Unbiased transcriptomics and gene regulatory network analysis revealed that NOX2 mediates atrial ion channel and structural remodeling in obesity-mediated AF in DIO mice, PA-treated hiPSC-aCMs, and HAT from obese individuals by the upregulation of PITX2. This evidence concerns the gene CYBB and obesity due to melanocortin 4 receptor deficiency.