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bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data
Immunoglobulins, as well as T cell receptors, play a key role in adaptive immune responses because of their ability to recognize antigens. Recent advances in next generation sequencing improved also the quality and quantity of individual B cell receptors repertoire sequencing. Unfortunately, appropr...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4995022/ https://www.ncbi.nlm.nih.gov/pubmed/27551775 http://dx.doi.org/10.1371/journal.pone.0161569 |
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author | Bischof, Julia Ibrahim, Saleh M. |
author_facet | Bischof, Julia Ibrahim, Saleh M. |
author_sort | Bischof, Julia |
collection | PubMed |
description | Immunoglobulins, as well as T cell receptors, play a key role in adaptive immune responses because of their ability to recognize antigens. Recent advances in next generation sequencing improved also the quality and quantity of individual B cell receptors repertoire sequencing. Unfortunately, appropriate software to exhaustively analyze repertoire data from NGS platforms without limitations of the number of sequences are lacking. Here we introduce a new R package, bcRep, which offers a platform for comprehensive analyses of B cell receptor repertoires, using IMGT/HighV-QUEST formatted data. Methods for gene usage statistics, clonotype classification, as well as diversity measures, are included. Furthermore, functions to filter datasets, to do summary statistics about mutations, as well as visualization methods, are available. To compare samples in respect of gene usage, diversity, amino acid proportions, similar sequences or clones, several functions including also distance measurements, as well as multidimensional scaling methods, are provided. |
format | Online Article Text |
id | pubmed-4995022 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-49950222016-09-12 bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data Bischof, Julia Ibrahim, Saleh M. PLoS One Research Article Immunoglobulins, as well as T cell receptors, play a key role in adaptive immune responses because of their ability to recognize antigens. Recent advances in next generation sequencing improved also the quality and quantity of individual B cell receptors repertoire sequencing. Unfortunately, appropriate software to exhaustively analyze repertoire data from NGS platforms without limitations of the number of sequences are lacking. Here we introduce a new R package, bcRep, which offers a platform for comprehensive analyses of B cell receptor repertoires, using IMGT/HighV-QUEST formatted data. Methods for gene usage statistics, clonotype classification, as well as diversity measures, are included. Furthermore, functions to filter datasets, to do summary statistics about mutations, as well as visualization methods, are available. To compare samples in respect of gene usage, diversity, amino acid proportions, similar sequences or clones, several functions including also distance measurements, as well as multidimensional scaling methods, are provided. Public Library of Science 2016-08-23 /pmc/articles/PMC4995022/ /pubmed/27551775 http://dx.doi.org/10.1371/journal.pone.0161569 Text en © 2016 Bischof, Ibrahim http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bischof, Julia Ibrahim, Saleh M. bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data |
title | bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data |
title_full | bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data |
title_fullStr | bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data |
title_full_unstemmed | bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data |
title_short | bcRep: R Package for Comprehensive Analysis of B Cell Receptor Repertoire Data |
title_sort | bcrep: r package for comprehensive analysis of b cell receptor repertoire data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4995022/ https://www.ncbi.nlm.nih.gov/pubmed/27551775 http://dx.doi.org/10.1371/journal.pone.0161569 |
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