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Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques
Integrative genomics and genetics approaches have proven to be a useful tool in elucidating the complex relationships often found in gene regulatory networks. More importantly, a number of studies have provided the necessary experimental evidence confirming the validity of the causal relationships i...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
European Molecular Biology Organization
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3130556/ https://www.ncbi.nlm.nih.gov/pubmed/21613979 http://dx.doi.org/10.1038/msb.2011.23 |
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author | Su, Wan-Lin Kleinhanz, Robert R Schadt, Eric E |
author_facet | Su, Wan-Lin Kleinhanz, Robert R Schadt, Eric E |
author_sort | Su, Wan-Lin |
collection | PubMed |
description | Integrative genomics and genetics approaches have proven to be a useful tool in elucidating the complex relationships often found in gene regulatory networks. More importantly, a number of studies have provided the necessary experimental evidence confirming the validity of the causal relationships inferred using such an approach. By integrating messenger RNA (mRNA) expression data with microRNA (miRNA) (i.e. small non-coding RNA with well-established regulatory roles in a myriad of biological processes) expression data, we show how integrative genomics approaches can be used to characterize the role played by approximately a third of registered mouse miRNAs within the context of a liver gene regulatory network. Our analysis reveals that the transcript abundances of miRNAs are subject to regulatory control by many more loci than previously observed for mRNA expression. Moreover, our results indicate that miRNAs exist as highly connected hub-nodes and function as key sensors within the transcriptional network. We also provide evidence supporting the hypothesis that miRNAs can act cooperatively or redundantly to regulate a given pathway and that miRNAs play a subtle role by dampening expression of their target gene through the use of feedback loops. |
format | Online Article Text |
id | pubmed-3130556 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | European Molecular Biology Organization |
record_format | MEDLINE/PubMed |
spelling | pubmed-31305562011-07-06 Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques Su, Wan-Lin Kleinhanz, Robert R Schadt, Eric E Mol Syst Biol Article Integrative genomics and genetics approaches have proven to be a useful tool in elucidating the complex relationships often found in gene regulatory networks. More importantly, a number of studies have provided the necessary experimental evidence confirming the validity of the causal relationships inferred using such an approach. By integrating messenger RNA (mRNA) expression data with microRNA (miRNA) (i.e. small non-coding RNA with well-established regulatory roles in a myriad of biological processes) expression data, we show how integrative genomics approaches can be used to characterize the role played by approximately a third of registered mouse miRNAs within the context of a liver gene regulatory network. Our analysis reveals that the transcript abundances of miRNAs are subject to regulatory control by many more loci than previously observed for mRNA expression. Moreover, our results indicate that miRNAs exist as highly connected hub-nodes and function as key sensors within the transcriptional network. We also provide evidence supporting the hypothesis that miRNAs can act cooperatively or redundantly to regulate a given pathway and that miRNAs play a subtle role by dampening expression of their target gene through the use of feedback loops. European Molecular Biology Organization 2011-05-24 /pmc/articles/PMC3130556/ /pubmed/21613979 http://dx.doi.org/10.1038/msb.2011.23 Text en Copyright © 2011, EMBO and Macmillan Publishers Limited https://creativecommons.org/licenses/by-nc-sa/3.0/This is an open-access article distributed under the terms of the Creative Commons Attribution Noncommercial Share Alike 3.0 Unported License, which allows readers to alter, transform, or build upon the article and then distribute the resulting work under the same or similar license to this one. The work must be attributed back to the original author and commercial use is not permitted without specific permission. |
spellingShingle | Article Su, Wan-Lin Kleinhanz, Robert R Schadt, Eric E Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques |
title | Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques |
title_full | Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques |
title_fullStr | Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques |
title_full_unstemmed | Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques |
title_short | Characterizing the role of miRNAs within gene regulatory networks using integrative genomics techniques |
title_sort | characterizing the role of mirnas within gene regulatory networks using integrative genomics techniques |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3130556/ https://www.ncbi.nlm.nih.gov/pubmed/21613979 http://dx.doi.org/10.1038/msb.2011.23 |
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