Within the TCGA-KIRC cohort, we conducted an in-depth analysis of TMEM25 expression, which showed a significant decrease in TMEM25 expression levels in ccRCC compared to normal tissue. The gene discussed is TMEM25; the disease is nonpapillary renal cell carcinoma.