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Stochasticity in transcriptional regulation: origins, consequences, and mathematical representations.

Publication ,  Journal Article
Kepler, TB; Elston, TC
Published in: Biophys J
December 2001

Transcriptional regulation is an inherently noisy process. The origins of this stochastic behavior can be traced to the random transitions among the discrete chemical states of operators that control the transcription rate and to finite number fluctuations in the biochemical reactions for the synthesis and degradation of transcripts. We develop stochastic models to which these random reactions are intrinsic and a series of simpler models derived explicitly from the first as approximations in different parameter regimes. This innate stochasticity can have both a quantitative and qualitative impact on the behavior of gene-regulatory networks. We introduce a natural generalization of deterministic bifurcations for classification of stochastic systems and show that simple noisy genetic switches have rich bifurcation structures; among them, bifurcations driven solely by changing the rate of operator fluctuations even as the underlying deterministic system remains unchanged. We find stochastic bistability where the deterministic equations predict monostability and vice-versa. We derive and solve equations for the mean waiting times for spontaneous transitions between quasistable states in these switches.

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Published In

Biophys J

DOI

ISSN

0006-3495

Publication Date

December 2001

Volume

81

Issue

6

Start / End Page

3116 / 3136

Location

United States

Related Subject Headings

  • Transcription, Genetic
  • Time Factors
  • Stochastic Processes
  • Promoter Regions, Genetic
  • Monte Carlo Method
  • Models, Theoretical
  • Gene Expression Regulation
  • Feedback, Physiological
  • Biophysics
  • 51 Physical sciences
 

Citation

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Kepler, T. B., & Elston, T. C. (2001). Stochasticity in transcriptional regulation: origins, consequences, and mathematical representations. Biophys J, 81(6), 3116–3136. https://doi.org/10.1016/S0006-3495(01)75949-8
Kepler, T. B., and T. C. Elston. “Stochasticity in transcriptional regulation: origins, consequences, and mathematical representations.Biophys J 81, no. 6 (December 2001): 3116–36. https://doi.org/10.1016/S0006-3495(01)75949-8.
Kepler, T. B., and T. C. Elston. “Stochasticity in transcriptional regulation: origins, consequences, and mathematical representations.Biophys J, vol. 81, no. 6, Dec. 2001, pp. 3116–36. Pubmed, doi:10.1016/S0006-3495(01)75949-8.
Journal cover image

Published In

Biophys J

DOI

ISSN

0006-3495

Publication Date

December 2001

Volume

81

Issue

6

Start / End Page

3116 / 3136

Location

United States

Related Subject Headings

  • Transcription, Genetic
  • Time Factors
  • Stochastic Processes
  • Promoter Regions, Genetic
  • Monte Carlo Method
  • Models, Theoretical
  • Gene Expression Regulation
  • Feedback, Physiological
  • Biophysics
  • 51 Physical sciences