In summary, this study first unveils the crucial role of Calycosin and the CYP1B1-AKT/SP1-GPX4 regulatory axis in CRC ferroptosis, providing novel theoretical foundations for targeted therapy using traditional Chinese medicine-derived small molecules against colorectal cancer. The gene discussed is AKT1; the disease is colorectal cancer.