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...
Autores principales: | , , , , , , , , , , |
---|---|
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 |