Two genes, HIF3α and PGC1-α, showing increased methylation and one gene, PPARα, showing decreased methylation in women with GDM compared to pregnant women with normoglycemia were consistently methylated across diverse populations with varying pregnancy durations and using different diagnostic criteria, methodologies and biological material. Here, PPARA is linked to gestational diabetes.