By integrating the results from both LASSO analysis and SVM-RFE, three overlapping feature genes (ABCC1, CYP1B1, and PPARG) were identified as key diagnostic genes for sepsis [Fig. 7(e)]. Here, PPARG is linked to Sepsis.