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MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome
Investigating metabolic functional capability of a human gut microbiome enables the quantification of microbiome changes, which can cause a phenotypic change of host physiology and disease. One possible way to estimate the functional capability of a microbial community is through inferring metagenom...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7787440/ https://www.ncbi.nlm.nih.gov/pubmed/33406089 http://dx.doi.org/10.1371/journal.pcbi.1008487 |
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author | Patumcharoenpol, Preecha Nakphaichit, Massalin Panagiotou, Gianni Senavonge, Anchalee Suratannon, Narissara Vongsangnak, Wanwipa |
author_facet | Patumcharoenpol, Preecha Nakphaichit, Massalin Panagiotou, Gianni Senavonge, Anchalee Suratannon, Narissara Vongsangnak, Wanwipa |
author_sort | Patumcharoenpol, Preecha |
collection | PubMed |
description | Investigating metabolic functional capability of a human gut microbiome enables the quantification of microbiome changes, which can cause a phenotypic change of host physiology and disease. One possible way to estimate the functional capability of a microbial community is through inferring metagenomic content from 16S rRNA gene sequences. Genome-scale models (GEMs) can be used as scaffold for functional estimation analysis at a systematic level, however up to date, there is no integrative toolbox based on GEMs for uncovering metabolic functions. Here, we developed the MetGEMs (metagenome-scale models) toolbox, an open-source application for inferring metabolic functions from 16S rRNA gene sequences to facilitate the study of the human gut microbiome by the wider scientific community. The developed toolbox was validated using shotgun metagenomic data and shown to be superior in predicting functional composition in human clinical samples compared to existing state-of-the-art tools. Therefore, the MetGEMs toolbox was subsequently applied for annotating putative enzyme functions and metabolic routes related in human disease using atopic dermatitis as a case study. |
format | Online Article Text |
id | pubmed-7787440 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-77874402021-01-14 MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome Patumcharoenpol, Preecha Nakphaichit, Massalin Panagiotou, Gianni Senavonge, Anchalee Suratannon, Narissara Vongsangnak, Wanwipa PLoS Comput Biol Research Article Investigating metabolic functional capability of a human gut microbiome enables the quantification of microbiome changes, which can cause a phenotypic change of host physiology and disease. One possible way to estimate the functional capability of a microbial community is through inferring metagenomic content from 16S rRNA gene sequences. Genome-scale models (GEMs) can be used as scaffold for functional estimation analysis at a systematic level, however up to date, there is no integrative toolbox based on GEMs for uncovering metabolic functions. Here, we developed the MetGEMs (metagenome-scale models) toolbox, an open-source application for inferring metabolic functions from 16S rRNA gene sequences to facilitate the study of the human gut microbiome by the wider scientific community. The developed toolbox was validated using shotgun metagenomic data and shown to be superior in predicting functional composition in human clinical samples compared to existing state-of-the-art tools. Therefore, the MetGEMs toolbox was subsequently applied for annotating putative enzyme functions and metabolic routes related in human disease using atopic dermatitis as a case study. Public Library of Science 2021-01-06 /pmc/articles/PMC7787440/ /pubmed/33406089 http://dx.doi.org/10.1371/journal.pcbi.1008487 Text en © 2021 Patumcharoenpol et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Patumcharoenpol, Preecha Nakphaichit, Massalin Panagiotou, Gianni Senavonge, Anchalee Suratannon, Narissara Vongsangnak, Wanwipa MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
title | MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
title_full | MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
title_fullStr | MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
title_full_unstemmed | MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
title_short | MetGEMs Toolbox: Metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
title_sort | metgems toolbox: metagenome-scale models as integrative toolbox for uncovering metabolic functions and routes of human gut microbiome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7787440/ https://www.ncbi.nlm.nih.gov/pubmed/33406089 http://dx.doi.org/10.1371/journal.pcbi.1008487 |
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