With COVID-19 vaccinations ramping up to a fourth dose (i.e., second booster), you may want to consider a booster from the company you didn’t get your initial vaccination from, especially if you’ve received Johnson & Johnson. Of the three options, the CDC recommends Moderna or Pfizer's mRNA versions over Johnson & Johnson's more typical vaccine.