Among these genes, 20 genes were previously shown to be upregulated, and 7 genes were previously reported to be downregulated in RCC, including SOX2, NDUFA4L2, C1QA, C1QB and C1QC (Figure S7A). This evidence concerns the gene C1QB and renal cell carcinoma.