Cargando…

Species-level functional profiling of metagenomes and metatranscriptomes

Functional profiling from metagenomic or metatranscriptomic (“meta’omic”) sequencing provides insight into the molecular activities of microbial communities. These analyses are typically carried out using comprehensive search of sequencing reads, which is time-consuming, prone to spurious mapping, a...

Descripción completa

Detalles Bibliográficos
Autores principales: Franzosa, Eric A., McIver, Lauren J., Rahnavard, Gholamali, Thompson, Luke R., Schirmer, Melanie, Weingart, George, Lipson, Karen Schwarzberg, Knight, Rob, Caporaso, J. Gregory, Segata, Nicola, Huttenhower, Curtis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6235447/
https://www.ncbi.nlm.nih.gov/pubmed/30377376
http://dx.doi.org/10.1038/s41592-018-0176-y
_version_ 1783370874283360256
author Franzosa, Eric A.
McIver, Lauren J.
Rahnavard, Gholamali
Thompson, Luke R.
Schirmer, Melanie
Weingart, George
Lipson, Karen Schwarzberg
Knight, Rob
Caporaso, J. Gregory
Segata, Nicola
Huttenhower, Curtis
author_facet Franzosa, Eric A.
McIver, Lauren J.
Rahnavard, Gholamali
Thompson, Luke R.
Schirmer, Melanie
Weingart, George
Lipson, Karen Schwarzberg
Knight, Rob
Caporaso, J. Gregory
Segata, Nicola
Huttenhower, Curtis
author_sort Franzosa, Eric A.
collection PubMed
description Functional profiling from metagenomic or metatranscriptomic (“meta’omic”) sequencing provides insight into the molecular activities of microbial communities. These analyses are typically carried out using comprehensive search of sequencing reads, which is time-consuming, prone to spurious mapping, and often limited to community-level quantification. We developed a tiered meta’omic search strategy (HUMAnN2) which enables fast, accurate, and species-resolved functional profiling of host-associated and environmental communities. HUMAnN2 identifies a community’s known species, aligns reads to their pangenomes, performs translated search on unclassified reads, and finally quantifies gene families and pathways. Relative to pure translated search, HUMAnN2 is 3x faster and produces more accurate gene family profiles (89% vs. 67%). We apply HUMAnN2 to clinal variation in marine metabolism, ecological contribution patterns among human microbiome pathways, variation in species’ genomic vs. transcriptional contributions, and strain profiling. Finally, we introduce “contributional diversity” to explain patterns of ecological assembly across different microbial community types.
format Online
Article
Text
id pubmed-6235447
institution National Center for Biotechnology Information
language English
publishDate 2018
record_format MEDLINE/PubMed
spelling pubmed-62354472019-04-30 Species-level functional profiling of metagenomes and metatranscriptomes Franzosa, Eric A. McIver, Lauren J. Rahnavard, Gholamali Thompson, Luke R. Schirmer, Melanie Weingart, George Lipson, Karen Schwarzberg Knight, Rob Caporaso, J. Gregory Segata, Nicola Huttenhower, Curtis Nat Methods Article Functional profiling from metagenomic or metatranscriptomic (“meta’omic”) sequencing provides insight into the molecular activities of microbial communities. These analyses are typically carried out using comprehensive search of sequencing reads, which is time-consuming, prone to spurious mapping, and often limited to community-level quantification. We developed a tiered meta’omic search strategy (HUMAnN2) which enables fast, accurate, and species-resolved functional profiling of host-associated and environmental communities. HUMAnN2 identifies a community’s known species, aligns reads to their pangenomes, performs translated search on unclassified reads, and finally quantifies gene families and pathways. Relative to pure translated search, HUMAnN2 is 3x faster and produces more accurate gene family profiles (89% vs. 67%). We apply HUMAnN2 to clinal variation in marine metabolism, ecological contribution patterns among human microbiome pathways, variation in species’ genomic vs. transcriptional contributions, and strain profiling. Finally, we introduce “contributional diversity” to explain patterns of ecological assembly across different microbial community types. 2018-10-30 2018-11 /pmc/articles/PMC6235447/ /pubmed/30377376 http://dx.doi.org/10.1038/s41592-018-0176-y Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Franzosa, Eric A.
McIver, Lauren J.
Rahnavard, Gholamali
Thompson, Luke R.
Schirmer, Melanie
Weingart, George
Lipson, Karen Schwarzberg
Knight, Rob
Caporaso, J. Gregory
Segata, Nicola
Huttenhower, Curtis
Species-level functional profiling of metagenomes and metatranscriptomes
title Species-level functional profiling of metagenomes and metatranscriptomes
title_full Species-level functional profiling of metagenomes and metatranscriptomes
title_fullStr Species-level functional profiling of metagenomes and metatranscriptomes
title_full_unstemmed Species-level functional profiling of metagenomes and metatranscriptomes
title_short Species-level functional profiling of metagenomes and metatranscriptomes
title_sort species-level functional profiling of metagenomes and metatranscriptomes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6235447/
https://www.ncbi.nlm.nih.gov/pubmed/30377376
http://dx.doi.org/10.1038/s41592-018-0176-y
work_keys_str_mv AT franzosaerica specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT mciverlaurenj specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT rahnavardgholamali specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT thompsonluker specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT schirmermelanie specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT weingartgeorge specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT lipsonkarenschwarzberg specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT knightrob specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT caporasojgregory specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT segatanicola specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes
AT huttenhowercurtis specieslevelfunctionalprofilingofmetagenomesandmetatranscriptomes