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Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3

Culture-independent analyses of microbial communities have progressed dramatically in the last decade, particularly due to advances in methods for biological profiling via shotgun metagenomics. Opportunities for improvement continue to accelerate, with greater access to multi-omics, microbial refere...

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Autores principales: Beghini, Francesco, McIver, Lauren J, Blanco-Míguez, Aitor, Dubois, Leonard, Asnicar, Francesco, Maharjan, Sagun, Mailyan, Ana, Manghi, Paolo, Scholz, Matthias, Thomas, Andrew Maltez, Valles-Colomer, Mireia, Weingart, George, Zhang, Yancong, Zolfo, Moreno, Huttenhower, Curtis, Franzosa, Eric A, Segata, Nicola
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8096432/
https://www.ncbi.nlm.nih.gov/pubmed/33944776
http://dx.doi.org/10.7554/eLife.65088
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author Beghini, Francesco
McIver, Lauren J
Blanco-Míguez, Aitor
Dubois, Leonard
Asnicar, Francesco
Maharjan, Sagun
Mailyan, Ana
Manghi, Paolo
Scholz, Matthias
Thomas, Andrew Maltez
Valles-Colomer, Mireia
Weingart, George
Zhang, Yancong
Zolfo, Moreno
Huttenhower, Curtis
Franzosa, Eric A
Segata, Nicola
author_facet Beghini, Francesco
McIver, Lauren J
Blanco-Míguez, Aitor
Dubois, Leonard
Asnicar, Francesco
Maharjan, Sagun
Mailyan, Ana
Manghi, Paolo
Scholz, Matthias
Thomas, Andrew Maltez
Valles-Colomer, Mireia
Weingart, George
Zhang, Yancong
Zolfo, Moreno
Huttenhower, Curtis
Franzosa, Eric A
Segata, Nicola
author_sort Beghini, Francesco
collection PubMed
description Culture-independent analyses of microbial communities have progressed dramatically in the last decade, particularly due to advances in methods for biological profiling via shotgun metagenomics. Opportunities for improvement continue to accelerate, with greater access to multi-omics, microbial reference genomes, and strain-level diversity. To leverage these, we present bioBakery 3, a set of integrated, improved methods for taxonomic, strain-level, functional, and phylogenetic profiling of metagenomes newly developed to build on the largest set of reference sequences now available. Compared to current alternatives, MetaPhlAn 3 increases the accuracy of taxonomic profiling, and HUMAnN 3 improves that of functional potential and activity. These methods detected novel disease-microbiome links in applications to CRC (1262 metagenomes) and IBD (1635 metagenomes and 817 metatranscriptomes). Strain-level profiling of an additional 4077 metagenomes with StrainPhlAn 3 and PanPhlAn 3 unraveled the phylogenetic and functional structure of the common gut microbe Ruminococcus bromii, previously described by only 15 isolate genomes. With open-source implementations and cloud-deployable reproducible workflows, the bioBakery 3 platform can help researchers deepen the resolution, scale, and accuracy of multi-omic profiling for microbial community studies.
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spelling pubmed-80964322021-05-06 Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3 Beghini, Francesco McIver, Lauren J Blanco-Míguez, Aitor Dubois, Leonard Asnicar, Francesco Maharjan, Sagun Mailyan, Ana Manghi, Paolo Scholz, Matthias Thomas, Andrew Maltez Valles-Colomer, Mireia Weingart, George Zhang, Yancong Zolfo, Moreno Huttenhower, Curtis Franzosa, Eric A Segata, Nicola eLife Computational and Systems Biology Culture-independent analyses of microbial communities have progressed dramatically in the last decade, particularly due to advances in methods for biological profiling via shotgun metagenomics. Opportunities for improvement continue to accelerate, with greater access to multi-omics, microbial reference genomes, and strain-level diversity. To leverage these, we present bioBakery 3, a set of integrated, improved methods for taxonomic, strain-level, functional, and phylogenetic profiling of metagenomes newly developed to build on the largest set of reference sequences now available. Compared to current alternatives, MetaPhlAn 3 increases the accuracy of taxonomic profiling, and HUMAnN 3 improves that of functional potential and activity. These methods detected novel disease-microbiome links in applications to CRC (1262 metagenomes) and IBD (1635 metagenomes and 817 metatranscriptomes). Strain-level profiling of an additional 4077 metagenomes with StrainPhlAn 3 and PanPhlAn 3 unraveled the phylogenetic and functional structure of the common gut microbe Ruminococcus bromii, previously described by only 15 isolate genomes. With open-source implementations and cloud-deployable reproducible workflows, the bioBakery 3 platform can help researchers deepen the resolution, scale, and accuracy of multi-omic profiling for microbial community studies. eLife Sciences Publications, Ltd 2021-05-04 /pmc/articles/PMC8096432/ /pubmed/33944776 http://dx.doi.org/10.7554/eLife.65088 Text en © 2021, Beghini et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Computational and Systems Biology
Beghini, Francesco
McIver, Lauren J
Blanco-Míguez, Aitor
Dubois, Leonard
Asnicar, Francesco
Maharjan, Sagun
Mailyan, Ana
Manghi, Paolo
Scholz, Matthias
Thomas, Andrew Maltez
Valles-Colomer, Mireia
Weingart, George
Zhang, Yancong
Zolfo, Moreno
Huttenhower, Curtis
Franzosa, Eric A
Segata, Nicola
Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
title Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
title_full Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
title_fullStr Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
title_full_unstemmed Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
title_short Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3
title_sort integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with biobakery 3
topic Computational and Systems Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8096432/
https://www.ncbi.nlm.nih.gov/pubmed/33944776
http://dx.doi.org/10.7554/eLife.65088
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