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.
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页数:14
相关论文
共 74 条
  • [1] Volumetric spectroscopic imaging with spiral-based k-space trajectories
    Adalsteinsson, E
    Irarrazabal, P
    Topp, S
    Meyer, C
    Macovski, A
    Spielman, DM
    [J]. MAGNETIC RESONANCE IN MEDICINE, 1998, 39 (06) : 889 - 898
  • [2] In vivo proton MR spectroscopy of the human brain
    Barker, Peter B.
    Lin, Doris D. M.
    [J]. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY, 2006, 49 (02) : 99 - 128
  • [3] Barkhuijsen H., 1969, J MAGN RESON, V1987, p553
  • [4] Lipid suppression in CSI with spatial priors and highly undersampled peripheral k-space
    Bilgic, Berkin
    Gagoski, Borjan
    Kok, Trina
    Adalsteinsson, Elfar
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2013, 69 (06) : 1501 - 1511
  • [5] High-resolution mapping of human brain metabolites by free induction decay 1H MRSI at 7?T
    Bogner, W.
    Gruber, S.
    Trattnig, S.
    Chmelik, M.
    [J]. NMR IN BIOMEDICINE, 2012, 25 (06) : 873 - 882
  • [6] BOGNER W, 2020, NMR BIOMED, V34
  • [7] Bustillo Juan R, 2013, Dialogues Clin Neurosci, V15, P329
  • [8] Accelerated 1H MRSI using randomly undersampled spiral-based k-space trajectories
    Chatnuntawech, Itthi
    Gagoski, Borjan
    Bilgic, Berkin
    Cauley, Stephen F.
    Setsompop, Kawin
    Adalsteinsson, Elfar
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2015, 74 (01) : 13 - 24
  • [9] Pathogenesis of multiple sclerosis: insights from molecular and metabolic imaging
    Ciccarelli, Olga
    Barkhof, Frederik
    Bodini, Benedetta
    De Stefano, Nicola
    Golay, Xavier
    Nicolay, Klaas
    Pelletier, Daniel
    Pouwels, Petra J. W.
    Smith, Seth A.
    Wheeler-Kingshott, Claudia A. M.
    Stankoff, Bruno
    Yousry, Tarek
    Miller, David H.
    [J]. LANCET NEUROLOGY, 2014, 13 (08) : 807 - 822
  • [10] de Graaf R.A., 2007, IN VIVO NMR SPECTROS, DOI DOI 10.1002/9780470512968