Cargando…
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...
Autores principales: | , , , , , , |
---|---|
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 |
_version_ | 1782250142268653568 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3500769 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT tangbinhua hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes AT hsuhangkai hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes AT hsupeiyin hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes AT bonnevillerussell hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes AT chensushing hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes AT huangtimhm hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes AT jinvictorx hierarchicalmodularityineratranscriptionalnetworkisassociatedwithdistinctfunctionsandimplicatesclinicaloutcomes |