Analysis of the proteomic profiles of 274 participants from the Qatar Biobank database [46] showed reduced levels of HDL-related apolipoproteins (ApoM and ApoD) in patients with dyslipidemia and concomitant vitamin D deficiency. This evidence concerns the gene APOM and metabolic syndrome.