Notably, the dominant interactions observed in ccRCC, such as MIF - CD74 + CD44 and SPP1 - CD44, contrast sharply with the varied pairings in chRCC and pRCC. The gene discussed is CD74; the disease is nonpapillary renal cell carcinoma.