In summarization, obesity increases the amount of the anti-tumorigenic CD8+ T cells in the breast, but the potential benefit seems to be neutralized by an increased amount of PD-L1 and PD-1 in the obese adipose tissue. The gene discussed is PDCD1; the disease is obesity disorder.