Discrete and continuous models of probability flux of switching dynamics: Uncovering stochastic oscillations in a toggle-switch system

被引:4
作者
Terebus, Anna [1 ]
Liu, Chun [2 ]
Liang, Jie [1 ]
机构
[1] Univ Illinois, Richard & Loan Hill Dept Bioengn, Chicago, IL 60607 USA
[2] IIT, Dept Appl Math, Chicago, IL 60616 USA
关键词
GENE REGULATORY NETWORK; MASTER EQUATION; POTENTIAL LANDSCAPE; CELL FATE; SIMULATION; ROBUSTNESS; EXPRESSION; STABILITY; COHERENCE; STATES;
D O I
10.1063/1.5124823
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The probability flux and velocity in stochastic reaction networks can help in characterizing dynamic changes in probability landscapes of these networks. Here, we study the behavior of three different models of probability flux, namely, the discrete flux model, the Fokker-Planck model, and a new continuum model of the Liouville flux. We compare these fluxes that are formulated based on, respectively, the chemical master equation, the stochastic differential equation, and the ordinary differential equation. We examine similarities and differences among these models at the nonequilibrium steady state for the toggle switch network under different binding and unbinding conditions. Our results show that at a strong stochastic condition of weak promoter binding, continuum models of Fokker-Planck and Liouville fluxes deviate significantly from the discrete flux model. Furthermore, we report the discovery of stochastic oscillation in the toggle-switch system occurring at weak binding conditions, a phenomenon captured only by the discrete flux model. Published under license by AIP Publishing.
引用
收藏
页数:16
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共 75 条
[71]   The energy pump and the origin of the non-equilibrium flux of the dynamical systems and the networks [J].
Xu, Liufang ;
Shi, Hualin ;
Feng, Haidong ;
Wang, Jin .
JOURNAL OF CHEMICAL PHYSICS, 2012, 136 (16)
[72]   AN ENERGETIC VARIATIONAL APPROACH FOR ION TRANSPORT [J].
Xu, Shixin ;
Sheng, Ping ;
Liu, Chun .
COMMUNICATIONS IN MATHEMATICAL SCIENCES, 2014, 12 (04) :779-789
[73]   Exploring a noisy van der Pol type oscillator with a stochastic approach [J].
Yuan, Ruoshi ;
Wang, Xinan ;
Ma, Yian ;
Yuan, Bo ;
Ao, Ping .
PHYSICAL REVIEW E, 2013, 87 (06)
[74]   Stochastic theory of nonequilibrium steady states and its applications. Part I [J].
Zhang, Xue-Juan ;
Qian, Hong ;
Qian, Min .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2012, 510 (1-2) :1-86
[75]   Probability currents as principal characteristics in the statistical mechanics of non-equilibrium steady states [J].
Zia, R. K. P. ;
Schmittmann, B. .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2007,