One study found that the expression level of ring finger protein 43 (RNF43) was negatively correlated with the extent of CD163 + TAM infiltration in ccRCC, and was strongly correlated with the TNM stage and clinical outcome of RCC patients [68]. The gene discussed is RNF43; the disease is nonpapillary renal cell carcinoma.