Prior-knowledge Fitting of Accelerated Five-dimensional Echo Planar J-resolved Spectroscopic Imaging: Effect of Nonlinear Reconstruction on Quantitation

被引:3
|
作者
Iqbal, Zohaib [1 ]
Wilson, Neil E. [1 ]
Thomas, M. Albert [1 ]
机构
[1] Univ Calif Los Angeles, Radiol Sci, Los Angeles, CA 90095 USA
来源
SCIENTIFIC REPORTS | 2017年 / 7卷
关键词
GROUP SPARSE RECONSTRUCTION; MAGNETIC-RESONANCE; HUMAN BRAIN; MR SPECTROSCOPY; CHEMICAL-SHIFT; METABOLITE CONCENTRATIONS; WATER; SPECTRA; QUALITY; SINGLE;
D O I
10.1038/s41598-017-04065-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
H-1 Magnetic Resonance Spectroscopic imaging (SI) is a powerful tool capable of investigating metabolism in vivo from mul-tiple regions. However, SI techniques are time consuming, and are therefore difficult to implement clinically. By applying non-uniform sampling (NUS) and compressed sensing (CS) reconstruction, it is possible to accelerate these scans while re-taining key spectral information. One recently developed method that utilizes this type of acceleration is the five-dimensional echo planar J-resolved spectroscopic imaging (5D EP-JRESI) sequence, which is capable of obtaining two-dimensional (2D) spectra from three spatial dimensions. The prior-knowledge fitting (ProFit) algorithm is typically used to quantify 2D spectra in vivo, however the effects of NUS and CS reconstruction on the quantitation results are unknown. This study utilized a simulated brain phantom to investigate the errors introduced through the acceleration methods. Errors (normalized root mean square error >15%) were found between metabolite concentrations after twelve-fold acceleration for several low concentra-tion (<2 mM) metabolites. The Cramer Rao lower bound% (CRLB%) values, which are typically used for quality control, were not reflective of the increased quantitation error arising from acceleration. Finally, occipital white (OWM) and gray (OGM) human brain matter were quantified in vivo using the 5D EP-JRESI sequence with eight-fold acceleration.
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页数:12
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