Automatic respiratory and bulk patient motion corrected (ACROBATIC) free-running whole-heart

Robin Ferincz1, Milan Prša2, Estelle Tenisch1

  • 1Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland.

Abstract

Insights

The ACROBATIC framework significantly improves pediatric cardiac MRI quality by correcting patient motion, reducing the need for sedation. This advance enables clearer whole-heart imaging in children.

Area of Science:

  • Medical Imaging
  • Cardiovascular Imaging
  • Pediatric Radiology

Background:

  • Free-running five-dimensional (5D) whole-heart magnetic resonance imaging (MRI) offers simplified acquisition but is sensitive to patient motion in pediatric cases.
  • Motion artifacts in pediatric cardiac MRI can necessitate sedation or general anesthesia, complicating the imaging process.

Purpose of the Study:

  • To introduce and evaluate the automatic respiratory and bulk patient motion correction (ACROBATIC) framework for retrospective motion correction in pediatric cardiac MRI.
  • To improve image quality in pediatric cardiac MRI by detecting, estimating, and correcting bulk patient motion.

Main Methods:

  • The ACROBATIC framework was applied to free-running Ferumoxytol-enhanced 3D radial GRE data from 50 pediatric patients (25 high motion, 25 low motion).
  • Respiratory motion was estimated using focused navigation, and bulk motion was detected automatically from radial readout variations.
  • Bulk motion was corrected using 3D rigid registration with outlier rejection, followed by 5D compressed sensing reconstruction.

Main Results:

  • ACROBATIC demonstrated high accuracy in differentiating moving from non-moving patients (Dice coefficient = 0.96).
  • Significant improvements in image sharpness were observed at blood-myocardium interfaces and within pulmonary veins post-correction.
  • Expert reviewers reported substantial qualitative improvements in image quality after applying the ACROBATIC framework.

Conclusions:

  • The ACROBATIC framework effectively mitigates motion-related artifacts in pediatric cardiac MRI, especially in cases with substantial patient movement.
  • This approach facilitates high-quality, dynamic whole-heart imaging in children, potentially avoiding the need for sedation or general anesthesia.