AF development is directed by specific signaling pathways, including TGF-β1 for matrix synthesis, Pax1 and Pax9 for sclerotome formation, and Wnt/β-catenin for AF differentiation (Hickman et al., 2022). The gene discussed is PAX1; the disease is atrial fibrillation.