This mixed polarization profile suggests that SPP1+ macrophages represent a distinct pathological subset that combines tissue remodeling capacity with sustained inflammatory activity (Reggio et al., 2025; Palma, 2025), consistent with their proposed role in driving both immune dysregulation and fibrotic remodeling in cardiac arrhythmia. The gene discussed is SPP1; the disease is cardiac rhythm disease.