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NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads

Motivation: Datasets from high-throughput sequencing technologies have yielded a vast amount of data about organisms in environmental samples. Yet, it is still a challenge to assess the exact organism content in these samples because the task of taxonomic classification is too computationally comple...

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Detalles Bibliográficos
Autores principales: Rosen, Gail L., Reichenberger, Erin R., Rosenfeld, Aaron M.
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3008645/
https://www.ncbi.nlm.nih.gov/pubmed/21062764
http://dx.doi.org/10.1093/bioinformatics/btq619
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author Rosen, Gail L.
Reichenberger, Erin R.
Rosenfeld, Aaron M.
author_facet Rosen, Gail L.
Reichenberger, Erin R.
Rosenfeld, Aaron M.
author_sort Rosen, Gail L.
collection PubMed
description Motivation: Datasets from high-throughput sequencing technologies have yielded a vast amount of data about organisms in environmental samples. Yet, it is still a challenge to assess the exact organism content in these samples because the task of taxonomic classification is too computationally complex to annotate all reads in a dataset. An easy-to-use webserver is needed to process these reads. While many methods exist, only a few are publicly available on webservers, and out of those, most do not annotate all reads. Results: We introduce a webserver that implements the naïve Bayes classifier (NBC) to classify all metagenomic reads to their best taxonomic match. Results indicate that NBC can assign next-generation sequencing reads to their taxonomic classification and can find significant populations of genera that other classifiers may miss. Availability: Publicly available at: http://nbc.ece.drexel.edu. Contact: gailr@ece.drexel.edu
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spelling pubmed-30086452010-12-29 NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads Rosen, Gail L. Reichenberger, Erin R. Rosenfeld, Aaron M. Bioinformatics Applications Note Motivation: Datasets from high-throughput sequencing technologies have yielded a vast amount of data about organisms in environmental samples. Yet, it is still a challenge to assess the exact organism content in these samples because the task of taxonomic classification is too computationally complex to annotate all reads in a dataset. An easy-to-use webserver is needed to process these reads. While many methods exist, only a few are publicly available on webservers, and out of those, most do not annotate all reads. Results: We introduce a webserver that implements the naïve Bayes classifier (NBC) to classify all metagenomic reads to their best taxonomic match. Results indicate that NBC can assign next-generation sequencing reads to their taxonomic classification and can find significant populations of genera that other classifiers may miss. Availability: Publicly available at: http://nbc.ece.drexel.edu. Contact: gailr@ece.drexel.edu Oxford University Press 2011-01-01 2010-11-08 /pmc/articles/PMC3008645/ /pubmed/21062764 http://dx.doi.org/10.1093/bioinformatics/btq619 Text en © The Author(s) 2010. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.5), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Note
Rosen, Gail L.
Reichenberger, Erin R.
Rosenfeld, Aaron M.
NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads
title NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads
title_full NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads
title_fullStr NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads
title_full_unstemmed NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads
title_short NBC: the Naïve Bayes Classification tool webserver for taxonomic classification of metagenomic reads
title_sort nbc: the naïve bayes classification tool webserver for taxonomic classification of metagenomic reads
topic Applications Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3008645/
https://www.ncbi.nlm.nih.gov/pubmed/21062764
http://dx.doi.org/10.1093/bioinformatics/btq619
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