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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...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2011
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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 |
format | Text |
id | pubmed-3008645 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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