Drugs work as well as prostate cancer surgery (orchiectomy -- removal of the testicles) to reduce the level of hormones in the body. Most men opt for drug therapy rather than surgery. The three types of hormone-related drugs approved to treat advanced prostate cancer include luteinizing hormone-releasing hormone (LHRH) analogs, luteinizing hormone-releasing hormone (LHRH) antagonists, and antiandrogens.