To further characterize SALL4’s biologic functions and discern its oncogenic mechanisms, we first characterized the differential association signature between SALL4 mRNA level and individual gene expression by analyzing the RNA-seq data of 533 ccRCC patients from TCGA. This evidence concerns the gene SALL4 and nonpapillary renal cell carcinoma.