The positive association between PAI-1act (a marker of endothelial dysfunction) and WHtR in our study is likely largely due to adipose tissue, especially visceral adipose tissue, being a major source of PAI-1 production [31], although obesity is also known to involve endothelial dysfunction [32]. Here, SERPINE1 is linked to obesity due to melanocortin 4 receptor deficiency.