首页> 外文会议>Pacific Symposium on Biocomputing; 20080104-08; Kohala Coast,HI(US) >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:耦合细胞内钙离子通道的马尔可夫链模型:克朗克克结构表示法和基准稳态分布计算

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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:从细胞内钙通道的马尔可夫链模型得出的钙释放位点的数学模型表现出集体门控,使人联想到实验观察到的随机钙兴奋性现象(即钙泡和火花)。我们提出了钙释放部位模型的Kronecker结构化表示形式,并使用利用该结构的数值迭代求解技术执行基准平稳分布计算。在这种情况下,我们发现了多级方法和某些预处理投影方法优于简单的Gauss-Seidel类型迭代。使用这些数值迭代方法,比起通过蒙特卡洛模拟计算的占用量,响应量度(例如,特定状态下的通道数)收敛更快。

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