miR-516a-5p showed significant associations with IGFBP-3, IGFBP-4, IGFBP-5, and IGFBP-6 across the GDM normal birthweight group, supporting its role in modulating the IGF axis. This evidence concerns the gene IGFBP3 and gestational diabetes.