This is a prospective, single-center, two-phase study to assess the efficacy of single pulsed-dose flutamide in creating DSBs (double strand breaks) in prostate cancer within patients receiving central androgen suppression and brachytherapy. The initial phase is a 6-patient single-arm run-in phase to test feasibility and rule out futility of the intervention. All patients within the run-in phase will receive 50mg flutamide prior to brachytherapy and prostatic biopsy. If futility is ruled out (\>1 patients with DSBs on biopsy), then accrual will continue in the randomized, double-blind phase. Subjects will be randomized in a 2:1 ratio (12:6 patients), for an all-trial total of 18 patients receiving flutamide vs 6 patients receiving placebo.