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Stochastic processes become more and more popular to model the mesoscopic biophysical dynamics,especially in single-cell biology.We proposed a fluctuating-rate model for the stochastic biochemical dynamics in a single cell,which is indeed stochastic coupled Ordinary Differential Equations.