Iron deficiency - 35 weeks pregnant

Can iron deficiency harm the baby ? I’m really stressed out I don’t know what to do . Is it true than when you are low in iron the baby is not getting enough oxygen ? I’m really worried. Any of you ladies gave birth with really low iron and if yes how was the baby ?