Wungu et al. used ML to investigate the link between different cardiac indicators and the severity/mortality of COVID-19 patients [22]; they conclude that High CK-MB, PCT, NT-proBNP, BNP, and d-dimer could be predictive markers for severity of COVID-19. Here, NPPB is linked to COVID-19.