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IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis

The analysis of concentrations of circulating antibodies in serum (antibody repertoire) is a fundamental, yet poorly studied, problem in immunoinformatics. The two current approaches to the analysis of antibody repertoires [next generation sequencing (NGS) and mass spectrometry (MS)] present difficu...

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Autores principales: Safonova, Yana, Bonissone, Stefano, Kurpilyansky, Eugene, Starostina, Ekaterina, Lapidus, Alla, Stinson, Jeremy, DePalatis, Laura, Sandoval, Wendy, Lill, Jennie, Pevzner, Pavel A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4542777/
https://www.ncbi.nlm.nih.gov/pubmed/26072509
http://dx.doi.org/10.1093/bioinformatics/btv238
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author Safonova, Yana
Bonissone, Stefano
Kurpilyansky, Eugene
Starostina, Ekaterina
Lapidus, Alla
Stinson, Jeremy
DePalatis, Laura
Sandoval, Wendy
Lill, Jennie
Pevzner, Pavel A.
author_facet Safonova, Yana
Bonissone, Stefano
Kurpilyansky, Eugene
Starostina, Ekaterina
Lapidus, Alla
Stinson, Jeremy
DePalatis, Laura
Sandoval, Wendy
Lill, Jennie
Pevzner, Pavel A.
author_sort Safonova, Yana
collection PubMed
description The analysis of concentrations of circulating antibodies in serum (antibody repertoire) is a fundamental, yet poorly studied, problem in immunoinformatics. The two current approaches to the analysis of antibody repertoires [next generation sequencing (NGS) and mass spectrometry (MS)] present difficult computational challenges since antibodies are not directly encoded in the germline but are extensively diversified by somatic recombination and hypermutations. Therefore, the protein database required for the interpretation of spectra from circulating antibodies is custom for each individual. Although such a database can be constructed via NGS, the reads generated by NGS are error-prone and even a single nucleotide error precludes identification of a peptide by the standard proteomics tools. Here, we present the IgRepertoireConstructor algorithm that performs error-correction of immunosequencing reads and uses mass spectra to validate the constructed antibody repertoires. Availability and implementation: IgRepertoireConstructor is open source and freely available as a C++ and Python program running on all Unix-compatible platforms. The source code is available from http://bioinf.spbau.ru/igtools. Contact: ppevzner@ucsd.edu Supplementary information: Supplementary data are available at Bioinformatics online.
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spelling pubmed-45427772015-08-25 IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis Safonova, Yana Bonissone, Stefano Kurpilyansky, Eugene Starostina, Ekaterina Lapidus, Alla Stinson, Jeremy DePalatis, Laura Sandoval, Wendy Lill, Jennie Pevzner, Pavel A. Bioinformatics Ismb/Eccb 2015 Proceedings Papers Committee July 10 to July 14, 2015, Dublin, Ireland The analysis of concentrations of circulating antibodies in serum (antibody repertoire) is a fundamental, yet poorly studied, problem in immunoinformatics. The two current approaches to the analysis of antibody repertoires [next generation sequencing (NGS) and mass spectrometry (MS)] present difficult computational challenges since antibodies are not directly encoded in the germline but are extensively diversified by somatic recombination and hypermutations. Therefore, the protein database required for the interpretation of spectra from circulating antibodies is custom for each individual. Although such a database can be constructed via NGS, the reads generated by NGS are error-prone and even a single nucleotide error precludes identification of a peptide by the standard proteomics tools. Here, we present the IgRepertoireConstructor algorithm that performs error-correction of immunosequencing reads and uses mass spectra to validate the constructed antibody repertoires. Availability and implementation: IgRepertoireConstructor is open source and freely available as a C++ and Python program running on all Unix-compatible platforms. The source code is available from http://bioinf.spbau.ru/igtools. Contact: ppevzner@ucsd.edu Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2015-06-15 2015-06-10 /pmc/articles/PMC4542777/ /pubmed/26072509 http://dx.doi.org/10.1093/bioinformatics/btv238 Text en © The Author 2015. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/),which permits non-commercial reuse, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Ismb/Eccb 2015 Proceedings Papers Committee July 10 to July 14, 2015, Dublin, Ireland
Safonova, Yana
Bonissone, Stefano
Kurpilyansky, Eugene
Starostina, Ekaterina
Lapidus, Alla
Stinson, Jeremy
DePalatis, Laura
Sandoval, Wendy
Lill, Jennie
Pevzner, Pavel A.
IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
title IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
title_full IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
title_fullStr IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
title_full_unstemmed IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
title_short IgRepertoireConstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
title_sort igrepertoireconstructor: a novel algorithm for antibody repertoire construction and immunoproteogenomics analysis
topic Ismb/Eccb 2015 Proceedings Papers Committee July 10 to July 14, 2015, Dublin, Ireland
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4542777/
https://www.ncbi.nlm.nih.gov/pubmed/26072509
http://dx.doi.org/10.1093/bioinformatics/btv238
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