This study identified three key ferroptosis-related genes (TXNIP, SLC2A1, ATF3) associated with breast cancer by integrating bioinformatics analysis and multiple machine learning algorithms, and preliminarily validated their roles through cell experiments. The gene discussed is TXNIP; the disease is breast carcinoma.