Consistent themes in pre-clinical murine modeling of obesity include metabolic perturbations in cytolytic cells, decreased CD8+ TIL effector function, and increased intra-tumoral suppressive myeloid signatures. This evidence concerns the gene CD8A and obesity due to melanocortin 4 receptor deficiency.