ABCG1-associated differentially expressed genes are implicated in various critical pathways governing tumor progression, suggesting a role for ABCG1 in ccRCC progression through its modulation of key proliferation and apoptosis-related gene expressions. Here, ABCG1 is linked to nonpapillary renal cell carcinoma.