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mmnet: An R Package for Metagenomics Systems Biology Analysis

The human microbiome plays important roles in human health and disease. Previous microbiome studies focused mainly on single pure species function and overlooked the interactions in the complex communities on system-level. A metagenomic approach introduced recently integrates metagenomic data with c...

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Detalles Bibliográficos
Autores principales: Cao, Yang, Zheng, Xiaofei, Li, Fei, Bo, Xiaochen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4573221/
https://www.ncbi.nlm.nih.gov/pubmed/26421278
http://dx.doi.org/10.1155/2015/167249
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author Cao, Yang
Zheng, Xiaofei
Li, Fei
Bo, Xiaochen
author_facet Cao, Yang
Zheng, Xiaofei
Li, Fei
Bo, Xiaochen
author_sort Cao, Yang
collection PubMed
description The human microbiome plays important roles in human health and disease. Previous microbiome studies focused mainly on single pure species function and overlooked the interactions in the complex communities on system-level. A metagenomic approach introduced recently integrates metagenomic data with community-level metabolic network modeling, but no comprehensive tool was available for such kind of approaches. To facilitate these kinds of studies, we developed an R package, mmnet, to implement community-level metabolic network reconstruction. The package also implements a set of functions for automatic analysis pipeline construction including functional annotation of metagenomic reads, abundance estimation of enzymatic genes, community-level metabolic network reconstruction, and integrated network analysis. The result can be represented in an intuitive way and sent to Cytoscape for further exploration. The package has substantial potentials in metagenomic studies that focus on identifying system-level variations of human microbiome associated with disease.
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spelling pubmed-45732212015-09-29 mmnet: An R Package for Metagenomics Systems Biology Analysis Cao, Yang Zheng, Xiaofei Li, Fei Bo, Xiaochen Biomed Res Int Research Article The human microbiome plays important roles in human health and disease. Previous microbiome studies focused mainly on single pure species function and overlooked the interactions in the complex communities on system-level. A metagenomic approach introduced recently integrates metagenomic data with community-level metabolic network modeling, but no comprehensive tool was available for such kind of approaches. To facilitate these kinds of studies, we developed an R package, mmnet, to implement community-level metabolic network reconstruction. The package also implements a set of functions for automatic analysis pipeline construction including functional annotation of metagenomic reads, abundance estimation of enzymatic genes, community-level metabolic network reconstruction, and integrated network analysis. The result can be represented in an intuitive way and sent to Cytoscape for further exploration. The package has substantial potentials in metagenomic studies that focus on identifying system-level variations of human microbiome associated with disease. Hindawi Publishing Corporation 2015 2015-09-03 /pmc/articles/PMC4573221/ /pubmed/26421278 http://dx.doi.org/10.1155/2015/167249 Text en Copyright © 2015 Yang Cao et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Cao, Yang
Zheng, Xiaofei
Li, Fei
Bo, Xiaochen
mmnet: An R Package for Metagenomics Systems Biology Analysis
title mmnet: An R Package for Metagenomics Systems Biology Analysis
title_full mmnet: An R Package for Metagenomics Systems Biology Analysis
title_fullStr mmnet: An R Package for Metagenomics Systems Biology Analysis
title_full_unstemmed mmnet: An R Package for Metagenomics Systems Biology Analysis
title_short mmnet: An R Package for Metagenomics Systems Biology Analysis
title_sort mmnet: an r package for metagenomics systems biology analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4573221/
https://www.ncbi.nlm.nih.gov/pubmed/26421278
http://dx.doi.org/10.1155/2015/167249
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