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Xue-Mei Hou

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Open access Aug 2026

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...

Cheng-Long Yao, Xinmei Liu, Runjia Liu et al. · 0 citations

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