Adipocytes can be isolated, genetically manipulated, and then reimplanted. In this study, these properties were leveraged to engineer adipocytes that can outcompete tumors for essential metabolic resources. In mouse cancer models, these adipocytes suppressed tumor growth, demonstrating a novel cancer therapy termed adipose manipulation transplantation (AMT).