Moreover, the ligand-receptor signaling differences between HCC and normal samples showed that pathways such as SPP1, LAMININ and VTN were more prevalent in the HCC microenvironment, suggesting enhanced tumor growth, invasion, and immune evasion. This evidence concerns the gene SPP1 and neoplasm.