Heatmap analysis of IFN-II signaling strength revealed prominent communication from NK and CD8+ T cells toward monocytes and macrophages (Figure 7F), reinforcing the centrality of IFNG-mediated signaling in shaping the immune landscape of ccRCC. This evidence concerns the gene IFNG and nonpapillary renal cell carcinoma.