Gomez-Lopez et al. profile the plasma proteome of pregnant and non-pregnant COVID-19 patients and controls. Shared and pregnancy-specific proteomic changes are identified in COVID-19 patients compared to controls, with the proteome accurately identifying COVID-19 patients, even when asymptomatic.