Additionally, ALDOB, identified as a potential regulator of the Warburg effect in CRC, enhances lactate production and secretion, thereby activating PDK1 and influencing carcinoembryonic antigen (CEA) expression. Here, PDK1 is linked to colorectal carcinoma.