CHIP-associated mutations, particularly in genes such as TET2, ASXL1, and JAK2, contribute to atrial remodeling, systemic inflammation, and thrombogenicity, which are central to AF pathogenesis [12,89,90]. The gene discussed is STUB1; the disease is atrial fibrillation.