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Hybrid Markov-mass action law model for cell activation by rare binding events: Application to calcium induced vesicular release at neuronal synapses

机译:通过罕见的结合事件激活细胞的混合马尔可夫质量行动定律模型:在神经突触中钙诱导的水泡释放中的应用

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摘要

Binding of molecules, ions or proteins to small target sites is a generic step of cell activation. This process relies on rare stochastic events where a particle located in a large bulk has to find small and often hidden targets. We present here a hybrid discrete-continuum model that takes into account a stochastic regime governed by rare events and a continuous regime in the bulk. The rare discrete binding events are modeled by a Markov chain for the encounter of small targets by few Brownian particles, for which the arrival time is Poissonian. The large ensemble of particles is described by mass action laws. We use this novel model to predict the time distribution of vesicular release at neuronal synapses. Vesicular release is triggered by the binding of few calcium ions that can originate either from the synaptic bulk or from the entry through calcium channels. We report here that the distribution of release time is bimodal although it is triggered by a single fast action potential. While the first peak follows a stimulation, the second corresponds to the random arrival over much longer time of ions located in the synaptic terminal to small binding vesicular targets. To conclude, the present multiscale stochastic modeling approach allows studying cellular events based on integrating discrete molecular events over several time scales.
机译:分子,离子或蛋白质与小靶位点的结合是细胞激活的通用步骤。此过程依赖于罕见的随机事件,其中位于大块中的粒子必须找到较小且通常为隐藏的目标。我们在这里提出了一种混合离散连续体模型,该模型考虑了由稀有事件控制的随机状态和整体中的连续状态。稀有的离散结合事件是由马尔可夫链建模的,它遇到的几个布朗粒子遇到的小目标,其到达时间是泊松现象。粒子的整体由质量作用定律描述。我们使用这种新颖的模型来预测神经元突触水泡释放的时间分布。少数钙离子的结合触发了囊泡的释放,这些钙离子可能来自突触的主体,也可能来自通过钙通道的进入。我们在这里报告释放时间的分布是双峰的,尽管它是由单个快速动作电位触发的。当第一个峰跟随刺激时,第二个峰对应于位于突触末端的离子在更长的时间内随机到达小的结合水泡靶标。总而言之,本多尺度随机建模方法允许基于在多个时间尺度上整合离散分子事件来研究细胞事件。

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