These findings were confirmed in our study, revealing that immune cell subsets, such as CD8+ T cells, B cells and NK cells, were drastically reduced in non-survivors, compared to survivors, which is associated with enhanced death risk of COVID-19. Here, CD8A is linked to COVID-19.