Also, low apo B/apo A1 ratio and low density lipoprotein-C (LDL-C) are observed to be predictive of renal deterioration in COVID-19 patients58, supporting the roles of alterations of lipid metabolism in the pathogenesis of COVID-19. Here, APOB is linked to COVID-19.