In this work, we retrospectively identified four bone metastasis-related genes (INHBB, RBP7, RTN2, and ATOH1) and constructed a gene expression signature model for colon cancer patients by bioinformatic analysis. The gene discussed is ATOH1; the disease is malignant colon neoplasm.