The rational use of integrative machine learning models can significantly improve the probability of early detection of cancer [46], and in future studies, we will further explore whether FOXO4 can be one of the key markers for the diagnosis and treatment of BC based on the current results. The gene discussed is FOXO4; the disease is cancer.