Based on the bioinformatics analysis and in vitro experimental studies, we concluded that GPS1 may be a potential diagnostic biomarker for breast cancer, which is closely related to immune cell infiltration, cell proliferation, migration and invasion of breast cancer. The gene discussed is GPS1; the disease is breast cancer.