Similar to ccRCC, in FHRCC, CD8 + T cells can be classified into distinct subtypes that undergo dynamic shifts from a naive state to a terminally exhausted state during tumor progression, accompanied by significant changes in gene expression. The gene discussed is CD8A; the disease is nonpapillary renal cell carcinoma.