In mice with obesity-related breast cancer, anti-PD-1 treatment significantly suppressed tumor progression by increasing macrophage M1 polarization and the populations of dendritic cells and cytotoxic CD8 T cells. Here, CD8A is linked to obesity due to melanocortin 4 receptor deficiency.