age, sex, race/ethnicity, ALT, AST, GGT, cholesterol, calcium, ALB, P, glycohemoglobin, platelet, vitamin D intake, calcium intake, smoking status, family history of osteoporosis, cancer, chronic obstructive pulmonary disease, heart failure, and use of glucocorticoid. Here, GPT is linked to chronic obstructive pulmonary disease.