This suggests a potential mechanism through which SPP1+ macrophages may directly mediate inflammatory-fibrogenic network, two critical hallmarks in arrhythmia progression and persistence (Shoureshi et al., 2024; Sohns and Marrouche, 2020). This evidence concerns the gene SPP1 and cardiac arrhythmia.