HP and gestational diabetes: After adjusting for age and pre-pregnancy BMI, a significant multiplicative interaction effect was observed between Hp genotype and first-trimester Hb level on GDM development (OR = 4.801, 95% CI:1.705–13.517, P for interaction = 0.003) (Table 3).