In this study, using logistic regression with least absolute shrinkage and selection operator (LASSO) regularization, we found that albumin (ALB), d-dimer and onset to hospitalization (OH) time were significant predictors for the severity of COVID-19 in elderly patients. This evidence concerns the gene ALB and COVID-19.