In our analysis of apoB and HDL cholesterol causal impacts on GDM, instrumental heterogeneity was detected (Cochran’s Q test, p < 0.05; Supplementary Table S2), leading us to employ the random-effects IVW method. This evidence concerns the gene APOB and gestational diabetes.