Furthermore, other genes associated with MC1R in the PPI, such as MMP7, CLCA4, MS4A12, KRT23, and NFE2L3, have been shown to play a vital role in the progression of CRC [45,46,47,48,49]. The gene discussed is MS4A12; the disease is colorectal carcinoma.