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Free-breathing pediatric MRI with nonrigid motion correction and acceleration

  • Joseph Y. Cheng
  • , Tao Zhang
  • , Nichanan Ruangwattanapaisarn
  • , Marcus T. Alley
  • , Martin Uecker
  • , John M. Pauly
  • , Michael Lustig
  • , Shreyas S. Vasanawala
  • Stanford University
  • Stanford University School of Medicine
  • Department of Electrical Engineering and Computer Sciences

Research output: Contribution to journal › Article › peer-review

138 Citations (Scopus)

Abstract

Purpose To develop and assess motion correction techniques for high-resolution pediatric abdominal volumetric magnetic resonance images acquired free-breathing with high scan efficiency. Materials and Methods First, variable-density sampling and radial-like phase-encode ordering were incorporated into the 3D Cartesian acquisition. Second, intrinsic multichannel butterfly navigators were used to measure respiratory motion. Lastly, these estimates are applied for both motion-weighted data-consistency in a compressed sensing and parallel imaging reconstruction, and for nonrigid motion correction using a localized autofocusing framework. With Institutional Review Board approval and informed consent/assent, studies were performed on 22 consecutive pediatric patients. Two radiologists independently scored the images for overall image quality, degree of motion artifacts, and sharpness of hepatic vessels and the diaphragm. The results were assessed using paired Wilcoxon test and weighted kappa coefficient for interobserver agreements. Results The complete procedure yielded significantly better overall image quality (mean score of 4.7 out of 5) when compared to using no correction (mean score of 3.4, P-<-0.05) and to using motion-weighted accelerated imaging (mean score of 3.9, P-<-0.05). With an average scan time of 28 seconds, the proposed method resulted in comparable image quality to conventional prospective respiratory-triggered acquisitions with an average scan time of 91 seconds (mean score of 4.5). Conclusion With the proposed methods, diagnosable high-resolution abdominal volumetric scans can be obtained from free-breathing data acquisitions.

Original languageEnglish
Pages (from-to)407-420
Number of pages14
JournalJournal of Magnetic Resonance Imaging
Volume42
Issue number2
DOIs
Publication statusPublished - 1 Aug 2015

Keywords

  • autofocus
  • compressed sensing
  • nonrigid motion
  • parallel imaging
  • pediatric abdominal MRI
  • soft-gating

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