Key clinical risk factors include maternal age, pre-pregnancy obesity, excessive weight gain before and during pregnancy, and gestational diabetes (GDM) that has not progressed to insulin therapy. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.