Finally, exhaustion genes such as PDCD1/PD-1 or regulatory genes such as FOXP3 were under-expressed among COVID-19 compared to INFL or HTLY, mainly among TUBE early patients (Supplementary Figure 8). This evidence concerns the gene PDCD1 and COVID-19.