Related Experiment Video
Updated: Mar 27, 2026

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
Parsimonious echocardiography-based model for predicting long-term all-cause mortality in heart failure with
Lingyu Mi1, Jeffrey Shi Kai Chan2, Wing Tak Wong3
1Department of Structural Heart Disease, Fuwai Hospital & National Center for Cardiovascular Disease, Key Laboratory of Innovative Cardiovascular Devices, Chinese Academy of Medical Sciences & Peking Union Medical College, National Health Commission Key Laboratory of Cardiovascular Regeneration Medicine, National Clinical Research Center for Cardiovascular Diseases, Beijing, China.
A new echocardiography model accurately predicts long-term mortality in heart failure with preserved ejection fraction (HFpEF). This five-variable nomogram outperforms existing diagnostic scores, offering improved risk stratification for HFpEF patients.
Area of Science:
- Cardiology
- Echocardiography
- Heart Failure Research
Background:
- Heart failure with preserved ejection fraction (HFpEF) diagnosis relies on scores like HFA-PEFF and H2FPEF.
- These scores may not sufficiently stratify long-term mortality risk in HFpEF patients.
- There is a need for improved prognostic tools in HFpEF management.
Purpose of the Study:
- To develop and internally validate a parsimonious echocardiography-based model for predicting long-term all-cause mortality in HFpEF.
- To compare the prognostic discrimination of the new model against the HFA-PEFF and H2FPEF scores.
Main Methods:
- A real-world HFpEF echocardiography database was used, with 792 adults randomly assigned to training (n=554) and validation (n=238) cohorts.
- Least absolute shrinkage and selection operator (LASSO)-penalised Cox regression was employed to derive a parsimonious model.
- The primary endpoint was all-cause mortality, with follow-up extending to 5.75 years.
Main Results:
- A five-variable nomogram including age, LV posterior wall thickness, mitral E velocity, E/e' ratio, and pulmonary artery systolic pressure was developed.
- In the validation cohort, the nomogram demonstrated superior discrimination compared to HFA-PEFF and H2FPEF (AUCs 0.713 vs. 0.642 and 0.607 at 5 years).
- Survival curves separated by risk-score tertiles (log-rank p<0.001), indicating effective risk stratification.
Conclusions:
- An echocardiography-based, five-variable nomogram provides enhanced discrimination for predicting long-term mortality in HFpEF.
- The developed nomogram shows improved prognostic capability over repurposed diagnostic scores.
- External validation is recommended prior to widespread clinical adoption.
Related Concept Videos
Pathophysiology of Heart Failure
Heart Failure II: Pathophysiology

