A novel class of drugs for treating androgen receptor (AR) positive cancer including prostate cancer and breast cancer are described. The drugs include the chemical scaffolds of a high affinity androgen receptor ligand and a histone deacetylase inhibitor. Also described are compositions including the novel drugs and methods of treating AR positive cancer using the compositions.