To ascertain whether the observed causal effect of mannose on GDM was a direct or indirect influence, we subsequently performed MVMR, adjusting for sex hormone-binding globulin levels (SHBG) [43], waist circumference [44], and cardiovascular disease (CVD) [45] (Supplementary Table S5). The gene discussed is SHBG; the disease is gestational diabetes.