Through the constructed PPI network, the interaction between MC1R and the above-associated genes was more clearly demonstrated, where MC1R may interact directly with MLH1, MSH2, MSX2, GCG, and AZGP1 and thus participate in the development of CRC (Figure 7E). The gene discussed is AZGP1; the disease is colorectal carcinoma.