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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2015
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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. |
format | Online Article Text |
id | pubmed-4542777 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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