In a protein-protein interaction (PPI) analysis (42), IL-6 and MMP9 were closely related to the immune response, supporting key roles for lipid metabolism and immune activity in ccRCC development (Figure 6E). The gene discussed is IL6; the disease is nonpapillary renal cell carcinoma.