Two-sample MR prioritized 15 genes with putative causal links to GDM, including <i>BNIP3L</i>, <i>COMT</i>, <i>CTSB</i>, <i>LMNA</i>, and <i>SLC7A5</i>. This evidence concerns the gene BNIP3L and gestational diabetes.