ALB and chronic kidney disease: We also could not identify clear patterns in vital signs or laboratory values at admission that explain increased mortality and readmission rate across CKD groups in our cohort, aside from lower diastolic blood pressure (CKD stage 4) and significant differences in hemoglobin and albumin—the latter being presumably directly related to CKD stage rather than COVID-19.