Through chi-square test analysis, a negative correlation between oil-red stain and PD-L1 was observed (Fig. 7D), implying that fat metabolism pathway regulates PD-L1-associated immune signals in human lung cancer. The gene discussed is CD274; the disease is lung cancer.