The present study revealed that NF-κB-caspase-4/5-GSDM-D signaling may be one of the crucial mechanistic pathways associated with pyroptosis, and pyroptotic EVs facilitated pyroptosis during atherosclerosis. This evidence concerns the gene CASP4 and atherosclerosis.