This finding aligns with the general pregnancy population, in which higher insulin concentrations <16 weeks’ gestation are associated with later development of GDM.98, 99, 100 There was also an association between reduced PlGF and a higher risk of developing pre-eclampsia, a finding that aligns with meta-analyses in the total pregnancy population.101, 102, 103. Here, PGF is linked to gestational diabetes.