In contrast, our article specifically investigates the role of the FOXP3 gene, its direct implications on the immune environment, and its impact on tumor progression in ccRCC, providing a more targeted approach to understanding and treating this specific cancer type. Here, FOXP3 is linked to nonpapillary renal cell carcinoma.