Univariable binary logistic analysis identified several factors associated with prevalent osteoporosis, including BMI, age, sex, smoking, drinking, history of hypertension, diabetes mellitus, dyslipidemia, serum albumin, fasting glucose, total cholesterol, triglyceride levels, and estimated glomerular filtration rate (Supplementary Table S1). The gene discussed is ALB; the disease is osteoporosis.