Our results reflect this as the levels of CD4 and CD8 T cells and NK cells reduce with increasing severity, whilst pathway analysis contrasting severe COVID-19 to either moderate or mild COVID-19 also revealed downregulation of many T cell-related pathways. Here, CD8A is linked to COVID-19.