MUC1-expressing ccRCC has specific characteristics such as modified metabolism, elevated microvascular density, elevated TAM2, reduced immune infiltration, and decreased PD-L1 expression [134,135]. The gene discussed is MUC1; the disease is nonpapillary renal cell carcinoma.