The primary risks to the baby depend on the type of cancer and the treatment used. Chemotherapy in the first trimester carries a risk of congenital abnormalities. Radiation therapy can lead to growth retardation and other developmental issues. However, many women with cancer have successful pregnancies and deliver healthy babies.