TNF and atrial fibrillation: For example, elevated infiltrating CD4+CD28− T cells in AF correlate with increased macrophage recruitment and TNF-α/IFN-γ release, creating a pro-inflammatory milieu that amplifies NLRP3 activation in macrophages (14, 31).