In conclusion, our study is the first to reveal the pathogenesis of AF through the lens of histone lactylation, highlighting the pivotal role of the PFKM/glycolysis/H3K18la/TGF‐β1 axis in promoting AF development. The gene discussed is PFKM; the disease is atrial fibrillation.