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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...

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Detalles Bibliográficos
Autores principales: Vey, Gregory, Moreno-Hagelsieb, Gabriel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
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.
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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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