MIF and Sepsis: In summary, the study presents a novel and effective diagnostic and prognostic model for PIS, underscoring the potential relationship between dysregulated sphingolipid metabolism and dysregulated programmed immune cell deaths, revealing the crucial role of MIF signaling in immune cell hyperactivation during sepsis, which paves the way for targeted therapeutic strategies.