E2F1 and cancer: Among the tumorigenesis-associated genes, KEGG analysis revealed that the upregulated genes, including SLC7A5, E2F1, HIF1A, VEGFA, and EGFR, were predominantly related to central carbon metabolism in cancer, the cell cycle, and the HIF-1 signaling pathway (Fig. 2C).