TNF and Insulin resistance: These metabolites activate inflammatory signaling pathways—particularly through protein kinase C (PKC) and nuclear factor kappa B (NF-κB)—resulting in insulin resistance, apoptosis, and elevated pro-inflammatory cytokines like tumor necrosis factor (TNF), which contribute to atrial electrical and structural remodeling [31,32,33].