Among the differentially expressed IRGs, we identified 5 IRGs (CD1B, XCL1, PLCG2, NGF, and OXTR) for inclusion in the risk score, and previous studies have indicated that these genes were related to immune processes and cancer progression. Here, XCL1 is linked to cancer.