PPARG and Sepsis: All five hub genes showed a significant increase in expression levels during sepsis compared to the control group, with MAPK3 and PPARG showing a particularly significant increase (P < 0.001), and the other three genes showing a less significant but still notable increase (P < 0.01) (Figure 7A).