Hub genes in the ‘Renal cell carcinoma pathway’ based on PPI analysis, such as PIK3CA, VEGFA, and PIK3CB, were noted and have also been observed to play vital roles in ccRCC [44–49]. This evidence concerns the gene VEGFA and hereditary clear cell renal cell carcinoma.