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Metagenomic Annotation Networks: Construction and Applications
The derivation and comparison of biological interaction networks are vital for understanding the functional capacity and hierarchical organization of integrated microbial communities. In the current work we present metagenomic annotation networks as a novel taxonomy-free approach for understanding t...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3413691/ https://www.ncbi.nlm.nih.gov/pubmed/22879885 http://dx.doi.org/10.1371/journal.pone.0041283 |
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author | Vey, Gregory Moreno-Hagelsieb, Gabriel |
author_facet | Vey, Gregory Moreno-Hagelsieb, Gabriel |
author_sort | Vey, Gregory |
collection | PubMed |
description | The derivation and comparison of biological interaction networks are vital for understanding the functional capacity and hierarchical organization of integrated microbial communities. In the current work we present metagenomic annotation networks as a novel taxonomy-free approach for understanding the functional architecture of metagenomes. Specifically, metagenomic operon predictions are exploited to derive functional interactions that are translated and categorized according to their associated functional annotations. The result is a collection of discrete networks of weighted annotation linkages. These networks are subsequently examined for the occurrence of annotation modules that portray the functional and organizational characteristics of various microbial communities. A variety of network perspectives and annotation categories are applied to recover a diverse range of modules with different degrees of annotative cohesiveness. Applications to biocatalyst discovery and human health issues are discussed, as well as the limitations of the current implementation. |
format | Online Article Text |
id | pubmed-3413691 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34136912012-08-09 Metagenomic Annotation Networks: Construction and Applications Vey, Gregory Moreno-Hagelsieb, Gabriel PLoS One Research Article The derivation and comparison of biological interaction networks are vital for understanding the functional capacity and hierarchical organization of integrated microbial communities. In the current work we present metagenomic annotation networks as a novel taxonomy-free approach for understanding the functional architecture of metagenomes. Specifically, metagenomic operon predictions are exploited to derive functional interactions that are translated and categorized according to their associated functional annotations. The result is a collection of discrete networks of weighted annotation linkages. These networks are subsequently examined for the occurrence of annotation modules that portray the functional and organizational characteristics of various microbial communities. A variety of network perspectives and annotation categories are applied to recover a diverse range of modules with different degrees of annotative cohesiveness. Applications to biocatalyst discovery and human health issues are discussed, as well as the limitations of the current implementation. Public Library of Science 2012-08-07 /pmc/articles/PMC3413691/ /pubmed/22879885 http://dx.doi.org/10.1371/journal.pone.0041283 Text en © 2012 Vey, Moreno-Hagelsieb http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Vey, Gregory Moreno-Hagelsieb, Gabriel Metagenomic Annotation Networks: Construction and Applications |
title | Metagenomic Annotation Networks: Construction and Applications |
title_full | Metagenomic Annotation Networks: Construction and Applications |
title_fullStr | Metagenomic Annotation Networks: Construction and Applications |
title_full_unstemmed | Metagenomic Annotation Networks: Construction and Applications |
title_short | Metagenomic Annotation Networks: Construction and Applications |
title_sort | metagenomic annotation networks: construction and applications |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3413691/ https://www.ncbi.nlm.nih.gov/pubmed/22879885 http://dx.doi.org/10.1371/journal.pone.0041283 |
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