In summary, using univariate Cox, LASSO and multivariate Cox analyses, we identified seven key genes (GRHL2, ANXA1, APOL1, SETBP1, NR2F1, KLRB1, and PLAC9) and constructed a 7-gene signature prognostic model for BC patients. This evidence concerns the gene KLRB1 and breast cancer.