Williams George S B, Molinelli Evan J, Smith Gregory D
Department of Applied Science, The College of William and Mary, Williamsburg, VA 23187, USA.
J Theor Biol. 2008 Jul 7;253(1):170-88. doi: 10.1016/j.jtbi.2008.02.040. Epub 2008 Mar 6.
Considerable insight into intracellular Ca2+ responses has been obtained through the development of whole cell models that are based on molecular mechanisms, e.g., single channel kinetics of the inositol 1,4,5-trisphosphate (IP3) receptor Ca2+ channel. However, a limitation of most whole cell models to date is the assumption that IP3 receptor Ca2+ channels (IP3Rs) are globally coupled by a "continuously stirred" bulk cytosolic [Ca2+], when in fact open IP3Rs experience elevated "domain" Ca2+ concentrations. Here we present a 2N+2-compartment whole cell model of local and global Ca2+ responses mediated by N=100,000 diffusely distributed IP3Rs, each represented by a four-state Markov chain. Two of these compartments correspond to bulk cytosolic and luminal Ca2+ concentrations, and the remaining 2N compartments represent time-dependent cytosolic and luminal Ca2+ domains associated with each IP3R. Using this Monte Carlo model as a starting point, we present an alternative formulation that solves a system of advection-reaction equations for the probability density of cytosolic and luminal domain [Ca2+] jointly distributed with IP3R state. When these equations are coupled to ordinary differential equations for the bulk cytosolic and luminal [Ca2+], a realistic but minimal model of whole cell Ca2+ dynamics is produced that accounts for the influence of local Ca2+ signaling on channel gating and global Ca2+ responses. The probability density approach is benchmarked and validated by comparison to Monte Carlo simulations, and the two methods are shown to agree when the number of Ca2+ channels is large (i.e., physiologically realistic). Using the probability density approach, we show that the time scale of Ca2+ domain formation and collapse (both cytosolic and luminal) may influence global Ca2+ oscillations, and we derive two reduced models of global Ca2+ dynamics that account for the influence of local Ca2+ signaling on global Ca2+ dynamics when there is a separation of time scales between the stochastic gating of IP3Rs and the dynamics of domain Ca2+.
通过基于分子机制(例如肌醇1,4,5-三磷酸(IP3)受体Ca2+通道的单通道动力学)开发全细胞模型,人们对细胞内Ca2+反应有了相当深入的了解。然而,迄今为止大多数全细胞模型的一个局限性在于,它们假设IP3受体Ca2+通道(IP3Rs)通过“持续搅拌”的胞质溶胶[Ca2+]进行全局耦合,而实际上开放的IP3Rs会经历升高的“区域”Ca2+浓度。在此,我们提出了一个2N + 2隔室的全细胞模型,用于描述由N = 100,000个分散分布的IP3Rs介导的局部和全局Ca2+反应,每个IP3Rs由一个四态马尔可夫链表示。其中两个隔室对应于胞质溶胶和内质网腔的Ca2+浓度,其余2N个隔室表示与每个IP3R相关的随时间变化的胞质溶胶和内质网腔Ca2+区域。以这个蒙特卡罗模型为起点,我们提出了一种替代公式,该公式求解了与IP3R状态联合分布的胞质溶胶和内质网腔区域[Ca2+]概率密度的对流 - 反应方程组。当这些方程与胞质溶胶和内质网腔[Ca2+]的常微分方程耦合时,就产生了一个真实但最小化的全细胞Ca2+动力学模型,该模型考虑了局部Ca2+信号对通道门控和全局Ca2+反应的影响。概率密度方法通过与蒙特卡罗模拟进行比较来进行基准测试和验证,并且当Ca2+通道数量很大(即生理上现实的情况)时,这两种方法显示出一致的结果。使用概率密度方法,我们表明Ca2+区域形成和崩溃(胞质溶胶和内质网腔两者)的时间尺度可能会影响全局Ca2+振荡,并且我们推导了两个简化的全局Ca2+动力学模型,当IP3Rs的随机门控与区域Ca2+的动力学之间存在时间尺度分离时,这两个模型考虑了局部Ca2+信号对全局Ca2+动力学的影响。