The results revealed significant immune cell infiltration in AF atrial tissues, with a marked increase in the proportion of SPP1<sup>+</sup> macrophages, which exhibited the strongest intercellular communication with cardiomyocytes. The gene discussed is SPP1; the disease is atrial fibrillation.