The non-Hispanic black group showed significant correlations in the Q1, Q2, and Q3 intervals, with each unit increase in serum apolipoprotein B concentration increasing the risk of osteopenia and osteoporosis by 160%, 133%, and 390%, respectively. Here, APOB is linked to osteoporosis.