Physical Review Letters · 2006 · 763 citations · 23 references
Life SciencesCell BiologyMolecular BiologyGene ExpressionGene RegulationStochastic ProcessesBiophysical KineticsCell Population DynamicsGene Expression DynamicsGene Expression NoiseStochastic Differential EquationsStochastic NetworksNoise PropagationNoise Propagation In Gene NetworksProtein ProductionSteady-state DistributionStochastic DynamicsStochastic KineticsStochastic Modeling Of Gene ExpressionTranscriptional Dynamics
We present an analytical framework describing the steady-state distribution of protein concentration in live cells, considering that protein production occurs in random bursts with an exponentially distributed number of molecules. We extend this framework for cases of transcription autoregulation and noise propagation in a simple genetic network. This model allows for the extraction of kinetic parameters of gene expression from steady-state distributions of protein concentration in a cell population, which are available from single cell data obtained by flow cytometry or fluorescence microscopy.
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Stochastic Gene Expression in a Single Cell
Michael B. Elowitz, Arnold J. Levine, Eric D. Siggia et al. · Science · 2002 · 5.7K citations
Global analysis of protein expression in yeast
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Noise in eukaryotic gene expression
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