In multivariate logistic regression analysis, TNF-α in midpregnancy appeared to significantly raise the risk of developing GDM in women by 27.81 times (95% CI 1.36-570.22; p = 0.031) after controlling for age and BMI (Table 4). Here, TNF is linked to gestational diabetes.