Highlights • Quantitative lipidomic and metabolomic profiling of COVID-19 plasma • Plasma metabolite panel distinguished COVID-19 from healthy controls (AUC = 0.975) • Differential correlation analyses uncovered metabolic dysregulation in COVID-19 • GM3-enriched exosomes are positively correlated with COVID-19 pathogenesis