Stepwise binary logistic regression analysis further suggested that SIRT1, age, HDL-C, PINP, and β-CTX were independently associated with the pathogenesis of osteoporosis (P < 0.01 or P < 0.05) (Table 4). The gene discussed is SIRT1; the disease is osteoporosis.