Our study extended beyond earlier research by involving multiple pregnancy outcomes, including GDM, GHDs, pre-eclampsia, preterm birth, LGA, SGA, and macrosomia, within a large prospective cohort, and by focusing on FAS duration from periconception to late pregnancy. The gene discussed is FAS; the disease is Large for gestational age.