We do not have information from published scientific reports about the susceptibility of pregnant women to COVID-19. Pregnant women experience immunologic and physiologic changes which might make them more susceptible to viral respiratory infections, including COVID-19. 

Reference: https://www.cdc.gov/coronavirus/2019-ncov/specific-groups/pregnancy-faq.html