In summary, this study uses WGCNA and machine learning methods to uncover the molecular mechanisms of neutrophil infiltration in AAA tissues and identify the hub gene NEXN, providing new potential targets for AAA diagnosis and treatment with significant scientific and clinical value. This evidence concerns the gene NEXN and triple-A syndrome.