In summary, we retrospectively identified five bone metastases‐related genes (KRT23, REEP1, SPIB, ALDH3B2, and GLDC) and constructed a gene expression signature‐based nomogram (GESBN) model for breast cancer patients by bioinformatics analysis. This evidence concerns the gene REEP1 and breast cancer.