TNF and gestational diabetes: Interleukin-6 (IL-6) and tumor necrosis factor-alpha (TNF-alpha) show elevated levels in GDM cases, with IL-6 demonstrating moderate predictive power in the first trimester (AUC 0.673) [52,53,80].