In our study, we found that the MYBL1 MYBL1 can increase Tregs, M2 macrophages, neutrophils, B cells, monocytes, CD8+ T cells, yet decrease endothelial cells level in the ccRCC microenvironment. Here, MYBL1 is linked to nonpapillary renal cell carcinoma.