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Research ArticleOriginal Research
Open Access

Accelerated Echo-Planar J-Resolved Spectroscopic Imaging in the Human Brain Using Compressed Sensing: A Pilot Validation in Obstructive Sleep Apnea

M.K. Sarma, R. Nagarajan, P.M. Macey, R. Kumar, J.P. Villablanca, J. Furuyama and M.A. Thomas
American Journal of Neuroradiology June 2014, 35 (6 suppl) S81-S89; DOI: https://doi.org/10.3174/ajnr.A3846
M.K. Sarma
aFrom the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.)
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R. Nagarajan
aFrom the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.)
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P.M. Macey
cSchool of Nursing (P.M.M.), University of California, Los Angeles, Los Angeles, California.
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R. Kumar
aFrom the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.)
bAnesthesiology (R.K.), David Geffen School of Medicine
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J.P. Villablanca
aFrom the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.)
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J. Furuyama
aFrom the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.)
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M.A. Thomas
aFrom the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.)
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Abstract

BACKGROUND AND PURPOSE: Echo-planar J-resolved spectroscopic imaging is a fast spectroscopic technique to record the biochemical information in multiple regions of the brain, but for clinical applications, time is still a constraint. Investigations of neural injury in obstructive sleep apnea have revealed structural changes in the brain, but determining the neurochemical changes requires more detailed measurements across multiple brain regions, demonstrating a need for faster echo-planar J-resolved spectroscopic imaging. Hence, we have extended the compressed sensing reconstruction of prospectively undersampled 4D echo-planar J-resolved spectroscopic imaging to investigate metabolic changes in multiple brain locations of patients with obstructive sleep apnea and healthy controls.

MATERIALS AND METHODS: Nonuniform undersampling was imposed along 1 spatial and 1 spectral dimension of 4D echo-planar J-resolved spectroscopic imaging, and test-retest reliability of the compressed sensing reconstruction of the nonuniform undersampling data was tested by using a brain phantom. In addition, 9 patients with obstructive sleep apnea and 11 healthy controls were investigated by using a 3T MR imaging/MR spectroscopy scanner.

RESULTS: Significantly reduced metabolite differences were observed between patients with obstructive sleep apnea and healthy controls in multiple brain regions: NAA/Cr in the left hippocampus; total Cho/Cr and Glx/Cr in the right hippocampus; total NAA/Cr, taurine/Cr, scyllo-Inositol/Cr, phosphocholine/Cr, and total Cho/Cr in the occipital gray matter; total NAA/Cr and NAA/Cr in the medial frontal white matter; and taurine/Cr and total Cho/Cr in the left frontal white matter regions.

CONCLUSIONS: The 4D echo-planar J-resolved spectroscopic imaging technique using the nonuniform undersampling–based acquisition and compressed sensing reconstruction in patients with obstructive sleep apnea and healthy brain is feasible in a clinically suitable time. In addition to brain metabolite changes previously reported by 1D MR spectroscopy, our results show changes of additional metabolites in patients with obstructive sleep apnea compared with healthy controls.

ABBREVIATIONS:

CS
compressed sensing
EPSI
echo-planar spectroscopic imaging
EP-JRESI
echo-planar J-resolved spectroscopic imaging
MRSI
magnetic resonance spectroscopic imaging
NUS
nonuniform undersampling
OSA
obstructive sleep apnea
PRESS
point-resolved spectroscopy sequence
ProFit
prior-knowledge fitting
tCho
Cho+glycerylphosphocholine+phosphocholine
tNAA
NAA+N-acetyl aspartylglutamate
  • © 2014 by American Journal of Neuroradiology

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American Journal of Neuroradiology
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Cite this article
M.K. Sarma, R. Nagarajan, P.M. Macey, R. Kumar, J.P. Villablanca, J. Furuyama, M.A. Thomas
Accelerated Echo-Planar J-Resolved Spectroscopic Imaging in the Human Brain Using Compressed Sensing: A Pilot Validation in Obstructive Sleep Apnea
American Journal of Neuroradiology Jun 2014, 35 (6 suppl) S81-S89; DOI: 10.3174/ajnr.A3846

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Accelerated Echo-Planar J-Resolved Spectroscopic Imaging in the Human Brain Using Compressed Sensing: A Pilot Validation in Obstructive Sleep Apnea
M.K. Sarma, R. Nagarajan, P.M. Macey, R. Kumar, J.P. Villablanca, J. Furuyama, M.A. Thomas
American Journal of Neuroradiology Jun 2014, 35 (6 suppl) S81-S89; DOI: 10.3174/ajnr.A3846
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