APOB and type 2 diabetes mellitus: Some studies have found that elevated dyslipidemia leads to lower bone turnover markers in patients with type 2 diabetes, but that there is a positive correlation between the LDL cholesterol/apolipoprotein B ratio and bone turnover markers in patients with type 2 diabetes (Lu et al., 2022).