Physical Review Letters · 2015 · 30 citations · 38 references
Life SciencesGeneticsMolecular BiologyGene ExpressionInformation TheoryTranscriptional RegulationGene Expression NoiseGene Expression RegulationGene Regulatory ElementsTranscription FactorsTranscriptional ControlTranscriptional Regulation In EukaryotesCovalent Histone ModificationsEquilibriumEquilibrium ModelsInformation Theory In BiologyInitiationNoise Suppression MechanismsNonequilibrium DynamicsStochastic Modeling Of Gene Expression
Gene expression is controlled primarily by interactions between transcription factor proteins (TFs) and the regulatory DNA sequence, a process that can be captured well by thermodynamic models of regulation. These models, however, neglect regulatory crosstalk: the possibility that noncognate TFs could initiate transcription, with potentially disastrous effects for the cell. Here, we estimate the importance of crosstalk, suggest that its avoidance strongly constrains equilibrium models of TF binding, and propose an alternative nonequilibrium scheme that implements kinetic proofreading to suppress erroneous initiation. This proposal is consistent with the observed covalent modifications of the transcriptional apparatus and predicts increased noise in gene expression as a trade-off for improved specificity. Using information theory, we quantify this trade-off to find when optimal proofreading architectures are favored over their equilibrium counterparts. Such architectures exhibit significant super-Poisson noise at low expression in steady state.
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<i>The Mathematical Theory of Communication</i>
Claude E. Shannon, Warren Weaver, Norbert Wiener · Physics Today · 1950 · 9.9K citations
Stochastic mRNA Synthesis in Mammalian Cells
Arjun Raj, Charles S. Peskin, Daniel Tranchina et al. · PLoS Biology · 2006 · 1.9K citations · Full text