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. Here, SLC2A1 is linked to breast cancer.