Automated spectral analysis III: Application to in Vivo proton MR Spectroscopy and spectroscopic imaging
- 12 December 1998
- journal article
- research article
- Published by Wiley in Magnetic Resonance in Medicine
- Vol. 40 (6) , 822-831
- https://doi.org/10.1002/mrm.1910400607
Abstract
An automated method for analysis of in vivo proton magnetic resonance (MR) spectra and reconstruction of metabolite distributions from MR spectroscopic imaging (MRSI) data is described. A parametric spectral model using acquisition specific, a priori information is combined with a wavelet-based, nonparametric characterization of baseline signals. For image reconstruction, the initial fit estimates were additionally modified according to a priori spatial constraints. The automated fitting procedure was applied to four different examples of MRS data obtained at 1.5 T and 4.1 T. For analysis of major metabolites at medium TE values, the method was shown to perform reliably even in the presence of large baseline signals and relatively poor signal-to-noise ratios typical of in vivo proton MRSI. identification of additional metabolites was also demonstrated for short TE data. Automated formation of metabolite images will greatly facilitate and expand the clinical applications of MR spectroscopic imaging.Keywords
This publication has 28 references indexed in Scilit:
- Hippocampal N‐acetylaspartate in neocortical epilepsy and mesial temporal lobe epilepsyAnnals of Neurology, 1997
- Spectroscopic imaging of human brain glutamate by water‐suppressed J‐refocused coherence transfer at 4.1 TMagnetic Resonance in Medicine, 1996
- Adapting to Unknown Smoothness via Wavelet ShrinkageJournal of the American Statistical Association, 1995
- Clinical Correlates of Proton Magnetic Resonance Spectroscopy Findings After Acute Cerebral InfarctionStroke, 1995
- Multislice proton magnetic resonance spectroscopic imaging in X‐linked adrenoleukodystrophyAnnals of Neurology, 1994
- Estimation of metabolite concentrations from localized in vivo proton NMR spectraMagnetic Resonance in Medicine, 1993
- In situ changes in purine nucleotide and n‐acetyl concentrations upon inducing global ischemia in cat brainMagnetic Resonance in Medicine, 1993
- Assignment of resonances in the 1H spectrum of rat brain by two‐dimensional shift correlated and j‐resolved NMR spectroscopyMagnetic Resonance in Medicine, 1991
- Field inhomogeneity correction and data processing for spectroscopic imagingMagnetic Resonance in Medicine, 1985
- Robust Locally Weighted Regression and Smoothing ScatterplotsJournal of the American Statistical Association, 1979