Does the Vaccine Affect Our Reproductive Systems? Data from Pfizer and Moderna studies performed on animals indicated that the vaccine had no adverse effects on female reproductive organs or on fetuses or embryos, said Wendy Goodall McDonald, MD, an ob-gyn at Northwestern University.