In AF, fructose alters calcium homeostasis and induces oxidative stress, leading to structural remodeling of atrial myocytes, with its metabolic product F1P potentially promoting atrial fibrosis via the TGF-β signaling pathway [25]. The gene discussed is TGFB1; the disease is atrial fibrillation.