ATF3 and breast carcinoma: 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.