A gene transfer efficiency enhancer of the present invention which contains a histone deacetylase inhibitor (especially compound (A)) as an active ingredient is capable of enhancing gene transfer efficiency in a gene transfer mediated by an adeno-associated virus vector while retaining the advantages of the adeno-associated virus vector.