In this paper, we prove the sharp function inequality for some multilinear commutators related to certain integral operators. By using the sharp inequality, we obtain the weighted Lp-norm inequality for the multilinear commutators. The integral operators include the Littlewood- Paley operator, Marcinkiewicz operator and Bochner-Riesz operator.