Cancer treatments like chemotherapy, radiation, and surgery can have significant effects on a pregnancy. Chemotherapy drugs can be harmful to the developing fetus, especially in the first trimester. Radiation therapy targeting the pelvic area can also pose risks, including miscarriage. Some surgical procedures may be safe, but they are usually approached with caution to avoid complications.