TNF and Hyperglycemia: Among the various inflammatory mediators, IL-6 and TNF-α have demonstrated consistent associations with early pregnancy glycemic alterations and have shown promise as predictive biomarkers of GDM prior to the onset of hyperglycemia detectable by oral glucose tolerance testing.