The potential candidates’ genes associated with IGFLR1 were screened by variation analysis, which were used for further enrichment analysis of signaling pathways and immune gene sets to infer the certain function and corresponding mechanisms in which IGFLR1 was involved in ccRCC. The gene discussed is IGFLR1; the disease is nonpapillary renal cell carcinoma.