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The Switch in a Genetic Toggle System with Lévy Noise
Yong Xu1, Yongge Li1,2, Hao Zhang1
1Department of Applied Mathematics, Northwestern Polytechnical University, Xi'an 710072, China.
Scientific Reports
|August 20, 2016
Summary
Non-Gaussian Lévy noise enables coherent switching in biological toggle switches with smaller intensities than traditional Gaussian noise. This noise type fundamentally alters system dynamics and escape mechanisms.
Area of Science:
- Systems Biology
- Biophysics
- Stochastic Processes
Background:
- Bistable toggle switches are fundamental biological models.
- Previous studies focused on Gaussian noise, which doesn't capture biological burst phenomena.
- Real biological systems often exhibit non-Gaussian noise characteristics.
Purpose of the Study:
- To investigate the impact of non-Gaussian Lévy noise on bistable toggle switch dynamics.
- To analyze how Lévy noise affects coherent and on/off switching behaviors.
- To compare the system's response to Lévy noise versus Gaussian noise.
Main Methods:
- Analysis of steady-state probability density.
- Examination of joint steady-state probability density.
- Calculation of mean first passage times.
- Modeling with non-Gaussian Lévy noise to account for large protein bursts.
Main Results:
- Lévy noise can induce coherent switches at lower intensities compared to Gaussian noise.
- The stability index and skewness parameter of Lévy noise significantly influence on/off switching and stable state preference.
- Mean first passage times exhibit complex behaviors under Lévy noise conditions.
- Lévy noise fundamentally alters the escape mechanism from stable states.
Conclusions:
- Non-Gaussian Lévy noise provides a more realistic model for biological toggle switches, especially concerning burst events.
- The characteristics of Lévy noise offer new ways to control and understand switching dynamics in biological systems.
- This work highlights the importance of considering non-Gaussian noise in biological modeling.
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