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A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures

MicroRNAs (miRNAs) are important components of cellular signaling pathways, acting either as pathway regulators or pathway targets. Currently, only a limited number of miRNAs have been functionally linked to specific signaling pathways. Here, we explored if gene expression signatures could be used t...

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Autores principales: Ooi, Chia Huey, Oh, Hue Kian, Wang, Hannah Zhu'Ai, Tan, Angie Lay Keng, Wu, Jeanie, Lee, Minghui, Rha, Sun Young, Chung, Hyun Cheol, Virshup, David Marc, Tan, Patrick
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3240594/
https://www.ncbi.nlm.nih.gov/pubmed/22194702
http://dx.doi.org/10.1371/journal.pgen.1002415
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author Ooi, Chia Huey
Oh, Hue Kian
Wang, Hannah Zhu'Ai
Tan, Angie Lay Keng
Wu, Jeanie
Lee, Minghui
Rha, Sun Young
Chung, Hyun Cheol
Virshup, David Marc
Tan, Patrick
author_facet Ooi, Chia Huey
Oh, Hue Kian
Wang, Hannah Zhu'Ai
Tan, Angie Lay Keng
Wu, Jeanie
Lee, Minghui
Rha, Sun Young
Chung, Hyun Cheol
Virshup, David Marc
Tan, Patrick
author_sort Ooi, Chia Huey
collection PubMed
description MicroRNAs (miRNAs) are important components of cellular signaling pathways, acting either as pathway regulators or pathway targets. Currently, only a limited number of miRNAs have been functionally linked to specific signaling pathways. Here, we explored if gene expression signatures could be used to represent miRNA activities and integrated with genomic signatures of oncogenic pathway activity to identify connections between miRNAs and oncogenic pathways on a high-throughput, genome-wide scale. Mapping >300 gene expression signatures to >700 primary tumor profiles, we constructed a genome-wide miRNA–pathway network predicting the associations of 276 human miRNAs to 26 oncogenic pathways. The miRNA–pathway network confirmed a host of previously reported miRNA/pathway associations and uncovered several novel associations that were subsequently experimentally validated. Globally, the miRNA–pathway network demonstrates a small-world, but not scale-free, organization characterized by multiple distinct, tightly knit modules each exhibiting a high density of connections. However, unlike genetic or metabolic networks typified by only a few highly connected nodes (“hubs”), most nodes in the miRNA–pathway network are highly connected. Sequence-based computational analysis confirmed that highly-interconnected miRNAs are likely to be regulated by common pathways to target similar sets of downstream genes, suggesting a pervasive and high level of functional redundancy among coexpressed miRNAs. We conclude that gene expression signatures can be used as surrogates of miRNA activity. Our strategy facilitates the task of discovering novel miRNA–pathway connections, since gene expression data for multiple normal and disease conditions are abundantly available.
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spelling pubmed-32405942011-12-22 A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures Ooi, Chia Huey Oh, Hue Kian Wang, Hannah Zhu'Ai Tan, Angie Lay Keng Wu, Jeanie Lee, Minghui Rha, Sun Young Chung, Hyun Cheol Virshup, David Marc Tan, Patrick PLoS Genet Research Article MicroRNAs (miRNAs) are important components of cellular signaling pathways, acting either as pathway regulators or pathway targets. Currently, only a limited number of miRNAs have been functionally linked to specific signaling pathways. Here, we explored if gene expression signatures could be used to represent miRNA activities and integrated with genomic signatures of oncogenic pathway activity to identify connections between miRNAs and oncogenic pathways on a high-throughput, genome-wide scale. Mapping >300 gene expression signatures to >700 primary tumor profiles, we constructed a genome-wide miRNA–pathway network predicting the associations of 276 human miRNAs to 26 oncogenic pathways. The miRNA–pathway network confirmed a host of previously reported miRNA/pathway associations and uncovered several novel associations that were subsequently experimentally validated. Globally, the miRNA–pathway network demonstrates a small-world, but not scale-free, organization characterized by multiple distinct, tightly knit modules each exhibiting a high density of connections. However, unlike genetic or metabolic networks typified by only a few highly connected nodes (“hubs”), most nodes in the miRNA–pathway network are highly connected. Sequence-based computational analysis confirmed that highly-interconnected miRNAs are likely to be regulated by common pathways to target similar sets of downstream genes, suggesting a pervasive and high level of functional redundancy among coexpressed miRNAs. We conclude that gene expression signatures can be used as surrogates of miRNA activity. Our strategy facilitates the task of discovering novel miRNA–pathway connections, since gene expression data for multiple normal and disease conditions are abundantly available. Public Library of Science 2011-12-15 /pmc/articles/PMC3240594/ /pubmed/22194702 http://dx.doi.org/10.1371/journal.pgen.1002415 Text en Ooi 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Ooi, Chia Huey
Oh, Hue Kian
Wang, Hannah Zhu'Ai
Tan, Angie Lay Keng
Wu, Jeanie
Lee, Minghui
Rha, Sun Young
Chung, Hyun Cheol
Virshup, David Marc
Tan, Patrick
A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures
title A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures
title_full A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures
title_fullStr A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures
title_full_unstemmed A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures
title_short A Densely Interconnected Genome-Wide Network of MicroRNAs and Oncogenic Pathways Revealed Using Gene Expression Signatures
title_sort densely interconnected genome-wide network of micrornas and oncogenic pathways revealed using gene expression signatures
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3240594/
https://www.ncbi.nlm.nih.gov/pubmed/22194702
http://dx.doi.org/10.1371/journal.pgen.1002415
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