This includes the Pfizer vaccine, recently approved by the U.S. Food and Drug Administration (FDA), and the Moderna and Johnson & Johnson vaccines. In fact, all major organ transplant societies strongly recommend patients get vaccinated against COVID-19 prior to transplant when patients' immune systems are more likely to respond to the vaccine..