In particular, the association between leptin and TNFα was stronger in patients with T2DM (FDR p = 0.015), and an association between ghrelin and TNFα was observed in patients with T2DM but not controls (FDR p < 0.001). Here, TNF is linked to type 2 diabetes mellitus.