The metabolic-inflammatory axis in chronic heart failure: integrating the NLR and TyG index for recent-onset atrial fibrillation prediction via machine learning and mediation analysis
An interpretable ML framework identified the immune-metabolic axis as an important predictive component of recent-onset atrial fibrillation in patients with CHF and are inexpensive, clinically accessible biomarkers that may improve early risk stratification and identify a high-risk phenotype characterized by concurrent...