Given that only LINC02154 and NFE4 expression was upregulated in ccRCC (Fig. 3I) and that LINC02154 has been described as a cuproptosis-linked gene and well-studied in various carcinomas including ccRCC [46–48], NFE4 was primarily focused. The gene discussed is LINC02154; the disease is carcinoma.