Additionally, three key genes (ABCC1, CYP1B1, and PPARG) were identified based on Prevotella 9, fatty acids, and PANoptosis, contributing to sepsis progression via the regulation of neutrophils, oxidative stress, and macrophage polarization. This evidence concerns the gene PPARG and Sepsis.