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
Link To Document :
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