Markov Chain Models of Coupled Intracellular Calcium Channels: Kronecker Structured Representations and Benchmark Stationary Distribution Calculations

Hilary Deremigio†, Peter Kemper‡, M. Drew Lamar†, and Gregory D. Smith†


†Department of Applied Science, ‡Department of Computer Science, The College of William and Mary, Williamsburg, VA 23187

Pac Symp Biocomput. 2008;:354-365.


Abstract

Mathematical models of calcium release sites derived from Markov chain mod- els 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 distribu- tion calculations using numerical iterative solution techniques that leverage this structure. In this context we find multi-level methods and certain pre- conditioned projection methods superior to simple Gauss-Seidel type iterations. Response measures such as the number of channels in a particular state con- verge more quickly using these numerical iterative methods than occupation measures calculated via Monte Carlo simulation.


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