The plasma proteins that are significantly associated with obesity are secreted in different tissues or organs such as in adipose tissue (LEP, FABP4) or liver (ADH4, IGFBP1), these findings may further the understanding mechanisms linking obesity and impaired metabolic health with a focus on organ cross-talk36–38. This evidence concerns the gene ADH4 and obesity due to melanocortin 4 receptor deficiency.