Hence, we delved deeper into the prognostic implications of ABCG1 in ccRCC, which were further elucidated through univariate and multivariate Cox regression analyses conducted on TCGA data (Table 2). Here, ABCG1 is linked to nonpapillary renal cell carcinoma.