By integrating bioinformatics analyses of GEO and TCGA-KIRC datasets, we identified four candidate genes—CCL5, PLG, LOX, and C3—with potential prognostic significance in ccRCC. Here, CCL5 is linked to nonpapillary renal cell carcinoma.