In conclusion, this study elucidates the complex interplay between pyroptosis, inflammation, EC dysfunction, and atherosclerosis, mediated via the NF-κB-caspase-4/5-GSDM-D pathway and pyroptotic EVs. This evidence concerns the gene CASP4 and atherosclerosis.