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). Here, FOXP3 is linked to COVID-19.