Based on KEGG pathway analyses, certain pathways related to lipopolysaccharide (LPS) biosynthesis and energy metabolism were elevated, and insulin signaling pathways were reduced in women with GDM compared to women without GDM (Kuang et al., 2017; Ferrocino et al., 2018; Ye et al., 2019). This evidence concerns the gene INS and gestational diabetes.