In GDM cases with elevated lipids, reduced inflammatory markers—specifically IL-1β (Figure 5B) and TNF-α (Figure 5G)—are observed in maternal blood and placental tissue, potentially tied to enhanced fatty acid synthesis [40]. Here, IL1B is linked to gestational diabetes.