A PPI network identified key hub genes, including IGLL5, BCL2L1, TNFSF10, and SNCA, with significant connections, highlighting their critical roles in sepsis development and potential as biomarkers or therapeutic targets (Figure 2D). Here, SNCA is linked to Sepsis.