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). The gene discussed is STAC3; the disease is nonpapillary renal cell carcinoma.