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. The gene discussed is HSP90AB1; the disease is nonpapillary renal cell carcinoma.