Intrinsic noise in gene regulatory networks
Top Cited Papers
- 3 July 2001
- journal article
- Published by Proceedings of the National Academy of Sciences in Proceedings of the National Academy of Sciences
- Vol. 98 (15) , 8614-8619
- https://doi.org/10.1073/pnas.151588598
Abstract
Cells are intrinsically noisy biochemical reactors: low reactant numbers can lead to significant statistical fluctuations in molecule numbers and reaction rates. Here we use an analytic model to investigate the emergent noise properties of genetic systems. We find for a single gene that noise is essentially determined at the translational level, and that the mean and variance of protein concentration can be independently controlled. The noise strength immediately following single gene induction is almost twice the final steady-state value. We find that fluctuations in the concentrations of a regulatory protein can propagate through a genetic cascade; translational noise control could explain the inefficient translation rates observed for genes encoding such regulatory proteins. For an autoregulatory protein, we demonstrate that negative feedback efficiently decreases system noise. The model can be used to predict the noise characteristics of networks of arbitrary connectivity. The general procedure is further illustrated for an autocatalytic protein and a bistable genetic switch. The analysis of intrinsic noise reveals biological roles of gene network structures and can lead to a deeper understanding of their evolutionary origin.Keywords
This publication has 33 references indexed in Scilit:
- Random Signal Fluctuations Can Reduce Random Fluctuations in Regulated Components of Chemical Regulatory NetworksPhysical Review Letters, 2000
- Investigating Autocatalytic Gene Expression Systems through Mechanistic ModelingJournal of Theoretical Biology, 1999
- Markovian Modeling of Gene-Product SynthesisTheoretical Population Biology, 1995
- Inhibition of Transcription Initiation buIacRepressorJournal of Molecular Biology, 1995
- Interdependence of translation, transcription and mRNA degradation in the lacZ geneJournal of Molecular Biology, 1992
- A stochastic model for gene inductionJournal of Theoretical Biology, 1991
- The OR control system of bacteriophage lambdaJournal of Molecular Biology, 1985
- 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
- Transcription and translation initiation frequencies of the Escherichia coli lac operonJournal of Molecular Biology, 1977