We found that the ‘high-risk combination’ of these factors was 2.74 times more likely to develop osteoporosis than the ‘low-risk combination’, which, combined with the results of logistic regression analysis, suggests that the interaction between the SOX4 gene and the environment is of great value for osteoporosis risk prediction. Here, SOX4 is linked to osteoporosis.