These findings demonstrate that the three key diagnostic genes identified in this study (ABCC1, CYP1B1, and PPARG) are robust and broadly applicable, providing reliable biomarkers for the diagnosis of sepsis. This evidence concerns the gene PPARG and Sepsis.