A sensitivity analysis using controls that had no GDM diagnosis using either criterion revealed the nominal association of variants in SLC30A8, KCNJ11 and ADCY5. These largely negative findings could be attributed to population-based differences. Here, KCNJ11 is linked to gestational diabetes.