Title :
Generating Peptide Sequence Tags for Peptide Identification via Tandem Mass Spectrometry
Author :
Yu, Changyong ; Wang, Guoren ; Zhao, Yuhai ; Mao, Keming ; Wu, Junjie ; Zhai, Wendan
Author_Institution :
Key Lab. of Med. Image Comput., Northeastern Univ., Shenyang, China
Abstract :
Large-scale, rapid and accurate protein identification is the crucial basis for further protein analysis in computational proteomics. Searching protein database by use of the protein tandem mass spectra has been a standard solution for solving this problem. Though several algorithms have been proposed, more sensitive and accurate approaches are still needed. In this paper, an effective database search approach is proposed. Prior to searching sequence database, an approach based on a graph-theoretic model is proposed to infer the peptide sequence tag (PST) from the tandem mass spectra data which is the partial sequence of the peptide. Also, an index approach for the protein sequence database is proposed for speeding up the database search and filtering out the incorrect protein sequences. Then, a novel scoring method for evaluating the match between the peptide sequence tag and the protein sequence is proposed for improving the accuracy of the database search result. Finally, we develop an algorithm for solving the problem and implement it as a computer program PepCheck. All the results fore-Check are compared with those of the famous algorithms. Experimental results demonstrate that PepCheck is as accurate as or more accurate than them with the test datasets.
Keywords :
bioinformatics; biological techniques; database management systems; graph theory; mass spectroscopy; proteins; proteomics; computational proteomics; computer program PepCheck; graph-theoretic model; peptide identification; peptide sequence tag generation; protein database search; protein identification; protein tandem mass spectra; tandem mass spectrometry; Amino acids; Bioinformatics; Biomedical engineering; Databases; Large-scale systems; Mass spectroscopy; Peptides; Protein sequence; Proteomics; Spine; Database search; Peptide sequence tag; Protein identification; Tandem mass spectra;
Conference_Titel :
Bioinformatics and BioEngineering, 2009. BIBE '09. Ninth IEEE International Conference on
Conference_Location :
Taichung
Print_ISBN :
978-0-7695-3656-9
DOI :
10.1109/BIBE.2009.16