NFKB1 and aneurysm: Importantly, the downregulation of angiogenic and matrix-degrading genes such as VEGF, MMP-2, MMP-9, HMGB1, and NF-κB p65 further supports its role in mitigating ECM destabilization and inflammatory amplification—hallmark events in aneurysm pathogenesis.