Several studies have implicated PD-1/PD-L1 signaling in suppressing immune function during sepsis (Chen Y. et al., 2023; Nakamori et al., 2020), though this mechanistic link requires experimental validation to establish causality between α-HB and PD-1/PD-L1 regulation. Here, CD274 is linked to Sepsis.