Conclusion: This study identified three key ferroptosis-related genes (TXNIP, SLC2A1, ATF3) associated with breast cancer, which are closely related to the occurrence, development, and prognosis of breast cancer. The gene discussed is TXNIP; the disease is breast cancer.