首页> 外文会议>Pacific Symposium on Biocomputing >MARKOV CHAIN MODELS OF COUPLED INTRACELLULAR CALCIUM CHANNELS: KRONECKER STRUCTURED REPRESENTATIONS AND BENCHMARK STATIONARY DISTRIBUTION CALCULATIONS
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MARKOV CHAIN MODELS OF COUPLED INTRACELLULAR CALCIUM CHANNELS: KRONECKER STRUCTURED REPRESENTATIONS AND BENCHMARK STATIONARY DISTRIBUTION CALCULATIONS

机译:马尔可夫链型耦合细胞内钙通道:Kronecker结构表示和基准固定分布计算

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Mathematical models of calcium release sites derived from Markov chain models of intracellular calcium channels exhibit collective gating reminiscent of the experimentally observed phenomenon of stochastic calcium excitability (i.e., calcium puffs and sparks). We present a Kronecker structured representation for calcium release site models and perform benchmark stationary distribution calculations using numerical iterative solution techniques that leverage this structure. In this context we find multi-level methods and certain preconditioned projection methods superior to simple Gauss-Seidel type iterations. Response measures such as the number of channels in a particular state converge more quickly using these numerical iterative methods than occupation measures calculated via Monte Carlo simulation.
机译:钙释放位点的数学模型来自细胞内钙通道的Markov链模型,表现出集体门控,让人在实验观察到的随机钙兴奋性现象(即,钙泡沫和火花)。我们介绍了钙释放站点模型的Kronecker结构化表示,并使用利用该结构的数值迭代解决方案技术进行基准固定分布计算。在这种情况下,我们发现多级方法和某些预处理的投影方法优于简单的Gauss-Seidel类型迭代。诸如特定状态中的信道数量的响应度量比通过Monte Carlo仿真计算的占用措施更快地通过这些数值迭代方法收敛。

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