In atherosclerosis, gut microbial imbalance promotes the generation of pro-inflammatory bile acids (e.g., DCA, CDCA), reinforcing vascular inflammation through NLRP3 activation and lipid accumulation in macrophages. The gene discussed is NLRP3; the disease is atherosclerosis.