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Regime shifts driven by dynamic correlations in gene expression noise.
Yogita Sharma1, Partha Sharathi Dutta1
1Department of Mathematics, Indian Institute of Technology Ropar, Punjab 140 001, India.
Colored noise, unlike white noise, significantly impacts gene expression regime shifts. Increased noise correlation time can alter protein concentration states and influence phenotypic variability, crucial for understanding disease development.
Area of Science:
- Systems Biology
- Molecular Biology
- Biophysics
Background:
- Gene expression exhibits inherent noise, leading to phenotypic variability through regime shifts between cellular states.
- While white noise effects are understood, the impact of colored noise (with correlation time) on gene expression dynamics remains largely unexplored.
Purpose of the Study:
- To investigate the influence of colored noise correlation time on regime shifts in a genetic autoactivation circuit.
- To elucidate how noise characteristics affect phenotypic states and bistability in gene expression.
Main Methods:
- Theoretical analysis using stochastic potential, stationary probability density function, and first-passage time based on the Fokker-Planck equation.
- Modeling colored noise using the Ornstein-Uhlenbeck process.
- Validation through direct numerical simulations of stochastic differential equations.
Main Results:
- Increased noise correlation time in degradation rates can shift gene expression to higher protein concentrations and enhance bistability.
- Increased noise correlation time in basal rates maintains a bimodal distribution of protein concentrations.
- Cross-correlated colored noises in basal and degradation rates can induce low-to-high protein concentration shifts but decrease bistability.
Conclusions:
- Noise correlation time is a critical factor influencing regime shifts and phenotypic variability in gene expression.
- Understanding these colored noise effects provides insights into the origins of harmful phenotypes and potential therapeutic interventions in diseases.
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