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Updated: Mar 6, 2026

Lumped-Parameter and Finite Element Modeling of Heart Failure with Preserved Ejection Fraction
Published on: February 13, 2021
Estimating ejection fraction and heart failure severity using cardiac apex angles: a multiphase pilot study
Schafer Paladichuk1, Graydon Dietrich2, Austin Evanovich1
1Department of Anatomy, 472550 Pacific Northwest University of Health Sciences College of Osteopathic Medicine , Yakima, WA, USA.
Context:
Heart failure (HF) affects 6.7 million American adults. The gold standard for HF assessment is echocardiography (echo) to determine the ejection fraction (EF). Evaluating the cardiac apex angle may be a possible way to estimate EF; however, there is a lack of investigation into this relationship.
Objectives:
This study aimed to evaluate whether a correlation exists between the cardiac apex angle and EF.
Methods:
A new, standardized method was developed to measure the cardiac apex angle, with the apex as the vertex, the inferior ray extending from the vertex to the right heart border, and a superior ray extending to the intersection of the left atrial appendage and ventricle. Cadaveric hearts were assessed and patient data from the Medical Information Mart for Intensive Care (MIMIC-IV) database were retrospectively analyzed. Chest X-rays (CXR) provided the cardiac apex angles, and echocardiogram reports contained matched EF values.
Results:
In 15 cadaveric hearts, the average apex angle was 47.2°, and the average EF was 48.5 %. Linear regression analysis revealed an R2 value of 0.6543. In the MIMIC-IV cohort of 583 unique patients with matched echocardiograms and CXRs, the average EF was 52.7 %, and the average apex angle was 47.2°, with linear regression analysis revealing an R2 value of 0.7018. This was further broken down by sex and CXR direction.
Conclusions:
Access to echo may be limited in resource-constrained settings. Utilizing CXRs to estimate EF offers a practical alternative, potentially enabling early diagnosis and standardized treatment. This approach leverages common imaging modalities to bridge diagnostic gaps and improve HF management.
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