Despite the strong association between APOM and HDL levels, the reduction in APOM persisted even after adjusting for HDL-C levels, suggesting that factors beyond HDL quantity contribute to this decline.13 Notably, patients with CKD with preexisting CVD had lower baseline APOM levels, similar to those observed in patients with diabetes.11 Here, APOM is linked to chronic kidney disease.