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Updated: Jan 23, 2026

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
LEFT VENTRICULAR EJECTION FRACTION: COMPARISON BETWEEN TRUE VOLUME-BASED MEASUREMENTS AND AREA-BASED ESTIMATES
Dawei Liu1, Isabelle Peck1,2, Shusil Dangi1
1Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, NY, USA.
Insights
Cardiologists often underestimate left ventricular ejection fraction (LVEF) by using 2D area changes. This study confirms volume-based measurements are more accurate for assessing cardiac function.
Area of Science:
- Cardiology
- Medical Imaging
- Biomedical Engineering
Background:
- Left ventricular ejection fraction (LVEF) is a key metric for cardiac health and treatment decisions.
- Echocardiography (ultrasound) is the standard non-invasive method for LVEF assessment.
- Current clinical practice often relies on 2D image analysis for LVEF estimation.
Purpose of the Study:
- To investigate the discrepancy between area-based and volume-based LVEF calculations.
- To validate whether 2D area estimations underestimate true LVEF.
- To emphasize the importance of volumetric measurements for accurate cardiac assessment.
Main Methods:
- Utilized idealized left ventricular (LV) geometry models (truncated prolate spheroid, paraboloid).
- Calculated cross-sectional areas and volumes from simulated LV shapes.
- Employed a 3D reconstruction algorithm using multi-plane 2D ultrasound data.
Main Results:
- Mathematical models showed area-based LVEF (41 ±4.7%) was lower than volume-based LVEF (55 ±5.7%).
- 3D reconstruction yielded area-based LVEF (35 ±11.9%) and volume-based LVEF (48.0 ±14.0%).
- Area-based LVEF consistently underestimated volume-based LVEF by 13-14% across models.
Conclusions:
- 2D area-based LVEF measurements significantly underestimate true cardiac function.
- Volume-based LVEF calculations provide a more accurate assessment of the left ventricle.
- Accurate LVEF assessment necessitates volumetric analysis of the LV blood pool.
Abstract:
Left ventricular ejection fraction (LVEF) is a critical measure of cardiac health commonly acquired in clinical practice, which serves as the basis for cardiovascular therapeutic treatment. Ultrasound (US) imaging of the heart is the most common, least expensive, reliable and non-invasive modality to assess LVEF. Cardiologists, in practice, persistently use 2D US images to provide visual estimates of LVEF, which are based on 2D information embedded in the US images by examining the area changes in LV blood pool between diastole and systole. There has been some anecdotal evidence that visual estimation of the LVEF based on the area changes of the LV blood pool significantly underestimate true LVEF. True LVEF should be calculated based on changes in LV volumes between diastole and systole. In this project, we utilized both idealized models of the LV geometry - a truncated prolate spheroid (TPS) and a paraboloid model - to represent the LV anatomy. Cross-sectional areas and volumes of simulated LV shapes using both models were calculated to compare the LVEF. Further, a LV reconstruction algorithm was employed to build the LV blood pool volume in both systole and diastole from multi-plane 2D US imaging data. Our mathematical models yielded an area-based LVEF of 41 4.7% and a volume-based LVEF of 55 ±5.7%, while the 3D recon-struction model showed an area-based LVEF of 35 11.9% and a volume-based LVEF of 48.0 ± 14.0%. In summary, the area-based LVEF using all three models ±underestimate the volume-based LVEF using corresponding models by 13% to 14%. This preliminary study confirms both mathematically and empirically that area-based LVEF estimates indeed underestimate the true volume-based LVEF measurements and suggests that true volumetric measurements of the LV blood pool must be computed to correctly assess cardiac LVEF.
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