Direct interactions involve physical contact between immune and tumor cells, mediated by membrane-bound ligands and their respective receptors, including stimulatory and inhibitory signaling molecules like CD28, CD80, PD-1, and PD-L1 [13]. The gene discussed is CD274; the disease is neoplasm.