PPARG and Sepsis: GSEA and GSVA analyses of the three key diagnostic genes (ABCC1, CYP1B1, and PPARG) revealed their primary roles in regulating immune-related pathways and metabolic processes, aligning with the pathophysiological characteristics of sepsis, including immune hyperactivation and metabolic dysregulation.43