To investigate the role of ABCG1 in regulating the progression of ccRCC, we conducted transcriptome sequencing on the 786-O cell line, comparing the control and ABCG1-KO groups (Figure 7A). This evidence concerns the gene ABCG1 and nonpapillary renal cell carcinoma.