APOB and cardiovascular disorder: However, few studies have addressed the relationship between vitamin D and Apo B. Notably, a Japanese study involving 136 healthy males reported a significant positive correlation between serum vitamin D and Apo B, despite strict exclusion of confounding factors such as diabetes, cardiovascular disease, and lipid-lowering therapy [32].