Related Experiment Video
Updated: Sep 14, 2025

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
A predictive model for heart failure with preserved ejection fraction following acute myocardial infarction: the
Xi Wu1, Mingxing Wu1, Haobo Huang1
1Department of Cardiology, Xiangtan Central Hospital (the affiliated hospital of Hunan University), Xiangtan, 411100, Hunan, People's Republic of China.
Insights
A new HFpEF-AMI Score identifies patients at risk for heart failure with preserved ejection fraction (HFpEF) after acute myocardial infarction (AMI). This tool aids in early risk stratification and long-term prognosis following PCI.
Area of Science:
- Cardiology
- Clinical Medicine
- Biomarkers
Background:
- Heart failure with preserved ejection fraction (HFpEF) is a frequent complication post-acute myocardial infarction (AMI), especially after percutaneous coronary intervention (PCI).
- Early identification of patients susceptible to HFpEF after AMI remains a significant clinical challenge.
Purpose of the Study:
- To develop and validate a predictive model for early HFpEF identification in AMI patients undergoing PCI.
- To assess the clinical utility of the novel HFpEF-AMI Score for risk stratification.
Main Methods:
- Retrospective analysis of 458 first-episode AMI patients treated with emergency PCI.
- Stratification into HFpEF (n=107) and non-HF (n=351) groups based on 2021 ESC criteria.
- Logistic regression identified predictors, leading to the development of the HFpEF-AMI Score.
Main Results:
- 23.4% of AMI patients developed HFpEF post-PCI.
- Key predictors included elevated D-dimer, peak NT-proBNP, increased LVMI, and LAD artery involvement.
- The HFpEF-AMI Score demonstrated high discriminatory performance (AUC 0.882) with excellent sensitivity (74.8%) and specificity (86.6%).
- HFpEF patients faced higher rates of MACCE and heart failure rehospitalizations during 2-year follow-up.
Conclusions:
- The HFpEF-AMI Score is a valuable tool for early risk assessment of HFpEF in AMI patients.
- The score integrates routine laboratory and angiographic data for improved clinical decision-making.
- It aids in risk stratification and long-term prognostic evaluation post-AMI.
Background:
Heart failure with preserved ejection fraction (HFpEF) is a common yet under-recognized complication following acute myocardial infarction (AMI), particularly after primary percutaneous coronary intervention (PCI). Early identification of at-risk patients remains a clinical challenge.
Methods:
We retrospectively analyzed 458 first-episode AMI patients who underwent emergency PCI at a single center. Patients were stratified into HFpEF (n = 107) and non-heart failure (non-HF) (n = 351) groups based on the 2021 European Society of Cardiology diagnostic criteria. Clinical variables, laboratory markers, echocardiographic parameters, and coronary angiography findings were compared. Logistic regression identified independent predictors of HFpEF, and a predictive model-the Heart Failure with Preserved Ejection Fraction-Acute Myocardial Infarction Score (HFpEF-AMI Score)-was developed and evaluated.
Results:
Among 458 first-episode AMI patients undergoing emergency PCI, 107 (23.4%) developed HFpEF during hospitalization. Multivariate logistic regression identified four independent predictors of HFpEF after PCI: elevated D-dimer (>184.3 ng/mL; odds ratio [OR] 1.626, 95% confidence interval [CI] 1.466-2.771, p < 0.001), peak N-terminal pro-B-type natriuretic peptide (NT-proBNP) (>2640.11 pg/mL; OR 3.391, 95% CI 2.030-5.273, p < 0.001), increased left ventricular mass index (LVMI) (>105.91 g/m²; OR 2.057, 95% CI 1.152-3.833, p = 0.012), and involvement of the left anterior descending artery (LAD) as the infarct-related artery (IRA) (OR 4.737, 95% CI 2.363-10.545, p < 0.001). Using receiver operating characteristic (ROC) analysis, the HFpEF-AMI Score integrating these four predictors demonstrated excellent discriminatory performance, with an area under the curve (AUC) of 0.882 (95% CI: 0.849-0.910). At an optimal cut-off logit(P) ≥ 0.322, the model achieved a sensitivity of 74.8% and specificity of 86.6%. During 2-year follow-up, HFpEF patients had significantly higher rates of major adverse cardiovascular and cerebrovascular events (MACCE: 19.6% vs. 6.0%) and heart failure-related rehospitalizations (18.7% vs. 4.3%; both p < 0.001).
Conclusion:
The HFpEF-AMI Score is a novel and clinically applicable tool for early identification of patients at risk of developing HFpEF after AMI. Incorporating routine laboratory and angiographic parameters, this score may assist in risk stratification and long-term prognostic assessment.
More Related Videos
Related Concept Videos
Pathophysiology of Heart Failure
Heart Failure II: Pathophysiology
Heart Failure I: Introduction
Heart Failure IV: Classification and Diagnostic Evaluation
Acute Coronary Syndrome III: Diagnostic Studies
Heart Failure V: Medical Management

