NPPB and COVID-19: In severe COVID-19 cases, Gao et al. [29] found that NT-proBNP was an independent predictor of in-hospital mortality (OR = 1.29, 95% CI: 1.07-1.56, p = 0.007), with severe cardiac injury linked to higher NT-proBNP levels.