In this study, we utilized computational methods to integrate and analyze the single-cell characteristics of BALF, combined with ex vivo experiments to explore the ways by which CD8+ T cells are dramatically decreased and depleted in patients with severe/critical COVID-19. This evidence concerns the gene CD8A and COVID-19.