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
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