Conversely, PYCR2, while less studied, shows promise as a prognostic biomarker in hepatocellular carcinoma and colorectal cancer [11,25], with PYCR3 having limited exploration primarily in nasopharyngeal cancer [26]. Here, PYCR2 is linked to hepatocellular carcinoma.