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IsoformResolver: A Peptide-Centric Algorithm for Protein Inference

[Image: see text] When analyzing proteins in complex samples using tandem mass spectrometry of peptides generated by proteolysis, the inference of proteins can be ambiguous, even with well-validated peptides. Unresolved questions include whether to show all possible proteins vs a minimal list, what...

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Autores principales: Meyer-Arendt, Karen, Old, William M., Houel, Stephane, Renganathan, Kutralanathan, Eichelberger, Brian, Resing, Katheryn A., Ahn, Natalie G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2011
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3167374/
https://www.ncbi.nlm.nih.gov/pubmed/21599010
http://dx.doi.org/10.1021/pr200039p
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author Meyer-Arendt, Karen
Old, William M.
Houel, Stephane
Renganathan, Kutralanathan
Eichelberger, Brian
Resing, Katheryn A.
Ahn, Natalie G.
author_facet Meyer-Arendt, Karen
Old, William M.
Houel, Stephane
Renganathan, Kutralanathan
Eichelberger, Brian
Resing, Katheryn A.
Ahn, Natalie G.
author_sort Meyer-Arendt, Karen
collection PubMed
description [Image: see text] When analyzing proteins in complex samples using tandem mass spectrometry of peptides generated by proteolysis, the inference of proteins can be ambiguous, even with well-validated peptides. Unresolved questions include whether to show all possible proteins vs a minimal list, what to do when proteins are inferred ambiguously, and how to quantify peptides that bridge multiple proteins, each with distinguishing evidence. Here we describe IsoformResolver, a peptide-centric protein inference algorithm that clusters proteins in two ways, one based on peptides experimentally identified from MS/MS spectra, and the other based on peptides derived from an in silico digest of the protein database. MS/MS-derived protein groups report minimal list proteins in the context of all possible proteins, without redundantly listing peptides. In silico-derived protein groups pull together functionally related proteins, providing stable identifiers. The peptide-centric grouping strategy used by IsoformResolver allows proteins to be displayed together when they share peptides in common, providing a comprehensive yet concise way to organize protein profiles. It also summarizes information on spectral counts and is especially useful for comparing results from multiple LC–MS/MS experiments. Finally, we examine the relatedness of proteins within IsoformResolver groups and compare its performance to other protein inference software.
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spelling pubmed-31673742011-09-06 IsoformResolver: A Peptide-Centric Algorithm for Protein Inference Meyer-Arendt, Karen Old, William M. Houel, Stephane Renganathan, Kutralanathan Eichelberger, Brian Resing, Katheryn A. Ahn, Natalie G. J Proteome Res [Image: see text] When analyzing proteins in complex samples using tandem mass spectrometry of peptides generated by proteolysis, the inference of proteins can be ambiguous, even with well-validated peptides. Unresolved questions include whether to show all possible proteins vs a minimal list, what to do when proteins are inferred ambiguously, and how to quantify peptides that bridge multiple proteins, each with distinguishing evidence. Here we describe IsoformResolver, a peptide-centric protein inference algorithm that clusters proteins in two ways, one based on peptides experimentally identified from MS/MS spectra, and the other based on peptides derived from an in silico digest of the protein database. MS/MS-derived protein groups report minimal list proteins in the context of all possible proteins, without redundantly listing peptides. In silico-derived protein groups pull together functionally related proteins, providing stable identifiers. The peptide-centric grouping strategy used by IsoformResolver allows proteins to be displayed together when they share peptides in common, providing a comprehensive yet concise way to organize protein profiles. It also summarizes information on spectral counts and is especially useful for comparing results from multiple LC–MS/MS experiments. Finally, we examine the relatedness of proteins within IsoformResolver groups and compare its performance to other protein inference software. American Chemical Society 2011-05-21 2011-07-01 /pmc/articles/PMC3167374/ /pubmed/21599010 http://dx.doi.org/10.1021/pr200039p Text en Copyright © 2011 American Chemical Society http://pubs.acs.org This is an open-access article distributed under the ACS AuthorChoice Terms & Conditions. Any use of this article, must conform to the terms of that license which are available at http://pubs.acs.org.
spellingShingle Meyer-Arendt, Karen
Old, William M.
Houel, Stephane
Renganathan, Kutralanathan
Eichelberger, Brian
Resing, Katheryn A.
Ahn, Natalie G.
IsoformResolver: A Peptide-Centric Algorithm for Protein Inference
title IsoformResolver: A Peptide-Centric Algorithm for Protein Inference
title_full IsoformResolver: A Peptide-Centric Algorithm for Protein Inference
title_fullStr IsoformResolver: A Peptide-Centric Algorithm for Protein Inference
title_full_unstemmed IsoformResolver: A Peptide-Centric Algorithm for Protein Inference
title_short IsoformResolver: A Peptide-Centric Algorithm for Protein Inference
title_sort isoformresolver: a peptide-centric algorithm for protein inference
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3167374/
https://www.ncbi.nlm.nih.gov/pubmed/21599010
http://dx.doi.org/10.1021/pr200039p
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