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Subtyping of Campylobacter jejuni ssp. doylei Isolates Using Mass Spectrometry-based PhyloProteomics (MSPP)
Published on: October 30, 2016
Mass spectrometry-based prokaryote gene annotation
Yoko Ishino1, Hitomi Okada, Masahiko Ikeuchi
1RIKEN, Sayo, Hyogo, Japan. y8ishino@hiroshima-u.ac.jp
This study introduces a new computational framework to improve protein identification accuracy using mass spectrometry (MS) and MS/MS data. The method corrects protein database errors and identifies novel genes, enhancing proteomic analysis.
Area of Science:
- Proteomics
- Bioinformatics
- Genomics
Background:
- Mass spectrometry (MS) combined with database searching is standard for protein identification in biological samples.
- Current methods rely on annotated gene databases, which can lead to inaccuracies due to incorrect annotations and limit the identification of unannotated or novel proteins.
Purpose of the Study:
- To develop a novel computational framework for accurate protein identification by correcting Open Reading Frame (ORF) predictions.
- To enhance proteomic analysis by enabling the identification of novel genes and improving the accuracy of existing gene annotations.
Main Methods:
- Integrating MS/MS proteomic data mapping with a knowledge-based system for translation initiation sites.
- Performing probabilistic peptide matching against all translational frames using MS/MS data.
- Searching for DNA patterns around detected peptides and integrating empirical knowledge to determine correct ORFs.
Main Results:
- The developed computational system successfully identified 14 N-terminus annotation errors in the photosynthetic bacterium Synechocystis sp. PCC6803.
- Several new candidate genes were identified, demonstrating the framework's capability to discover previously unannotated coding sequences.
Conclusions:
- The proposed framework significantly improves the accuracy of protein identification by addressing database annotation errors.
- This approach opens possibilities for discovering novel genes and refining genome annotations in large-scale proteomic studies.
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