OBJECTIVE: To explore abdominal aortic aneurysm (AAA) pathogenesis and identify early diagnostic markers, providing a theoretical basis for novel preventive and therapeutic strategies. METHODS: Gene expression profiles were retrieved from the Gene Expression Omnibus database (datasets: GSE7084, GSE47472, and GSE57691) comprising messenger RNA data from the aortic samples of 69 patients with AAA and 25 non-AAA controls. Data were merged and normalized; bioinformatics analysis was conducted on upregulated differentially expressed genes. RESULTS: C-X-C motif chemokine ligand 8 (CXCL8) was prominently involved in regulating the chemokine signaling pathway. CXCL8 expression was significantly higher in the aortic walls of patients with AAA than that of controls. NLRP3, interleukin (IL)-18, and IL-1�� expression levels were upregulated in patients with AAA and positively correlated with CXCL8 expression. CXCL8 may directly or indirectly interact with NLRP3. CONCLUSIONS: CXCL8 was upregulated in patients with AAA and induced inflammatory cell infiltration and cytokine secretion. CXCL8-induced NLRP3 inflammasome regulation triggered pyroptosis in vascular smooth muscle cells, exacerbating inflammation and tissue damage in the aortic wall. This degeneration of the aortic media accelerated AAA progression.