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Paper   IPM / Cognitive / 13961
School of Cognitive Sciences
  Title:   Accurate Compressive Sensing of 1H MR Spectroscopic Imaging in Brain Tumors
  Author(s): 
1.  M. Abdi-Shektaei
2.  F. Raschke
3.  F. A Howe
4.  A. Nasiraei Moghaddam
  Status:   In Proceedings
  Proceeding: Proc. Intl. Soc. Mag. Reson. Med. 23 (2015)
  Year:  2015
  Supported by:  IPM
  Abstract:
Long acquisition times of 2D and 3D 1H MR Spectroscopic Imaging (1H-MRSI) are a major obstacle to its widespread clinical application. Compressed Sensing (CS) allows accelerated 1H-MRSI acquisitions through reconstruction of nonuniform randomly subsampled k-space [1]. CS can reliably reconstruct the subsampled MRSI data with meaningful selection of regularizers that consider spars and compressible nature of MR spectra. In this study, we implemented CS directly based on the spectral-spatial sparsity of spectra for reconstruction [2]. The efficiency of the CS method was evaluated by calculating the difference in NAA, Creatine (Cr) and Choline (Cho) estimation across all voxels compared to full k-space acquisition as determined by LCModel.

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