Institute of Theoretical Computer Science, ETH Zürich, Zürich, Switzerland.
PLoS One. 2011 Jan 28;6(1):e16045. doi: 10.1371/journal.pone.0016045.
Stochastic effects from correlated noise non-trivially modulate the kinetics of non-linear chemical reaction networks. This is especially important in systems where reactions are confined to small volumes and reactants are delivered in bursts. We characterise how the two noise sources confinement and burst modulate the relaxation kinetics of a non-linear reaction network around a non-equilibrium steady state. We find that the lifetimes of species change with burst input and confinement. Confinement increases the lifetimes of all species that are involved in any non-linear reaction as a reactant. Burst monotonically increases or decreases lifetimes. Competition between burst-induced and confinement-induced modulation may hence lead to a non-monotonic modulation. We quantify lifetime as the integral of the time autocorrelation function (ACF) of concentration fluctuations around a non-equilibrium steady state of the reaction network. Furthermore, we look at the first and second derivatives of the ACF, each of which is affected in opposite ways by burst and confinement. This allows discriminating between these two noise sources. We analytically derive the ACF from the linear Fokker-Planck approximation of the chemical master equation in order to establish a baseline for the burst-induced modulation at low confinement. Effects of higher confinement are then studied using a partial-propensity stochastic simulation algorithm. The results presented here may help understand the mechanisms that deviate stochastic kinetics from its deterministic counterpart. In addition, they may be instrumental when using fluorescence-lifetime imaging microscopy (FLIM) or fluorescence-correlation spectroscopy (FCS) to measure confinement and burst in systems with known reaction rates, or, alternatively, to correct for the effects of confinement and burst when experimentally measuring reaction rates.
相关噪声的随机效应会显著调节非线性化学反应网络的动力学。在反应受到限制且反应物呈爆发式供应的系统中,这一点尤为重要。我们描述了两种噪声源(限制和爆发)如何调节非线性反应网络在非平衡稳态附近的弛豫动力学。我们发现,物种的寿命随爆发输入和限制而变化。限制增加了作为反应物参与任何非线性反应的所有物种的寿命。爆发则单调地增加或减少寿命。因此,爆发诱导和限制诱导调制之间的竞争可能导致非单调调制。我们将寿命定义为浓度波动的时间自相关函数 (ACF) 在反应网络非平衡稳态周围的积分。此外,我们还研究了 ACF 的一阶和二阶导数,它们都受到爆发和限制的相反影响。这允许区分这两种噪声源。我们从化学主方程的线性福克-普朗克近似中推导出 ACF,以便为低限制下的爆发诱导调制建立基准。然后使用部分倾向随机模拟算法研究更高限制的影响。本文的结果可能有助于理解使随机动力学偏离其确定性对应物的机制。此外,当使用荧光寿命成像显微镜 (FLIM) 或荧光相关光谱 (FCS) 来测量已知反应速率系统中的限制和爆发,或者,当实验测量反应速率时,为了校正限制和爆发的影响,它们也可能是有用的。