Cell Reports · 2017 · 464 citations · 40 references
Life SciencesGeneticsMolecular BiologyGene ExpressionGene RegulationTranscriptional RegulationGene Expression RegulationTranscriptional Regulation In EukaryotesContext-specific Regulatory NetworksGene Regulation Network AnalysisGene Regulation NetworksTissue Expression ProfilesTissue-specific ExpressionTissue-specific Gene ExpressionTranscription Factor NetworksTranscriptional Regulation Networks
Although all human tissues carry out common processes, tissues are distinguished by gene expression patterns, implying that distinct regulatory programs control tissue specificity. In this study, we investigate gene expression and regulation across 38 tissues profiled in the Genotype-Tissue Expression project. We find that network edges (transcription factor to target gene connections) have higher tissue specificity than network nodes (genes) and that regulating nodes (transcription factors) are less likely to be expressed in a tissue-specific manner as compared to their targets (genes). Gene set enrichment analysis of network targeting also indicates that the regulation of tissue-specific function is largely independent of transcription factor expression. In addition, tissue-specific genes are not highly targeted in their corresponding tissue network. However, they do assume bottleneck positions due to variability in transcription factor targeting and the influence of non-canonical regulatory interactions. These results suggest that tissue specificity is driven by context-dependent regulatory paths, providing transcriptional control of tissue-specific processes.
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Mark Granovetter · American Journal of Sociology · 1973 · 38.5K citations
Finding community structure in very large networks
Aaron Clauset, M. E. J. Newman, Cristopher Moore · Physical Review E · 2004 · 7.5K citations · Full text