Accelerated contrast-enhanced whole-heart coronary MRI using low-dimensional-structure self-learning and thresholding

Magn Reson Med. 2012 May;67(5):1434-43. doi: 10.1002/mrm.24242. Epub 2012 Mar 5.

Abstract

We sought to evaluate the efficacy of prospective random undersampling and low-dimensional-structure self-learning and thresholding reconstruction for highly accelerated contrast-enhanced whole-heart coronary MRI. A prospective random undersampling scheme was implemented using phase ordering to minimize artifacts due to gradient switching and was compared to a randomly undersampled acquisition with no profile ordering. This profile-ordering technique was then used to acquire contrast-enhanced whole-heart coronary MRI in 10 healthy subjects with 4-fold acceleration. Reconstructed images and the acquired zero-filled images were compared for depicted vessel length, vessel sharpness, and subjective image quality on a scale of 1 (poor) to 4 (excellent). In a pilot study, contrast-enhanced whole-heart coronary MRI was also acquired in four patients with suspected coronary artery disease with 3-fold acceleration. The undersampled images were reconstructed using low-dimensional-structure self-learning and thresholding, which showed significant improvement over the zero-filled images in both objective and subjective measures, with an overall score of 3.6 ± 0.5. Reconstructed images in patients were all diagnostic. Low-dimensional-structure self-learning and thresholding reconstruction allows contrast-enhanced whole-heart coronary MRI with acceleration as high as 4-fold using clinically available five-channel phased-array coil.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Contrast Media
  • Coronary Artery Disease / pathology*
  • Coronary Vessels / pathology*
  • Female
  • Humans
  • Image Enhancement / methods*
  • Image Interpretation, Computer-Assisted / methods*
  • Magnetic Resonance Angiography / methods*
  • Male
  • Meglumine / analogs & derivatives*
  • Middle Aged
  • Organometallic Compounds*
  • Reproducibility of Results
  • Sensitivity and Specificity

Substances

  • Contrast Media
  • Organometallic Compounds
  • gadobenic acid
  • Meglumine