Gene regulation is a very complicated and important biological process for which, there are many factors involved. In this thesis, we investigate the effect of intrinsic noise in the process of genetic regulation. The synthesis and dissociation of Transcription Factors can be mathematically described by rate equation. To include the effect, we combine the two stochastic equation, Langevin equation and Fokker-Plank equation, in a bi-stable regulation model with two stochastic differential equations, we can calculate the mean first-passage time and switch rate between bi-stable states numerically. Further analysis of the results are also given.