Furthermore, a significant association with increased mortality amongst the overall COVID-19 population was demonstrated for NRL, De Ritis ratio and D-dimer-to-albumin ratio, while a study on chronic kidney disease (CKD) patients revealed an association between monocyte-to-lymphocyte ratio and increased mortality [9,10,11,26,27]. This evidence concerns the gene ALB and chronic kidney disease.