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Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes

Recent genome-wide profiling reveals highly complex regulation networks among ERα and its targets. We integrated estrogen (E2)-stimulated time-series ERα ChIP-seq and gene expression data to identify the ERα-centered transcription factor (TF) hubs and their target genes, and inferred the time-varian...

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Autores principales: Tang, Binhua, Hsu, Hang-Kai, Hsu, Pei-Yin, Bonneville, Russell, Chen, Su-Shing, Huang, Tim H-M., Jin, Victor X.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3500769/
https://www.ncbi.nlm.nih.gov/pubmed/23166858
http://dx.doi.org/10.1038/srep00875
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author Tang, Binhua
Hsu, Hang-Kai
Hsu, Pei-Yin
Bonneville, Russell
Chen, Su-Shing
Huang, Tim H-M.
Jin, Victor X.
author_facet Tang, Binhua
Hsu, Hang-Kai
Hsu, Pei-Yin
Bonneville, Russell
Chen, Su-Shing
Huang, Tim H-M.
Jin, Victor X.
author_sort Tang, Binhua
collection PubMed
description Recent genome-wide profiling reveals highly complex regulation networks among ERα and its targets. We integrated estrogen (E2)-stimulated time-series ERα ChIP-seq and gene expression data to identify the ERα-centered transcription factor (TF) hubs and their target genes, and inferred the time-variant hierarchical network structures using a Bayesian multivariate modeling approach. With its recurrent motif patterns, we determined three embedded regulatory modules from the ERα core transcriptional network. The GO analyses revealed the distinct biological function associated with each of three embedded modules. The survival analysis showed the genes in each module were able to render a significant survival correlation in breast cancer patient cohorts. In summary, our Bayesian statistical modeling and modularity analysis not only reveals the dynamic properties of the ERα-centered regulatory network and associated distinct biological functions, but also provides a reliable and effective genomic analytical approach for the analysis of dynamic regulatory network for any given TF.
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spelling pubmed-35007692012-11-19 Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes Tang, Binhua Hsu, Hang-Kai Hsu, Pei-Yin Bonneville, Russell Chen, Su-Shing Huang, Tim H-M. Jin, Victor X. Sci Rep Article Recent genome-wide profiling reveals highly complex regulation networks among ERα and its targets. We integrated estrogen (E2)-stimulated time-series ERα ChIP-seq and gene expression data to identify the ERα-centered transcription factor (TF) hubs and their target genes, and inferred the time-variant hierarchical network structures using a Bayesian multivariate modeling approach. With its recurrent motif patterns, we determined three embedded regulatory modules from the ERα core transcriptional network. The GO analyses revealed the distinct biological function associated with each of three embedded modules. The survival analysis showed the genes in each module were able to render a significant survival correlation in breast cancer patient cohorts. In summary, our Bayesian statistical modeling and modularity analysis not only reveals the dynamic properties of the ERα-centered regulatory network and associated distinct biological functions, but also provides a reliable and effective genomic analytical approach for the analysis of dynamic regulatory network for any given TF. Nature Publishing Group 2012-11-19 /pmc/articles/PMC3500769/ /pubmed/23166858 http://dx.doi.org/10.1038/srep00875 Text en Copyright © 2012, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareALike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/
spellingShingle Article
Tang, Binhua
Hsu, Hang-Kai
Hsu, Pei-Yin
Bonneville, Russell
Chen, Su-Shing
Huang, Tim H-M.
Jin, Victor X.
Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes
title Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes
title_full Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes
title_fullStr Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes
title_full_unstemmed Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes
title_short Hierarchical Modularity in ERα Transcriptional Network Is Associated with Distinct Functions and Implicates Clinical Outcomes
title_sort hierarchical modularity in erα transcriptional network is associated with distinct functions and implicates clinical outcomes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3500769/
https://www.ncbi.nlm.nih.gov/pubmed/23166858
http://dx.doi.org/10.1038/srep00875
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