DocumentCode :
1814934
Title :
Identification of post-translational modifications via blind search of mass-spectra
Author :
Tsur, Dekel ; Tanner, Stephen ; Zandi, Ebrahim ; Bafna, Vineet ; Pevzner, Pavel A.
Author_Institution :
Comput. Sci. & Eng., California Univ., San Diego, La Jolla, CA, USA
fYear :
2005
fDate :
8-11 Aug. 2005
Firstpage :
157
Lastpage :
166
Abstract :
Post-translational modifications (PTMs) are of great biological importance. Most existing approaches perform a restrictive search that can only take into account a few types of PTMs and ignore all others. We describe an unrestrictive PTM search algorithm that searches for all types of PTMs at once in a blind mode, i.e., without knowing which PTMs exist in a sample. The blind PTM identification opens a possibility to study the extent and frequencies of different types of PTMs, still an open problem in proteomics. Using our new algorithm, we were able to construct a two-dimensional PTM frequency matrix that reflects the number of MS/MS spectra in a sample for each putative PTM type and each amino acid. Application of this approach to a large IKKb dataset resulted in the largest set of PTMs reported for a single MS/MS sample so far. We demonstrate an excellent correlation between high values in the PTM frequency matrix and known PTMs thus validating our approach. We further argue that the PTM frequency matrix may reveal some still unknown modifications that warrant further experimental validation.
Keywords :
biological techniques; biology computing; database management systems; genetics; molecular biophysics; proteins; IKKb dataset; MS-MS spectra; amino acid sequence; blind post-translational modification identification; blind search; mass-spectra; post-translational modification search algorithm; proteomics; putative post-translational modification type; single MS-MS sample; two-dimensional post-translational modification frequency matrix; Amino acids; Bioinformatics; Computer science; Engineering in medicine and biology; Frequency; Genetic mutations; Instruments; Peptides; Proteomics; Software tools;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Systems Bioinformatics Conference, 2005. Proceedings. 2005 IEEE
Print_ISBN :
0-7695-2344-7
Type :
conf
DOI :
10.1109/CSB.2005.34
Filename :
1498017
Link To Document :
بازگشت