KEGG analysis inferred that several pathways correlated with the immune response, such as antigen processing (p = 0.02) and presentation and PD-L1 expression and PD-1 checkpoint pathway in cancer (p = 0.04), were significantly upregulated in high Rad-TILs patients (Fig. 3B). This evidence concerns the gene CD274 and cancer.