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This is a combined retrospective-prospective observational cohort study investigating the role of systemic and local cardiometabolic risk factors in cardiac structural/functional remodeling and clinical outcomes among heart failure (HF) patients. The study integrates retrospective clinical data (from the past 10 years) and prospective longitudinal follow-up (5 years) of HF patients across HF with reduced (HFrEF), mildly-reduced (HFmrEF), preserved (HFpEF) and improved ejection fraction (HFimpEF) phenotypes. Systemic metabolic factors (e.g., blood lipid profiles, glycemic levels, insulin resistance) and local factors (e.g., epicardial adipose tissue \[EAT\], perivascular adipose tissue \[PVAT\]) will be analyzed for their associations with changes in cardiac geometrics and function, dynamic transitions between HF phenotypes, as well as the occurrence of major adverse cardiovascular events
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