We identified RCC-specific features including enhanced T cell exhaustion, pro-angiogenic and immunosuppressive MC polarization, and a malignant CASC15+KLK6+ epithelial subpopulation that may drive tumor progression through MIF and CD99-mediated intercellular communication. This evidence concerns the gene MIF and neoplasm.