Therefore, our study is aimed at finding the discriminative genes and rules between various immune cells (B cell, CD4+ T cell, CD8+ T cell, monocytes, NK cell) in healthy control, severe, and critical COVID-19 patients to shed new light on the immune response changes during the infection and development of COVID-19. This evidence concerns the gene CD4 and COVID-19.