Analyses of epigenomic datasets spanning transitions from normal prostate epithelium to localized prostate cancer to metastases show that latent developmental programs are reactivated in metastatic disease and that prostate lineage-specific regulatory elements are strongly enriched for prostate cancer risk heritability.