Second, this study assessed the association between serum apolipoprotein B concentrations and lumbar spine BMD using three models with multiple regression equations and the association between serum apolipoprotein B concentrations and the risk of osteopenia or osteoporosis using logistic regression models. The gene discussed is APOB; the disease is Osteopenia.