Consistent with the functional enrichment analyses, we identified hub genes related to blood vessel morphogenesis in the darkred module: TBXA2R, FZD4, COL15A1, and TBX2 were positively associated with maternal BMI and/or obesity and with birth weight. This evidence concerns the gene COL15A1 and obesity due to melanocortin 4 receptor deficiency.