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Accelerated echo-planar J-resolved spectroscopic imaging in the human brain using compressed sensing: a pilot
M K Sarma1, R Nagarajan1, P M Macey2
1From the Departments of Radiological Sciences (M.K.S., R.N., R.K., J.P.V., J.F., M.A.T.).
AJNR. American Journal of Neuroradiology
|February 8, 2014
Summary
This study used faster 4D echo-planar J-resolved spectroscopic imaging to detect brain metabolic changes in obstructive sleep apnea. The technique identified significant differences in multiple brain regions between patients and controls.
Area of Science:
- Neuroimaging
- Metabolic Brain Imaging
- Magnetic Resonance Spectroscopy
Background:
- Obstructive sleep apnea (OSA) is linked to structural brain changes.
- Neurochemical alterations in OSA require detailed, multi-region brain measurements.
- Existing echo-planar J-resolved spectroscopic imaging (EP-JRESSI) is time-constrained for clinical use.
Purpose of the Study:
- To accelerate 4D EP-JRESSI using compressed sensing and nonuniform undersampling.
- To investigate metabolic changes in multiple brain regions of OSA patients.
- To compare neurochemical profiles of OSA patients with healthy controls.
Main Methods:
- Implemented nonuniform undersampling in spatial and spectral dimensions of 4D EP-JRESSI.
- Validated compressed sensing reconstruction reliability using a brain phantom.
- Scanned 9 OSA patients and 11 healthy controls using 3T MR imaging/MR spectroscopy.
Main Results:
- Observed significantly reduced metabolite levels in multiple brain regions of OSA patients versus controls.
- Key metabolites with altered levels include NAA/Cr, total Cho/Cr, Glx/Cr, taurine/Cr, and scyllo-Inositol/Cr.
- Differences were noted in the hippocampus, occipital gray matter, and frontal white matter.
Conclusions:
- Accelerated 4D EP-JRESSI with compressed sensing is feasible for clinical investigation of OSA.
- The study identified additional metabolite changes in OSA beyond those previously reported.
- This technique offers a faster approach to understanding neurochemical alterations in OSA.
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