This study demonstrates that histone lactylation-mediated GLI3 activation drives macrophage M1 polarization and subsequent secretion of exosomal SERPINE1, inducing endothelial dysfunction in AAA progression. The gene discussed is SERPINE1; the disease is endothelial dysfunction.