Despite progress in understanding GSDMD mechanisms, key limitations remain: (1) Insufficient focus on subcellular levels—In sepsis and atherosclerosis, macrophages release pro-inflammatory cytokines via the caspase-1- GSDMD pathway, triggering pyroptosis [1]. Here, CASP1 is linked to atherosclerosis.