Feasibility of through-time spiral generalized autocalibrating partial parallel acquisition for low latency accelerated real-time MRI of speech

Magn Reson Med. 2017 Dec;78(6):2275-2282. doi: 10.1002/mrm.26611. Epub 2017 Feb 10.

Abstract

Purpose: To evaluate the feasibility of through-time spiral generalized autocalibrating partial parallel acquisition (GRAPPA) for low-latency accelerated real-time MRI of speech.

Methods: Through-time spiral GRAPPA (spiral GRAPPA), a fast linear reconstruction method, is applied to spiral (k-t) data acquired from an eight-channel custom upper-airway coil. Fully sampled data were retrospectively down-sampled to evaluate spiral GRAPPA at undersampling factors R = 2 to 6. Pseudo-golden-angle spiral acquisitions were used for prospective studies. Three subjects were imaged while performing a range of speech tasks that involved rapid articulator movements, including fluent speech and beat-boxing. Spiral GRAPPA was compared with view sharing, and a parallel imaging and compressed sensing (PI-CS) method.

Results: Spiral GRAPPA captured spatiotemporal dynamics of vocal tract articulators at undersampling factors ≤4. Spiral GRAPPA at 18 ms/frame and 2.4 mm2 /pixel outperformed view sharing in depicting rapidly moving articulators. Spiral GRAPPA and PI-CS provided equivalent temporal fidelity. Reconstruction latency per frame was 14 ms for view sharing and 116 ms for spiral GRAPPA, using a single processor. Spiral GRAPPA kept up with the MRI data rate of 18ms/frame with eight processors. PI-CS required 17 minutes to reconstruct 5 seconds of dynamic data.

Conclusion: Spiral GRAPPA enabled 4-fold accelerated real-time MRI of speech with a low reconstruction latency. This approach is applicable to wide range of speech RT-MRI experiments that benefit from real-time feedback while visualizing rapid articulator movement. Magn Reson Med 78:2275-2282, 2017. © 2017 International Society for Magnetic Resonance in Medicine.

Keywords: low latency imaging; real-time MRI; speech production.

MeSH terms

  • Algorithms
  • Artifacts
  • Calibration
  • Epiglottis / diagnostic imaging
  • Humans
  • Image Enhancement
  • Image Processing, Computer-Assisted
  • Larynx / diagnostic imaging*
  • Magnetic Resonance Imaging*
  • Models, Statistical
  • Pharynx / diagnostic imaging
  • Prospective Studies
  • Reproducibility of Results
  • Retrospective Studies
  • Sensitivity and Specificity
  • Signal Processing, Computer-Assisted
  • Software
  • Speech*