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Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics

Quantifying the similarity of spectra is an important task in various areas of spectroscopy, for example, to identify a compound by comparing sample spectra to those of reference standards. In mass spectrometry based discovery proteomics, spectral comparisons are used to infer the amino acid sequenc...

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Autores principales: Toprak, Umut H., Gillet, Ludovic C., Maiolica, Alessio, Navarro, Pedro, Leitner, Alexander, Aebersold, Ruedi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The American Society for Biochemistry and Molecular Biology 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4125737/
https://www.ncbi.nlm.nih.gov/pubmed/24623587
http://dx.doi.org/10.1074/mcp.O113.036475
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author Toprak, Umut H.
Gillet, Ludovic C.
Maiolica, Alessio
Navarro, Pedro
Leitner, Alexander
Aebersold, Ruedi
author_facet Toprak, Umut H.
Gillet, Ludovic C.
Maiolica, Alessio
Navarro, Pedro
Leitner, Alexander
Aebersold, Ruedi
author_sort Toprak, Umut H.
collection PubMed
description Quantifying the similarity of spectra is an important task in various areas of spectroscopy, for example, to identify a compound by comparing sample spectra to those of reference standards. In mass spectrometry based discovery proteomics, spectral comparisons are used to infer the amino acid sequence of peptides. In targeted proteomics by selected reaction monitoring (SRM) or SWATH MS, predetermined sets of fragment ion signals integrated over chromatographic time are used to identify target peptides in complex samples. In both cases, confidence in peptide identification is directly related to the quality of spectral matches. In this study, we used sets of simulated spectra of well-controlled dissimilarity to benchmark different spectral comparison measures and to develop a robust scoring scheme that quantifies the similarity of fragment ion spectra. We applied the normalized spectral contrast angle score to quantify the similarity of spectra to objectively assess fragment ion variability of tandem mass spectrometric datasets, to evaluate portability of peptide fragment ion spectra for targeted mass spectrometry across different types of mass spectrometers and to discriminate target assays from decoys in targeted proteomics. Altogether, this study validates the use of the normalized spectral contrast angle as a sensitive spectral similarity measure for targeted proteomics, and more generally provides a methodology to assess the performance of spectral comparisons and to support the rational selection of the most appropriate similarity measure. The algorithms used in this study are made publicly available as an open source toolset with a graphical user interface.
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spelling pubmed-41257372014-08-14 Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics Toprak, Umut H. Gillet, Ludovic C. Maiolica, Alessio Navarro, Pedro Leitner, Alexander Aebersold, Ruedi Mol Cell Proteomics Articles Quantifying the similarity of spectra is an important task in various areas of spectroscopy, for example, to identify a compound by comparing sample spectra to those of reference standards. In mass spectrometry based discovery proteomics, spectral comparisons are used to infer the amino acid sequence of peptides. In targeted proteomics by selected reaction monitoring (SRM) or SWATH MS, predetermined sets of fragment ion signals integrated over chromatographic time are used to identify target peptides in complex samples. In both cases, confidence in peptide identification is directly related to the quality of spectral matches. In this study, we used sets of simulated spectra of well-controlled dissimilarity to benchmark different spectral comparison measures and to develop a robust scoring scheme that quantifies the similarity of fragment ion spectra. We applied the normalized spectral contrast angle score to quantify the similarity of spectra to objectively assess fragment ion variability of tandem mass spectrometric datasets, to evaluate portability of peptide fragment ion spectra for targeted mass spectrometry across different types of mass spectrometers and to discriminate target assays from decoys in targeted proteomics. Altogether, this study validates the use of the normalized spectral contrast angle as a sensitive spectral similarity measure for targeted proteomics, and more generally provides a methodology to assess the performance of spectral comparisons and to support the rational selection of the most appropriate similarity measure. The algorithms used in this study are made publicly available as an open source toolset with a graphical user interface. The American Society for Biochemistry and Molecular Biology 2014-08 2014-03-12 /pmc/articles/PMC4125737/ /pubmed/24623587 http://dx.doi.org/10.1074/mcp.O113.036475 Text en © 2014 by The American Society for Biochemistry and Molecular Biology, Inc. Author's Choice—Final version full access.
spellingShingle Articles
Toprak, Umut H.
Gillet, Ludovic C.
Maiolica, Alessio
Navarro, Pedro
Leitner, Alexander
Aebersold, Ruedi
Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics
title Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics
title_full Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics
title_fullStr Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics
title_full_unstemmed Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics
title_short Conserved Peptide Fragmentation as a Benchmarking Tool for Mass Spectrometers and a Discriminating Feature for Targeted Proteomics
title_sort conserved peptide fragmentation as a benchmarking tool for mass spectrometers and a discriminating feature for targeted proteomics
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4125737/
https://www.ncbi.nlm.nih.gov/pubmed/24623587
http://dx.doi.org/10.1074/mcp.O113.036475
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