The results indicate that the expression level of the CYB5R4 gene has a notably higher influence on the osteoporosis diagnostic model compared to other factors, while the expression level of the CES2 gene has a lower impact on the osteoporosis diagnostic model relative to other factors. This evidence concerns the gene CES2 and osteoporosis.