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Stochastic analysis of biochemical reaction networks with absolute concentration robustness

机译:具有绝对浓度鲁棒性的生化反应网络的随机分析

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It has recently been shown that structural conditions on the reaction network, rather than a 'fine-tuning' of system parameters, often suffice to impart 'absolute concentration robustness' (ACR) on a wide class of biologically relevant, deterministically modelled mass-action systems. We show here that fundamentally different conclusions about the long-term behaviour of such systems are reached if the systems are instead modelled with stochastic dynamics and a discrete state space. Specifically, we characterize a large class of models that exhibit convergence to a positive robust equilibrium in the deterministic setting, whereas trajectories of the corresponding stochastic models are necessarily absorbed by a set of states that reside on the boundary of the state space, i.e. the system undergoes an extinction event. If the time to extinction is large relative to the relevant timescales of the system, the process will appear to settle down to a stationary distribution long before the inevitable extinction will occur. This quasi-stationary distribution is considered for two systems taken from the literature, and results consistent with ACR are recovered by showing that the quasi-stationary distribution of the robust species approaches a Poisson distribution.
机译:最近发现,反应网络上的结构条件,而不是系统参数的“微调”,通常足以为多种生物学相关的,确定性建模的质量作用赋予“绝对浓度鲁棒性”(ACR)系统。我们在这里表明,如果改为使用随机动力学和离散状态空间对系统进行建模,则会得出有关此类系统长期行为的根本不同结论。具体来说,我们描述了一大类模型,这些模型在确定性设置中展现出收敛到正鲁棒均衡的状态,而相应随机模型的轨迹必定会被位于状态空间边界(即系统)上的一组状态所吸收经历了灭绝事件。如果灭绝的时间相对于系统的相关时间尺度而言较大,则该过程似乎会在不可避免的灭绝发生之前很久就稳定下来。对于从文献中选取的两个系统,考虑了这种准平稳分布,并且通过显示健壮物种的准平稳分布接近泊松分布,可以恢复与ACR一致的结果。

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