Proliferative/inflammatory fibroblast and divergent macrophage states; AR signaling occurs in AF rather than HF (Zhang et al., 2024; Koenig et al., 2022; Leblanc et al., 2025). This evidence concerns the gene AR and atrial fibrillation.