Our study's chord diagrams (Fig. 8B, C, and 8D) reveal the intricate network of interactions within the MIF signaling pathway, emphasizing the crucial roles of fibroblasts and macrophages in ccRCC. Here, MIF is linked to nonpapillary renal cell carcinoma.