A Spectrum Graph-Based Protein Sequence Filtering Algorithm for Proteoform Identification by Top-Down Mass Spectrometry

dc.contributor.authorYang, Runmin
dc.contributor.authorZhu, Daming
dc.contributor.authorKou, Qiang
dc.contributor.authorBhat-Nakshatri, Poomima
dc.contributor.authorNakshatri, Harikrishna
dc.contributor.authorWu, Si
dc.contributor.authorLiu, Xiaowen
dc.contributor.departmentBioHealth Informatics, School of Informatics and Computingen_US
dc.date.accessioned2019-03-28T19:38:27Z
dc.date.available2019-03-28T19:38:27Z
dc.date.issued2017-11
dc.description.abstractDatabase search is the main approach for identifying proteoforms using top-down tandem mass spectra. However, it is extremely slow to align a query spectrum against all protein sequences in a large database when the target proteoform that produced the spectrum contains post-translational modifications and/or mutations. As a result, efficient and sensitive protein sequence filtering algorithms are essential for speeding up database search. In this paper, we propose a novel filtering algorithm, which generates spectrum graphs from subspectra of the query spectrum and searches them against the protein database to find good candidates. Compared with the sequence tag and gaped tag approaches, the proposed method circumvents the step of tag extraction, thus simplifying data processing. Experimental results on real data showed that the proposed method achieved both high speed and high sensitivity in protein sequence filtration.en_US
dc.eprint.versionAuthor's manuscripten_US
dc.identifier.citationYang, R., Zhu, D., Kou, Q., Bhat-Nakshatri, P., Nakshatri, H., Wu, S., & Liu, X. (2017). A Spectrum Graph-Based Protein Sequence Filtering Algorithm for Proteoform Identification by Top-Down Mass Spectrometry. Proceedings. IEEE International Conference on Bioinformatics and Biomedicine, 2017, 222–229. https://doi.org/10.1109/BIBM.2017.8217653en_US
dc.identifier.issn2156-1125en_US
dc.identifier.urihttps://hdl.handle.net/1805/18718
dc.language.isoen_USen_US
dc.publisherIEEEen_US
dc.relation.isversionof10.1109/BIBM.2017.8217653en_US
dc.relation.journalProceedings. IEEE International Conference on Bioinformatics and Biomedicineen_US
dc.rightsPublisher Policyen_US
dc.sourcePMCen_US
dc.subjectMass spectrometryen_US
dc.subjectfiltering algorithmen_US
dc.subjectspectrum graphen_US
dc.titleA Spectrum Graph-Based Protein Sequence Filtering Algorithm for Proteoform Identification by Top-Down Mass Spectrometryen_US
dc.typeArticleen_US
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