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A novel scoring strategy for identifying peptide via tandem mass spectra

  • Changyong Yu*
  • , Guoren Wang
  • , Wendan Zhai
  • , Keming Mao
  • *Corresponding author for this work
  • Northeastern University China

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In computational proteomics, inferring the peptide sequence from its tandem mass spectrum is an important issue. Several algorithms have been proposed to solve this problem. However, few algorithms make good use of the intensity information of the ions. In this paper, a novel scoring strategy is proposed based on kNN technique for identifying peptide by use of tandem mass spectra. First the intensity feature vector is defined to represent the total intensity distribution of ions with different types. Then a hypersurface with a novel distance is constructed. A dataset of intensity feature vectors is established by use of the identified spectrum and all the vectors are mapping to the points on the hypersurface. Finally, a scoring strategy based on kNN technique in the hypersurface space is proposed for re-evaluating the peptide identification results. Experimental results demonstrate that the proposed method improves the accuracy of peptide identification algorithms.

Original languageEnglish
Title of host publication6th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2009
Pages8-12
Number of pages5
DOIs
Publication statusPublished - 2009
Externally publishedYes
Event6th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2009 - Tianjin, China
Duration: 14 Aug 200916 Aug 2009

Publication series

Name6th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2009
Volume5

Conference

Conference6th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2009
Country/TerritoryChina
CityTianjin
Period14/08/0916/08/09

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