We utilized four machine learning algorithms to identify three key ferroptosis-related genes (TXNIP, SLC2A1, ATF3) that are closely associated with the development and prognosis of colon cancer from 52 differentially expressed genes. The gene discussed is SLC2A1; the disease is malignant colon neoplasm.