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Journal ArticleDOI

Automated spectral analysis III: application to in vivo proton MR spectroscopy and spectroscopic imaging

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TLDR
The automated fitting procedure was applied to four different examples of MRS data obtained at 1.5 T and 4.1 T and 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.
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.

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Citations
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Journal ArticleDOI

Proton NMR chemical shifts and coupling constants for brain metabolites.

TL;DR: Proton NMR chemical shift and J‐coupling values are presented for 35 metabolites that can be detected by in vivo or in vitro NMR studies of mammalian brain, with an accuracy suitable for computer simulation of metabolite spectra to be used as basis functions of a parametric spectral analysis procedure.
Journal ArticleDOI

Toward an in Vivo Neurochemical Profile: Quantification of 18 Metabolites in Short-Echo-Time 1H NMR Spectra of the Rat Brain

TL;DR: Frequency domain analysis with LCModel showed that the in vivo spectra can be explained by 18 metabolite model solution spectra and a highly structured background, which was attributed to resonances with fivefold shorter in vivo T(1) than metabolites.
Journal ArticleDOI

1H MR Spectroscopy of the Brain: Absolute Quantification of Metabolites

TL;DR: Important methodological aspects in an absolute quantification strategy are addressed, including radiofrequency coil properties, calibration procedures, spectral fitting methods, cerebrospinal fluid content correction, macromolecule suppression, and spectral editing.
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Issues of spectral quality in clinical 1H-magnetic resonance spectroscopy and a gallery of artifacts

TL;DR: This article aims to increase interest in issues of spectral quality and quality assessment, to start a larger debate on generally accepted criteria that spectra must fulfil to be clinically and scientifically acceptable, and to provide a sample gallery of artifacts, which can be used to raise awareness for potential pitfalls in MRS.
Journal ArticleDOI

Time-domain semi-parametric estimation based on a metabolite basis set.

TL;DR: Three novel semi‐parametric approaches to handle 1H short echo‐time signals in terms of bias‐variance trade‐off are proposed and tested and valuable insight about quantitation precision is obtained from the correlation matrices.
References
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Journal ArticleDOI

Robust Locally Weighted Regression and Smoothing Scatterplots

TL;DR: Robust locally weighted regression as discussed by the authors is a method for smoothing a scatterplot, in which the fitted value at z k is the value of a polynomial fit to the data using weighted least squares, where the weight for (x i, y i ) is large if x i is close to x k and small if it is not.
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Adapting to Unknown Smoothness via Wavelet Shrinkage

TL;DR: In this article, the authors proposed a smoothness adaptive thresholding procedure, called SureShrink, which is adaptive to the Stein unbiased estimate of risk (sure) for threshold estimates and is near minimax simultaneously over a whole interval of the Besov scale; the size of this interval depends on the choice of mother wavelet.
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Estimation of metabolite concentrations from localized in vivo proton NMR spectra

TL;DR: The LCModel method analyzes an in vivo spectrum as a Linear Combination of Model spectra of metabolite solutions in vitro by using complete model spectra, rather than just individual resonances, to ensure maximum information and uniqueness are incorporated into the analysis.
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Computer Simulations in Magnetic Resonance. An Object-Oriented Programming Approach

TL;DR: An object-oriented programming approach for computer simulations in magnetic resonance is described, based on the computer language C++, that facilitates computer simulations for a wide variety of situations covering multiple-pulse experiments in liquids and solids for NMR, NQR.
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Absolute concentrations of metabolites in the adult human brain in vivo: quantification of localized proton MR spectra.

TL;DR: The results provide a quantitative basis for studies of both normal human neurochemistry in vivo and metabolic alterations in diseases of the brain.
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