TNF and type 2 diabetes mellitus: Moreover, there was a trend slightly towards increased risk of T2DM with baseline IL-6 and TNF-α levels in the highest tertile, while several studies have seen the elevated level of both cytokines as the risk of developing T2DM after adjusting for confounders [12, 40–43].