AIGPS also captures melanoma-specific regulatory mechanisms through its selected gene pairs (e.g., CXCL13-TNFRSF9 and CDK1-RB1), such as chemokine signaling pathway, cytokine-cytokine interaction, and retinoblastoma in cancer. Here, CDK1 is linked to melanoma.