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Stochastic process has a glorious history in physics,chemistry and biology.I will talk about several stochastic processes at single-molecule and single-cell levels,including nonequilibrium statistical mechanics of single-molecule enzyme kinetics,and the fluctuating-rate model as well as the rate formula for the phenotype transition in an intermediate scenario of a single cell.