Another important finding of this study are the description of parameters associated with a fatal outcome to COVID-19, including a high neutrophil/lymphocyte ratio, expression of PD-1 on CD4+ and CD8+ lymphocytes, and the expression of HLA-DR on CD4+ T cells in patients with a marked lymphopenia. This evidence concerns the gene CD4 and COVID-19.