In this paper, the sharp estimates for some multilinear commutators related to certain sublinear integral operators are obtained. The operators include Littlewood-Paley operator and Marcinkiewicz operator. As application, we obtain the weighted Lp (p > 1) inequalities and LlogL type estimate for the multilinear commutators.