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Evaluation of Left Ventricular Ejection Fraction Using an Accelerated Cardiac Cine-MRI Sequence With Deep Learning-based Image Reconstructions

Evaluation of Left Ventricular Ejection Fraction Using an Accelerated Cardiac Cine-MRI Sequence With Deep Learning-based Image Reconstructions

Recruiting
18 years and older
All
Phase N/A

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Overview

Left ventricular hypertrophy (LVH) is a common condition that may result from hypertension, hypertrophic cardiomyopathy, aortic valve stenosis, or certain metabolic disorders. Cardiac imaging is essential for diagnosis, prognostic assessment, and quantification of cardiac function. While transthoracic echocardiography remains widely used, it is limited by acoustic window dependence and inter-observer variability. Cardiovascular Magnetic Resonance (CMR) imaging currently serves as the reference standard for measuring left ventricular ejection fraction (LVEF), cardiac volumes, and tissue characterization. However, conventional cine-CMR sequences require repeated breath-holds, which are often challenging for elderly or dyspneic patients, generating respiratory motion artifacts that compromise image quality. Accelerated cine-CMR sequences with deep learning-based image reconstructions offer a promising alternative by significantly reducing acquisition time while preserving image quality. This study aims to evaluate whether these accelerated cine-CMR sequences provide LVEF measurements concordant with conventional cine-CMR sequences, with potential to improve patient comfort and reduce examination time.

Eligibility

Inclusion Criteria:

  • Patient referred for cardiac MRI as part of the assessment or follow-up of left ventricular hypertrophy
  • Age ≥ 18 years old
  • Ability of the subject to understand and express his consent
  • Affiliation to the social security scheme

Exclusion Criteria:

  • Severe obesity (\>140 kg) preventing the patient from entering the scanner bore, which has a diameter of less than 70 cm
  • Age ≥ 18 years old
  • Person under guardianship or curators, or deprived of liberty
  • Pregnant or breastfeeding woman
  • Known allergy to gadolinium chelates
  • Claustrophobia
  • Any contraindication to MRI
  • Arrhythmia
  • Inability to hold breath for more than 10 seconds

Study details
    Left Ventricular Ejection Fraction
    Cardiac Magnetic Resonance Imaging
    Deep Learning
    Image Reconstruction
    Left Ventricular Hypertrophy

NCT07061821

Centre Hospitalier Universitaire, Amiens

1 February 2026

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