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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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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. |
format | Online Article Text |
id | pubmed-4573221 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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