This review aims to: (1) systematically elucidate the complex bidirectional regulatory mechanisms between the NLRP3 inflammasome and MQC in the context of sepsis, (2) summarize the latest research progress on targeted intervention strategies based on this vicious cycle, and (3) discuss the challenges in clinical translation and future directions of these strategies. This evidence concerns the gene NLRP3 and Sepsis.