Using LASSO regression and SVM-RFE machine learning methods, we screened and identified three key diagnostic genes with significant diagnostic value: ABCC1, CYP1B1, and PPARG. Among these, ABCC1 was found to be downregulated in sepsis, while CYP1B1 and PPARG were upregulated. This evidence concerns the gene PPARG and Sepsis.