Future studies must clarify causal links—for example, how modulation of GDF15 influences ferroptosis in ccRCC, or how extracellular HSP90 and HMGB1 alter antigen presentation and local immune composition. This evidence concerns the gene HSP90AA1 and nonpapillary renal cell carcinoma.