In the present study, we identified 5 lipid metabolism-related hub genes (MAPK14, EPHX2, BMX, FCER1A, and PAFAH2) that have the possibility of diagnostic and therapeutic in patients with sepsis by machine learning analysis. Here, EPHX2 is linked to Sepsis.