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Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs

BACKGROUND: De novo peptide sequencing via tandem mass spectrometry (MS/MS) has been developed rapidly in recent years. With the use of spectra pairs from the same peptide under different fragmentation modes, performance of de novo sequencing is greatly improved. Currently, with large amount of spec...

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Detalles Bibliográficos
Autores principales: Yan, Yan, Zhang, Kaizhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5259825/
https://www.ncbi.nlm.nih.gov/pubmed/28155636
http://dx.doi.org/10.1186/s12859-016-1330-0
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author Yan, Yan
Zhang, Kaizhong
author_facet Yan, Yan
Zhang, Kaizhong
author_sort Yan, Yan
collection PubMed
description BACKGROUND: De novo peptide sequencing via tandem mass spectrometry (MS/MS) has been developed rapidly in recent years. With the use of spectra pairs from the same peptide under different fragmentation modes, performance of de novo sequencing is greatly improved. Currently, with large amount of spectra sequenced everyday, spectra libraries containing tens of thousands of annotated experimental MS/MS spectra become available. These libraries provide information of the spectra properties, thus have the potential to be used with de novo sequencing to improve its performance. RESULTS: In this study, an improved de novo sequencing method assisted with spectra library is proposed. It uses spectra libraries as training datasets and introduces significant scores of the features used in our previous de novo sequencing method for HCD and ETD spectra pairs. Two pairs of HCD and ETD spectral datasets were used to test the performance of the proposed method and our previous method. The results show that this proposed method achieves better sequencing accuracy with higher ranked correct sequences and less computational time. CONCLUSIONS: This paper proposed an advanced de novo sequencing method for HCD and ETD spectra pair and used information from spectra libraries and significant improved previous similar methods.
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spelling pubmed-52598252017-01-26 Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs Yan, Yan Zhang, Kaizhong BMC Bioinformatics Research BACKGROUND: De novo peptide sequencing via tandem mass spectrometry (MS/MS) has been developed rapidly in recent years. With the use of spectra pairs from the same peptide under different fragmentation modes, performance of de novo sequencing is greatly improved. Currently, with large amount of spectra sequenced everyday, spectra libraries containing tens of thousands of annotated experimental MS/MS spectra become available. These libraries provide information of the spectra properties, thus have the potential to be used with de novo sequencing to improve its performance. RESULTS: In this study, an improved de novo sequencing method assisted with spectra library is proposed. It uses spectra libraries as training datasets and introduces significant scores of the features used in our previous de novo sequencing method for HCD and ETD spectra pairs. Two pairs of HCD and ETD spectral datasets were used to test the performance of the proposed method and our previous method. The results show that this proposed method achieves better sequencing accuracy with higher ranked correct sequences and less computational time. CONCLUSIONS: This paper proposed an advanced de novo sequencing method for HCD and ETD spectra pair and used information from spectra libraries and significant improved previous similar methods. BioMed Central 2016-12-23 /pmc/articles/PMC5259825/ /pubmed/28155636 http://dx.doi.org/10.1186/s12859-016-1330-0 Text en © The Author(s) 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Yan, Yan
Zhang, Kaizhong
Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs
title Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs
title_full Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs
title_fullStr Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs
title_full_unstemmed Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs
title_short Spectra library assisted de novo peptide sequencing for HCD and ETD spectra pairs
title_sort spectra library assisted de novo peptide sequencing for hcd and etd spectra pairs
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5259825/
https://www.ncbi.nlm.nih.gov/pubmed/28155636
http://dx.doi.org/10.1186/s12859-016-1330-0
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