In this study, we investigated the mechanisms by which GPS1 regulates the malignant biological behavior of breast cancer, its potential prognostic value and its relationship with immune cell infiltration, to elucidate the molecular mechanism in the development of breast cancer and identify potential new targets for breast cancer therapy. This evidence concerns the gene GPS1 and breast carcinoma.