TNF and Insulin resistance: The potential role of TNF-α in the development of insulin resistance during pregnancy was shown by Kinalski et al. [46], who found significantly higher TNF-α levels in patients with GDM and proposed early pregnancy BMI as the most predictive indicator of TNF-α concentration.