Molecular Systems Biology · 2011 · 89 citations · 40 references
Life SciencesCell BiologyDevelopmental BiologyCell DifferentiationGene ExpressionStem Cell BiologyEmbryonic Stem CellsRetinoic Acid SignalingStem Cell DifferentiationStem Cell GenomicsEmbryonic Stem Cell DifferentiationEmbryonic Stem Cell GenomicsIntegrative GenomicsRetinoid Receptors
Retinoic acid (RA) triggers physiological processes by activating heterodimeric transcription factors (TFs) comprising retinoic acid receptor (RARα, β, γ) and retinoid X receptor (RXRα, β, γ). How a single signal induces highly complex temporally controlled networks that ultimately orchestrate physiological processes is unclear. Using an RA-inducible differentiation model, we defined the temporal changes in the genome-wide binding patterns of RARγ and RXRα and correlated them with transcription regulation. Unexpectedly, both receptors displayed a highly dynamic binding, with different RXRα heterodimers targeting identical loci. Comparison of RARγ and RXRα co-binding at RA-regulated genes identified putative RXRα-RARγ target genes that were validated with subtype-selective agonists. Gene-regulatory decisions during differentiation were inferred from TF-target gene information and temporal gene expression. This analysis revealed six distinct co-expression paths of which RXRα-RARγ is associated with transcription activation, while Sox2 and Egr1 were predicted to regulate repression. Finally, RXRα-RARγ regulatory networks were reconstructed through integration of functional co-citations. Our analysis provides a dynamic view of RA signalling during cell differentiation, reveals RAR heterodimer dynamics and promiscuity, and predicts decisions that diversify the RA signal into distinct gene-regulatory programs.
40
Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks
Paul Shannon, Andrew Markiel, Owen Ozier et al. · Genome Research · 2003 · 54.3K citations · Full text
Model-based Analysis of ChIP-Seq (MACS)
Yong Zhang, Tao Liu, Clifford A. Meyer et al. · Genome biology · 2008 · 19.9K citations · Full text
TM4: A Free, Open-Source System for Microarray Data Management and Analysis
A Saeed, Vasily Sharov, Joseph White et al. · BioTechniques · 2003 · 5K citations · Full text
Integration of biological networks and gene expression data using Cytoscape
Melissa Cline, Michael Smoot, Ethan Cerami et al. · Nature Protocols · 2007 · 2.6K citations