In this paper,we obtain gradient estimates for certain nonlinear partial differential equations by coupling methods.First,we derive uniform gradient estimates for certain semi-linear PDEs based on the coupling method introduced by Wang in 2011 and the theory of backward SDEs.Then we generalize Wang's coupling to the G-expectation space and obtain gradient estimates for nonlinear diffusion semigroups,which correspond to the solutions of certain fully nonlinear PDEs.