Discussion In this study, we reported five DEGs in ccRCC that are strongly correlated with the expression of macrophage markers (i.e., LGALS9, PILRA, TREM2, STAC3, and FCER1G). This evidence concerns the gene LGALS9 and nonpapillary renal cell carcinoma.