LPIN1 and Sepsis: We then identified four ERRGs as diagnostic biomarkers for sepsis, through multiple machine learning algorithms, including SET, LPIN1, TXN, and CD74. The diagnostic effectiveness of these four biomarkers for sepsis was further proved by the construction of a nomogram.