And whether ApoA1 was a continuous variable or a categorical variable, higher ApoA1 was consistently associated with a higher risk of osteoporosis after excluding individuals with gout and adjusting for confounding variables (All P <  0.01). Here, APOA1 is linked to osteoporosis.