Fast Evaluation of Fluctuations in Biochemical Networks With the Linear Noise Approximation
Top Cited Papers
Open Access
- 3 November 2003
- journal article
- research article
- Published by Cold Spring Harbor Laboratory in Genome Research
- Vol. 13 (11) , 2475-2484
- https://doi.org/10.1101/gr.1196503
Abstract
Biochemical networks in single cells can display large fluctuations in molecule numbers, making mesoscopic approaches necessary for correct system descriptions. We present a general method that allows rapid characterization of the stochastic properties of intracellular networks. The starting point is a macroscopic description that identifies the system's elementary reactions in terms of rate laws and stoichiometries. From this formulation follows directly the stationary solution of the linear noise approximation (LNA) of the Master equation for all the components in the network. The method complements bifurcation studies of the system's parameter dependence by providing estimates of sizes, correlations, and time scales of stochastic fluctuations. We describe how the LNA can give precise system descriptions also near macroscopic instabilities by suitable variable changes and elimination of fast variables.Keywords
This publication has 30 references indexed in Scilit:
- Stochastic Gene Expression in a Single CellScience, 2002
- Regulation of noise in the expression of a single geneNature Genetics, 2002
- Efficient Exact Stochastic Simulation of Chemical Systems with Many Species and Many ChannelsThe Journal of Physical Chemistry A, 2000
- Does replication‐induced transcription regulate synthesis of the myriad low copy number proteins of Escherichia coli?BioEssays, 1995
- SCAMP: a general-purpose simulator and metabolic control analysis programBioinformatics, 1993
- Physical aspects of the growth and regulation of microtubule structuresPhysical Review Letters, 1993
- Sensitivity amplification in biochemical systemsQuarterly Reviews of Biophysics, 1982
- A model for the statistical fluctuations of protein numbers in a microbial populationJournal of Theoretical Biology, 1978
- Exact stochastic simulation of coupled chemical reactionsThe Journal of Physical Chemistry, 1977
- Ionization Yield of Radiations. II. The Fluctuations of the Number of IonsPhysical Review B, 1947