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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...

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Autores principales: Patumcharoenpol, Preecha, Nakphaichit, Massalin, Panagiotou, Gianni, Senavonge, Anchalee, Suratannon, Narissara, Vongsangnak, Wanwipa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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.
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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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