Recent findings have highlighted the importance of specific molecular pathways, notably transforming growth factor beta 1 (TGF-β1), which predominantly enhances the production of type I collagen, in the complex landscape of atrial structural remodeling associated with obesity [11]. The gene discussed is TGFB1; the disease is obesity due to melanocortin 4 receptor deficiency.