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CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences

BACKGROUND: One of the most crucial steps in high-throughput sequence-based microbiome studies is the taxonomic assignment of sequences belonging to operational taxonomic units (OTUs). Without taxonomic classification, functional and biological information of microbial communities cannot be inferred...

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Autores principales: Gdanetz, Kristi, Benucci, Gian Maria Niccolò, Vande Pol, Natalie, Bonito, Gregory
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5719527/
https://www.ncbi.nlm.nih.gov/pubmed/29212440
http://dx.doi.org/10.1186/s12859-017-1952-x
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author Gdanetz, Kristi
Benucci, Gian Maria Niccolò
Vande Pol, Natalie
Bonito, Gregory
author_facet Gdanetz, Kristi
Benucci, Gian Maria Niccolò
Vande Pol, Natalie
Bonito, Gregory
author_sort Gdanetz, Kristi
collection PubMed
description BACKGROUND: One of the most crucial steps in high-throughput sequence-based microbiome studies is the taxonomic assignment of sequences belonging to operational taxonomic units (OTUs). Without taxonomic classification, functional and biological information of microbial communities cannot be inferred or interpreted. The internal transcribed spacer (ITS) region of the ribosomal DNA is the conventional marker region for fungal community studies. While bioinformatics pipelines that cluster reads into OTUs have received much attention in the literature, less attention has been given to the taxonomic classification of these sequences, upon which biological inference is dependent. RESULTS: Here we compare how three common fungal OTU taxonomic assignment tools (RDP Classifier, UTAX, and SINTAX) handle ITS fungal sequence data. The classification power, defined as the proportion of assigned OTUs at a given taxonomic rank, varied among the classifiers. Classifiers were generally consistent (assignment of the same taxonomy to a given OTU) across datasets and ranks; a small number of OTUs were assigned unique classifications across programs. We developed CONSTAX (CONSensus TAXonomy), a Python tool that compares taxonomic classifications of the three programs and merges them into an improved consensus taxonomy. This tool also produces summary classification outputs that are useful for downstream analyses. CONCLUSIONS: Our results demonstrate that independent taxonomy assignment tools classify unique members of the fungal community, and greater classification power is realized by generating consensus taxonomy of available classifiers with CONSTAX. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-017-1952-x) contains supplementary material, which is available to authorized users.
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spelling pubmed-57195272017-12-08 CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences Gdanetz, Kristi Benucci, Gian Maria Niccolò Vande Pol, Natalie Bonito, Gregory BMC Bioinformatics Methodology Article BACKGROUND: One of the most crucial steps in high-throughput sequence-based microbiome studies is the taxonomic assignment of sequences belonging to operational taxonomic units (OTUs). Without taxonomic classification, functional and biological information of microbial communities cannot be inferred or interpreted. The internal transcribed spacer (ITS) region of the ribosomal DNA is the conventional marker region for fungal community studies. While bioinformatics pipelines that cluster reads into OTUs have received much attention in the literature, less attention has been given to the taxonomic classification of these sequences, upon which biological inference is dependent. RESULTS: Here we compare how three common fungal OTU taxonomic assignment tools (RDP Classifier, UTAX, and SINTAX) handle ITS fungal sequence data. The classification power, defined as the proportion of assigned OTUs at a given taxonomic rank, varied among the classifiers. Classifiers were generally consistent (assignment of the same taxonomy to a given OTU) across datasets and ranks; a small number of OTUs were assigned unique classifications across programs. We developed CONSTAX (CONSensus TAXonomy), a Python tool that compares taxonomic classifications of the three programs and merges them into an improved consensus taxonomy. This tool also produces summary classification outputs that are useful for downstream analyses. CONCLUSIONS: Our results demonstrate that independent taxonomy assignment tools classify unique members of the fungal community, and greater classification power is realized by generating consensus taxonomy of available classifiers with CONSTAX. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-017-1952-x) contains supplementary material, which is available to authorized users. BioMed Central 2017-12-06 /pmc/articles/PMC5719527/ /pubmed/29212440 http://dx.doi.org/10.1186/s12859-017-1952-x Text en © The Author(s). 2017 Open AccessThis 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 Methodology Article
Gdanetz, Kristi
Benucci, Gian Maria Niccolò
Vande Pol, Natalie
Bonito, Gregory
CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences
title CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences
title_full CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences
title_fullStr CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences
title_full_unstemmed CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences
title_short CONSTAX: a tool for improved taxonomic resolution of environmental fungal ITS sequences
title_sort constax: a tool for improved taxonomic resolution of environmental fungal its sequences
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5719527/
https://www.ncbi.nlm.nih.gov/pubmed/29212440
http://dx.doi.org/10.1186/s12859-017-1952-x
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