First, Although the expression patterns and biological annotations of SLC6A6, BGN, and PFKP suggest that they may serve as molecular nodes integrating AF-related structural remodeling with hypoxia-responsive transcriptional networks, comprehensive experimental studies are necessary to confirm their causal roles in hypoxia-induced AF pathogenesis. Here, PFKP is linked to atrial fibrillation.