Understanding the quantity and function changes in the three branches (B cells, CD4+ T cells and CD8+ T cells) of adaptive immune system in COVID-19 patients will provide insights into immunity and pathogenesis of SARS-CoV-2 infection, and the same knowledge also contributes to the vaccine development and evaluation of candidate vaccines. This evidence concerns the gene CD8A and COVID-19.