Disclosed herein are methods of inhibiting or delaying the growth of androgen-dependent prostate cancer, and/or inhibiting or delaying the onset of castration-resistant prostate cancer (CRPC) by administering naphthoquinone analogs, such as plumbagin, and specified hormone therapy agents, including selective inhibitors of 17,20-lyase activity of CYP 17.