Cargando…
Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information
Recent algorithmic advances in amplicon-based microbiome studies enable the inference of exact amplicon sequence fragments. These new methods enable the investigation of sub-operational taxonomic units (sOTU) by removing erroneous sequences. However, short (e.g., 150-nucleotide [nt]) DNA sequence fr...
Autores principales: | , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Microbiology
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5904434/ https://www.ncbi.nlm.nih.gov/pubmed/29719869 http://dx.doi.org/10.1128/mSystems.00021-18 |
_version_ | 1783315101135142912 |
---|---|
author | Janssen, Stefan McDonald, Daniel Gonzalez, Antonio Navas-Molina, Jose A. Jiang, Lingjing Xu, Zhenjiang Zech Winker, Kevin Kado, Deborah M. Orwoll, Eric Manary, Mark Mirarab, Siavash Knight, Rob |
author_facet | Janssen, Stefan McDonald, Daniel Gonzalez, Antonio Navas-Molina, Jose A. Jiang, Lingjing Xu, Zhenjiang Zech Winker, Kevin Kado, Deborah M. Orwoll, Eric Manary, Mark Mirarab, Siavash Knight, Rob |
author_sort | Janssen, Stefan |
collection | PubMed |
description | Recent algorithmic advances in amplicon-based microbiome studies enable the inference of exact amplicon sequence fragments. These new methods enable the investigation of sub-operational taxonomic units (sOTU) by removing erroneous sequences. However, short (e.g., 150-nucleotide [nt]) DNA sequence fragments do not contain sufficient phylogenetic signal to reproduce a reasonable tree, introducing a barrier in the utilization of critical phylogenetically aware metrics such as Faith’s PD or UniFrac. Although fragment insertion methods do exist, those methods have not been tested for sOTUs from high-throughput amplicon studies in insertions against a broad reference phylogeny. We benchmarked the SATé-enabled phylogenetic placement (SEPP) technique explicitly against 16S V4 sequence fragments and showed that it outperforms the conceptually problematic but often-used practice of reconstructing de novo phylogenies. In addition, we provide a BSD-licensed QIIME2 plugin (https://github.com/biocore/q2-fragment-insertion) for SEPP and integration into the microbial study management platform QIITA. IMPORTANCE The move from OTU-based to sOTU-based analysis, while providing additional resolution, also introduces computational challenges. We demonstrate that one popular method of dealing with sOTUs (building a de novo tree from the short sequences) can provide incorrect results in human gut metagenomic studies and show that phylogenetic placement of the new sequences with SEPP resolves this problem while also yielding other benefits over existing methods. |
format | Online Article Text |
id | pubmed-5904434 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-59044342018-05-01 Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information Janssen, Stefan McDonald, Daniel Gonzalez, Antonio Navas-Molina, Jose A. Jiang, Lingjing Xu, Zhenjiang Zech Winker, Kevin Kado, Deborah M. Orwoll, Eric Manary, Mark Mirarab, Siavash Knight, Rob mSystems Research Article Recent algorithmic advances in amplicon-based microbiome studies enable the inference of exact amplicon sequence fragments. These new methods enable the investigation of sub-operational taxonomic units (sOTU) by removing erroneous sequences. However, short (e.g., 150-nucleotide [nt]) DNA sequence fragments do not contain sufficient phylogenetic signal to reproduce a reasonable tree, introducing a barrier in the utilization of critical phylogenetically aware metrics such as Faith’s PD or UniFrac. Although fragment insertion methods do exist, those methods have not been tested for sOTUs from high-throughput amplicon studies in insertions against a broad reference phylogeny. We benchmarked the SATé-enabled phylogenetic placement (SEPP) technique explicitly against 16S V4 sequence fragments and showed that it outperforms the conceptually problematic but often-used practice of reconstructing de novo phylogenies. In addition, we provide a BSD-licensed QIIME2 plugin (https://github.com/biocore/q2-fragment-insertion) for SEPP and integration into the microbial study management platform QIITA. IMPORTANCE The move from OTU-based to sOTU-based analysis, while providing additional resolution, also introduces computational challenges. We demonstrate that one popular method of dealing with sOTUs (building a de novo tree from the short sequences) can provide incorrect results in human gut metagenomic studies and show that phylogenetic placement of the new sequences with SEPP resolves this problem while also yielding other benefits over existing methods. American Society for Microbiology 2018-04-17 /pmc/articles/PMC5904434/ /pubmed/29719869 http://dx.doi.org/10.1128/mSystems.00021-18 Text en Copyright © 2018 Janssen et al. https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Janssen, Stefan McDonald, Daniel Gonzalez, Antonio Navas-Molina, Jose A. Jiang, Lingjing Xu, Zhenjiang Zech Winker, Kevin Kado, Deborah M. Orwoll, Eric Manary, Mark Mirarab, Siavash Knight, Rob Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information |
title | Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information |
title_full | Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information |
title_fullStr | Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information |
title_full_unstemmed | Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information |
title_short | Phylogenetic Placement of Exact Amplicon Sequences Improves Associations with Clinical Information |
title_sort | phylogenetic placement of exact amplicon sequences improves associations with clinical information |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5904434/ https://www.ncbi.nlm.nih.gov/pubmed/29719869 http://dx.doi.org/10.1128/mSystems.00021-18 |
work_keys_str_mv | AT janssenstefan phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT mcdonalddaniel phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT gonzalezantonio phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT navasmolinajosea phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT jianglingjing phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT xuzhenjiangzech phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT winkerkevin phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT kadodeborahm phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT orwolleric phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT manarymark phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT mirarabsiavash phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation AT knightrob phylogeneticplacementofexactampliconsequencesimprovesassociationswithclinicalinformation |