ALB and COVID-19: Albeit distinctions exist between world regions in the predictors of mortality any time after COVID-19 presentation, the trends in the top 15 predictors showed many consistent findings with older age, poorer nutrition (lower albumin and creatinine historically), longer vintage, lower TSAT levels historically, more inflammation (seen in LatAm by higher WBC counts historically and a change to a higher % of neutrophils and in North America by lower % of lymphocytes historically and at presentation) increasing the risk of death (Fig. 4).