Particularly, immune-inflammation regulators NFKB and JUN exhibited heightened expression primarily in Naive B cells within the HFRS group compared to the healthy group, elucidating the mechanism of inflammatory activation of B subset cells in the context of the disease (Figure 14D). This evidence concerns the gene JUN and hemorrhagic fever with renal syndrome.