TNF and gestational diabetes: In both studies, saliva samples were collected during the 3rd trimester and authors found a higher prevalence of periodontitis as well as significantly higher levels of TNF-α, IL-1β, total antioxidant capacity (s-TAC) and CRP, particularly when GDM was diagnosed.