Whole-brain high-resolution metabolite mapping with 3D compressed-sensing SENSE low-rank 1H FID-MRSI

被引:9
作者
Klauser, Antoine [1 ,2 ]
Klauser, Paul [3 ,4 ]
Grouiller, Frederic [5 ,6 ]
Courvoisier, Sebastien [1 ,2 ]
Lazeyras, Francois [1 ,2 ]
机构
[1] Univ Geneva, Dept Radiol & Med Informat, Geneva, Switzerland
[2] Ctr Biomed Imaging CIBM, Geneva, Switzerland
[3] Lausanne Univ Hosp, Ctr Psychiat Neurosci, Dept Psychiat, Lausanne, Switzerland
[4] Lausanne Univ Hosp, Dept Psychiat, Serv Child & Adolescent Psychiat, Lausanne, Switzerland
[5] Univ Geneva, Swiss Ctr Affect Sci, Geneva, Switzerland
[6] Univ Geneva, Dept Fundamental Neurosci, Lab Behav Neurol & Imaging Cognit, Geneva, Switzerland
关键词
3D magnetic resonance spectroscopic imaging; acceleration; brain metabolites; compressed sensing; high-field MRI; low rank; SENSE; whole-brain spectroscopy; MAGNETIC-RESONANCE; LIPID SUPPRESSION; RELAXATION-TIMES; CHEMICAL-SHIFT; PROTON T-1; ECHO; ACQUISITION; MRI; RECONSTRUCTION; DISTRIBUTIONS;
D O I
10.1002/nbm.4615
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
There is a growing interest in the neuroscience community to map the distribution of brain metabolites in vivo. Magnetic resonance spectroscopic imaging (MRSI) is often limited by either a poor spatial resolution and/or a long acquisition time, which severely restricts its applications for clinical and research purposes. Building on a recently developed technique of acquisition-reconstruction for 2D MRSI, we combined a fast Cartesian H-1-FID-MRSI acquisition sequence, compressed-sensing acceleration, and low-rank total-generalized-variation constrained reconstruction to produce 3D high-resolution whole-brain MRSI with a significant acquisition time reduction. We first evaluated the acceleration performance using retrospective undersampling of a fully sampled dataset. Second, a 20 min accelerated MRSI acquisition was performed on three healthy volunteers, resulting in metabolite maps with 5 mm isotropic resolution. The metabolite maps exhibited the detailed neurochemical composition of all brain regions and revealed parts of the underlying brain anatomy. The latter assessment used previous reported knowledge and a atlas-based analysis to show consistency of the concentration contrasts and ratio across all brain regions. These results acquired on a clinical 3 T MRI scanner successfully combined 3D H-1-FID-MRSI with a constrained reconstruction to produce detailed mapping of metabolite concentrations at high resolution over the whole brain, with an acquisition time suitable for clinical or research settings.
引用
收藏
页数:14
相关论文
共 74 条
  • [11] Compressed sensing
    Donoho, DL
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) : 1289 - 1306
  • [12] MULTISECTION PROTON MR SPECTROSCOPIC IMAGING OF THE BRAIN
    DUYN, JH
    GILLEN, J
    SOBERING, G
    VANZIJL, PCM
    MOONEN, CTW
    [J]. RADIOLOGY, 1993, 188 (01) : 277 - 282
  • [13] Improved spectral quality for 3D MR spectroscopic imaging using a high spatial resolution acquisition strategy
    Ebel, A
    Maudsley, AA
    [J]. MAGNETIC RESONANCE IMAGING, 2003, 21 (02) : 113 - 120
  • [14] Accelerated 3D echo-planar spectroscopic imaging at 4 Tesla using modified blipped phase-encoding
    Ebel, Andreas
    Schuff, Norbert
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2007, 58 (05) : 1061 - 1066
  • [15] Robust Reconstruction of MRSI Data Using a Sparse Spectral Model and High Resolution MRI Priors
    Eslami, Ramin
    Jacob, Mathews
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (06) : 1297 - 1309
  • [16] Three-dimensional MR spectroscopic imaging using adiabatic spin echo and hypergeometric dual-band suppression for metabolic mapping over the entire brain
    Esmaeili, Morteza
    Bathen, Tone F.
    Rosen, Bruce R.
    Andronesi, Ovidiu C.
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2017, 77 (02) : 490 - 497
  • [17] Whole brain segmentation: Automated labeling of neuroanatomical structures in the human brain
    Fischl, B
    Salat, DH
    Busa, E
    Albert, M
    Dieterich, M
    Haselgrove, C
    van der Kouwe, A
    Killiany, R
    Kennedy, D
    Klaveness, S
    Montillo, A
    Makris, N
    Rosen, B
    Dale, AM
    [J]. NEURON, 2002, 33 (03) : 341 - 355
  • [18] Compressive Sensing Could Accelerate 1H MR Metabolic Imaging in the Clinic
    Geethanath, Sairam
    Baek, Hyeon-Man
    Ganji, Sandeep K.
    Ding, Yao
    Maher, Elizabeth A.
    Sims, Robert D.
    Choi, Changho
    Lewis, Matthew A.
    Kodibagkar, Vikram D.
    [J]. RADIOLOGY, 2012, 262 (03) : 985 - 994
  • [19] Accelerated 3D echo-planar imaging with compressed sensing for time-resolved hyperpolarized 13C studies
    Geraghty, Benjamin J.
    Lau, Justin Y. C.
    Chen, Albert P.
    Cunningham, Charles H.
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2017, 77 (02) : 538 - 546
  • [20] Regional distributions of brain glutamate and glutamine in normal subjects
    Goryawala, Mohammed Z.
    Sheriff, Sulaiman
    Maudsley, Andrew A.
    [J]. NMR IN BIOMEDICINE, 2016, 29 (08) : 1108 - 1116