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◆ Journal of mathematical biology2026-08-28

Large deviations of piecewise-deterministic Markov processes with application to stochastic calcium waves.

Gaetan Barbet, James MacLaurin, Moshe Silverstein, Pedro Vilanova

原始摘要(英文原文)· Original abstract
We prove a large deviation principle for piecewise deterministic Markov processes (PDMPs). This is an asymptotic estimate for the probability of a trajectory in the large size limit. Explicit Euler-Lagrange equations are determined for computing optimal first-hitting-time trajectories. The results are applied to a model of stochastic calcium dynamics. It is widely conjectured that the mechanism of calcium puff generation is a multiscale process: with microscopic stochastic fluctuations in the opening and closing of individual channels generating cell-wide waves via the diffusion of calcium and other signaling molecules. We model this system as a PDMP, with N ≫ 1 stochastic calcium channels that are coupled via the ambient calcium concentration. We employ the large deviations theory to estimate the probability of cell-wide calcium waves being produced through microscopic stochasticity.
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Large deviations of piecewise-deterministic Markov processes with application to stochastic calcium waves. — 科研速览 Science Skim