TNF and type 2 diabetes mellitus: Notably, multiple pro-inflammatory cytokines, including TNF-α, IL-17, and GM-CSF, exhibited statistically significant elevation, suggesting a complex network of cytokine-driven immune dysregulation mediating meta-inflammation in T2DM, as also shown in multiple reports (40, 41).