In the realm of DM-OP comorbidity prediction, Wang et al. (27) applied a support vector machine to data from 289 subjects with DM-OP, incorporating five variables: gender, age, BMI, total procollagen I N-terminal propeptide (TP1NP), and osteocalcin, achieving a diagnostic accuracy of 88%. This evidence concerns the gene BGLAP and diabetes mellitus.