IDI1 and nonpapillary renal cell carcinoma: In order to verify more results in this study, based on the expression of key genes HMGCR, IDI1, and HMGCS1 in this study, we divided ccRCC patients into high expression groups and low expression groups and plotted the corresponding survival curves.