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. The gene discussed is MAPK14; the disease is Sepsis.