Compared with patients who survived after discharge, patients who died had a higher proportion of critically severe COVID-19, respiratory failure, stroke, and AKI when hospitalized during the peak period of COVID-19, and the levels of D-dimer and NT-proBNP were significantly increased. The gene discussed is NPPB; the disease is stroke disorder.