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Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin

Taxonomic assignment of sequence reads is a challenging task in metagenomic data analysis, for which the present methods mainly use either composition- or homology-based approaches. Though the homology-based methods are more sensitive and accurate, they suffer primarily due to the time needed to gen...

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Autores principales: Sharma, Vineet K., Kumar, Naveen, Prakash, Tulika, Taylor, Todd D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3319535/
https://www.ncbi.nlm.nih.gov/pubmed/22496776
http://dx.doi.org/10.1371/journal.pone.0034030
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author Sharma, Vineet K.
Kumar, Naveen
Prakash, Tulika
Taylor, Todd D.
author_facet Sharma, Vineet K.
Kumar, Naveen
Prakash, Tulika
Taylor, Todd D.
author_sort Sharma, Vineet K.
collection PubMed
description Taxonomic assignment of sequence reads is a challenging task in metagenomic data analysis, for which the present methods mainly use either composition- or homology-based approaches. Though the homology-based methods are more sensitive and accurate, they suffer primarily due to the time needed to generate the Blast alignments. We developed the MetaBin program and web server for better homology-based taxonomic assignments using an ORF-based approach. By implementing Blat as the faster alignment method in place of Blastx, the analysis time has been reduced by severalfold. It is benchmarked using both simulated and real metagenomic datasets, and can be used for both single and paired-end sequence reads of varying lengths (≥45 bp). To our knowledge, MetaBin is the only available program that can be used for the taxonomic binning of short reads (<100 bp) with high accuracy and high sensitivity using a homology-based approach. The MetaBin web server can be used to carry out the taxonomic analysis, by either submitting reads or Blastx output. It provides several options including construction of taxonomic trees, creation of a composition chart, functional analysis using COGs, and comparative analysis of multiple metagenomic datasets. MetaBin web server and a standalone version for high-throughput analysis are available freely at http://metabin.riken.jp/.
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spelling pubmed-33195352012-04-11 Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin Sharma, Vineet K. Kumar, Naveen Prakash, Tulika Taylor, Todd D. PLoS One Research Article Taxonomic assignment of sequence reads is a challenging task in metagenomic data analysis, for which the present methods mainly use either composition- or homology-based approaches. Though the homology-based methods are more sensitive and accurate, they suffer primarily due to the time needed to generate the Blast alignments. We developed the MetaBin program and web server for better homology-based taxonomic assignments using an ORF-based approach. By implementing Blat as the faster alignment method in place of Blastx, the analysis time has been reduced by severalfold. It is benchmarked using both simulated and real metagenomic datasets, and can be used for both single and paired-end sequence reads of varying lengths (≥45 bp). To our knowledge, MetaBin is the only available program that can be used for the taxonomic binning of short reads (<100 bp) with high accuracy and high sensitivity using a homology-based approach. The MetaBin web server can be used to carry out the taxonomic analysis, by either submitting reads or Blastx output. It provides several options including construction of taxonomic trees, creation of a composition chart, functional analysis using COGs, and comparative analysis of multiple metagenomic datasets. MetaBin web server and a standalone version for high-throughput analysis are available freely at http://metabin.riken.jp/. Public Library of Science 2012-04-04 /pmc/articles/PMC3319535/ /pubmed/22496776 http://dx.doi.org/10.1371/journal.pone.0034030 Text en Sharma et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Sharma, Vineet K.
Kumar, Naveen
Prakash, Tulika
Taylor, Todd D.
Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin
title Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin
title_full Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin
title_fullStr Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin
title_full_unstemmed Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin
title_short Fast and Accurate Taxonomic Assignments of Metagenomic Sequences Using MetaBin
title_sort fast and accurate taxonomic assignments of metagenomic sequences using metabin
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3319535/
https://www.ncbi.nlm.nih.gov/pubmed/22496776
http://dx.doi.org/10.1371/journal.pone.0034030
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