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microclass: an R-package for 16S taxonomy classification

BACKGROUND: Taxonomic classification based on the 16S rRNA gene sequence is important for the profiling of microbial communities. In addition to giving the best possible accuracy, it is also important to quantify uncertainties in the classifications. RESULTS: We present an R package with tools for m...

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Detalles Bibliográficos
Autores principales: Liland, Kristian Hovde, Vinje, Hilde, Snipen, Lars
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5353803/
https://www.ncbi.nlm.nih.gov/pubmed/28302051
http://dx.doi.org/10.1186/s12859-017-1583-2
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author Liland, Kristian Hovde
Vinje, Hilde
Snipen, Lars
author_facet Liland, Kristian Hovde
Vinje, Hilde
Snipen, Lars
author_sort Liland, Kristian Hovde
collection PubMed
description BACKGROUND: Taxonomic classification based on the 16S rRNA gene sequence is important for the profiling of microbial communities. In addition to giving the best possible accuracy, it is also important to quantify uncertainties in the classifications. RESULTS: We present an R package with tools for making such classifications, where the heavy computations are implemented in C++ but operated through the standard R interface. The user may train classifiers based on specialized data sets, but we also supply a ready-to-use function trained on a comprehensive training data set designed specifically for this purpose. This tool also includes some novel ways to quantify uncertainties in the classifications. CONCLUSIONS: Based on input sequences of varying length and quality, we demonstrate how the output from the classifications can be used to obtain high quality taxonomic assignments from 16S sequences within the R computing environment. The package is publicly available at the Comprehensive R Archive Network. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-017-1583-2) contains supplementary material, which is available to authorized users.
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spelling pubmed-53538032017-03-22 microclass: an R-package for 16S taxonomy classification Liland, Kristian Hovde Vinje, Hilde Snipen, Lars BMC Bioinformatics Software BACKGROUND: Taxonomic classification based on the 16S rRNA gene sequence is important for the profiling of microbial communities. In addition to giving the best possible accuracy, it is also important to quantify uncertainties in the classifications. RESULTS: We present an R package with tools for making such classifications, where the heavy computations are implemented in C++ but operated through the standard R interface. The user may train classifiers based on specialized data sets, but we also supply a ready-to-use function trained on a comprehensive training data set designed specifically for this purpose. This tool also includes some novel ways to quantify uncertainties in the classifications. CONCLUSIONS: Based on input sequences of varying length and quality, we demonstrate how the output from the classifications can be used to obtain high quality taxonomic assignments from 16S sequences within the R computing environment. The package is publicly available at the Comprehensive R Archive Network. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-017-1583-2) contains supplementary material, which is available to authorized users. BioMed Central 2017-03-16 /pmc/articles/PMC5353803/ /pubmed/28302051 http://dx.doi.org/10.1186/s12859-017-1583-2 Text en © The Author(s) 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Software
Liland, Kristian Hovde
Vinje, Hilde
Snipen, Lars
microclass: an R-package for 16S taxonomy classification
title microclass: an R-package for 16S taxonomy classification
title_full microclass: an R-package for 16S taxonomy classification
title_fullStr microclass: an R-package for 16S taxonomy classification
title_full_unstemmed microclass: an R-package for 16S taxonomy classification
title_short microclass: an R-package for 16S taxonomy classification
title_sort microclass: an r-package for 16s taxonomy classification
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5353803/
https://www.ncbi.nlm.nih.gov/pubmed/28302051
http://dx.doi.org/10.1186/s12859-017-1583-2
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