Specifically, genes such as LAMN2, F12, and BTNL8 were found to be highly amplified rather than deeply deleted, and their overexpression was closely linked to worse prognosis, suggesting their potential as driver genes in RCC development. Here, BTNL8 is linked to renal cell carcinoma.