Our findings revealed that prognostic models based on EFEMP1, GPC2 and ITGA3 could reliably forecast BC patients’ prognosis, and constructed correlation models and risk scores for prognosticating breast cancer, which will aid in the comprehension of the disease molecular pathophysiology and improve comprehension of diagnosis, therapy, and prognosis. The gene discussed is EFEMP1; the disease is breast cancer.