Scientific Reports · 2012 · 27 citations · 39 references
Life SciencesBioinformaticsMolecular BiologyGene ExpressionGene Regulatory NetworksTranscriptional RegulationCancer TranscriptomicsFunctional GenomicsNetwork MotifsRegulatory GenomicsRegulatory Network InferenceSignaling NetworksCis-regulatory ModulesComplex NetworksHierarchical ModularityRegulatory Motif AnalysisRegulatory Network ModelingTranscription Factor NetworksTranscriptional Network InferenceTranscriptional Regulation Networks
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.
39
Gene expression profiling predicts clinical outcome of breast cancer
Laura van ‘t Veer, Hongyue Dai, Marc J. van de Vijver et al. · Nature · 2002 · 9.6K citations · Full text
Network Motifs: Simple Building Blocks of Complex Networks
Ron Milo, Shai S. Shen-Orr, Shalev Itzkovitz et al. · Science · 2002 · 7.5K citations
A Gene-Expression Signature as a Predictor of Survival in Breast Cancer
Marc J. van de Vijver, Yudong D. He, Laura van ‘t Veer et al. · New England Journal of Medicine · 2002 · 6.5K citations · Full text
Medicine, Bioinformatics, Oncology +17