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Related Concept Videos

Pathophysiology of Heart Failure01:17

Pathophysiology of Heart Failure

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Heart failure (HF) is a progressive syndrome involving ventricles that leads to inadequate cardiac output. It can be classified based on location and output or ejection fraction. Ejection fraction (EF) is an essential measurement in the diagnosis and surveillance of HF. Reduced EF corresponds to systolic heart failure (HFrEF). However, HF with preserved ejection fraction (HFpEF) is becoming increasingly prevalent. Also known as diastolic HF, this form of HF is related to aging. The...
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Related Experiment Video

Updated: Jun 29, 2025

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
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Prognostic Models for Mortality and Morbidity in Heart Failure With Preserved Ejection Fraction.

Kirsty McDowell1, Toru Kondo1,2, Atefeh Talebi1

  • 1British Heart Foundation Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom.

JAMA Cardiology
|March 27, 2024
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Summary

A new heart failure with preserved ejection fraction (HFpEF) risk model uses routine variables to predict outcomes, outperforming biomarker-only approaches. This tool aids clinicians in stratifying HFpEF patient risk and guiding treatment decisions.

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Area of Science:

  • Cardiology
  • Clinical Prediction Models
  • Heart Failure Research

Background:

  • Accurate risk prediction is crucial for managing heart failure with preserved ejection fraction (HFpEF).
  • Current models may not fully leverage routinely collected clinical variables for optimal risk stratification.

Purpose of the Study:

  • To develop and validate a novel prediction model for clinical outcomes in HFpEF using routinely collected variables.
  • To compare the performance of this novel model against existing biomarker-driven approaches.

Main Methods:

  • The prediction model was derived using data from the DELIVER trial (n=6263).
  • Validation was performed using data from the PARAGON-HF (n=4796) and I-PRESERVE (n=4128) trials.
  • The model incorporated 11 variables, including NT-proBNP, HF hospitalization history, creatinine, and diabetes, to predict composite outcomes of HF hospitalization or cardiovascular death, cardiovascular death, and all-cause death.

Main Results:

  • The developed model demonstrated good discrimination and calibration in validation cohorts (1-year C-statistic 0.71-0.75).
  • It showed significantly better discrimination than the MAGGIC risk score and NT-proBNP level alone.
  • An online calculator was developed for accessible risk assessment.

Conclusions:

  • A robust, validated prediction model for HFpEF clinical outcomes was developed using routinely collected variables.
  • This model offers improved predictive performance compared to NT-proBNP alone.
  • The model can assist clinicians in identifying high-risk HFpEF patients and informing treatment strategies.