UBQLN4’s involvement in AF pathogenesis remains hypothetical without direct in vivo human validation; Temporal-spatial dynamics of Cx40 synthesis/degradation in AF-specific microenvironments are uncharacterized; Current models inadequately recapitulate human atrial substrate complexity. The gene discussed is GJA5; the disease is atrial fibrillation.