Title :
Morlet wavelet analysis of Magnetic Resonance Spectroscopic signals with macromolecular contamination
Author :
Suvichakorn, A. ; Ratiney, H. ; Bucur, A. ; Cavassila, S. ; Antoine, J.-P.
Author_Institution :
Inst. de Phys. Theor., Univ. Catholique de Louvain, Louvain-la-Neuve
Abstract :
We apply theMorlet wavelet transform to characterizing Magnetic Resonance Spectroscopy (MRS) signals acquired at short echo-time. These signals usually contain contributions from metabolites, water and a baseline which mainly originates from large molecules, known as macromolecules, and lipids. The baseline accommodation is one of the major obstructions in in vivo short echo-time MRS quantification as its shape and intensity are not known a priori. In this paper, the simulated signal of the N-acetylaspartate (NAA) metabolite is used as a test signal to be recovered after adding the in vivo macromolecular signal. The in vivo macromolecule MRS signal was acquired on a horizontal 4.7T Biospec system. By optimizing the inversion time, which represents the delay between the inversion pulse and the first pulse of the PRESS sequence, the metabolites are nullified while the others are maintained. The metabolite-nullified signal from a volume-of-interest centralized in the hippocampus of a healthy mouse, which was a combination of residual water, baseline and noise, was added to the signal of NAA. The amplitude of the metabolite is also varied to visualize the sensitivity of the wavelet transform at different ratios between the intensity of the macromolecular and the metabolite signals. Compared to the simulated signal of NAA, the signal decays much faster. The time-scale representation of the wavelet can therefore distinguish the two signals without any additional pre-processing. The amplitude of the metabolite is also correctly derived although at earlier time it still has an effect of the baseline.
Keywords :
biomagnetism; biomedical MRI; magnetic moments; medical signal processing; molecular biophysics; molecular moments; wavelet transforms; Morlet wavelet analysis; Morlet wavelet transform; N-acetylaspartate signal; NAA metabolite signal; PRESS sequence; baseline accommodation; horizontal Biospec system; inversion time optimization; lipid MRS signal contribution; macromolecular contamination; magnetic flux density 4.7 T; magnetic resonance spectroscopic signals; metabolite MRS signal contribution; metabolite nullified signal; mouse hippocampus; short echo-time MRS signals; water MRS signal contribution; Contamination; In vivo; Lipidomics; Magnetic analysis; Magnetic resonance; Signal analysis; Spectroscopy; Water pollution; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Imaging Systems and Techniques, 2008. IST 2008. IEEE International Workshop on
Conference_Location :
Crete
Print_ISBN :
978-1-4244-2496-2
Electronic_ISBN :
978-1-4244-2497-9
DOI :
10.1109/IST.2008.4659993