Notably, the VEGF signaling pathway, crucial in CRC progression, was enriched among the ten hub genes (AKT1, PGR, PTGS2, MMP9, PARP1, GSK3B, SRC, EGFR, ESR1 and KDR). Here, AKT1 is linked to colorectal carcinoma.