Pooled estimates suggested that DPP-4i did not significantly modulate TNF-alpha levels (WMD, − 0.70, 95% CI − 1.94 to 0.53, P = 0.26) in T2DM. This evidence concerns the gene TNF and type 2 diabetes mellitus.