medical Measurements and Applications Proceedings (MeMeA), 2010 IEEE International Workshop on
  • Conference_Location
    Ottawa, ON
  • Print_ISBN
    978-1-4244-6288-9
  • Type

    conf

  • DOI
    10.1109/MEMEA.2010.5480205
  • Filename
    5480205