Systemic effects of whole-body irradiation can fuel carcinogenesis by repressing antitumor immunity in a mouse model of breast cancer. Aggressive tumors lacking lymphocytic infiltrate can be prevented by dietary intervention with a nontoxic, immunomodulatory agent known as CAPE.