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Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data

Magnetic resonance spectroscopy (MRS), as a noninvasive method for molecular structure determination and metabolite detection, has grown into a significant tool in clinical applications. However, the relatively low signal-to-noise ratio (SNR) limits its further development. Although the multichannel...

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Autores principales: Hu, Wanqi, Liu, Huiting, Chen, Dicheng, Qiu, Tianyu, Sun, Hongwei, Xiong, Chunyan, Lin, Jianzhong, Guo, Di, Chen, Hao, Qu, Xiaobo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8272065/
https://www.ncbi.nlm.nih.gov/pubmed/34202302
http://dx.doi.org/10.3390/molecules26133896
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author Hu, Wanqi
Liu, Huiting
Chen, Dicheng
Qiu, Tianyu
Sun, Hongwei
Xiong, Chunyan
Lin, Jianzhong
Guo, Di
Chen, Hao
Qu, Xiaobo
author_facet Hu, Wanqi
Liu, Huiting
Chen, Dicheng
Qiu, Tianyu
Sun, Hongwei
Xiong, Chunyan
Lin, Jianzhong
Guo, Di
Chen, Hao
Qu, Xiaobo
author_sort Hu, Wanqi
collection PubMed
description Magnetic resonance spectroscopy (MRS), as a noninvasive method for molecular structure determination and metabolite detection, has grown into a significant tool in clinical applications. However, the relatively low signal-to-noise ratio (SNR) limits its further development. Although the multichannel coil and repeated sampling are commonly used to alleviate this problem, there is still potential room for promotion. One possible improvement way is combining these two acquisition methods so that the complementary of them can be well utilized. In this paper, a novel coil-combination method, average smoothing singular value decomposition, is proposed to further improve the SNR by introducing repeatedly sampled signals into multichannel coil combination. Specifically, the sensitivity matrix of each sampling was pretreated by whitened singular value decomposition (WSVD), then the smoothing was performed along the repeated samplings’ dimension. By comparing with three existing popular methods, Brown, WSVD, and generalized least squares, the proposed method showed better performance in one phantom and 20 in vivo spectra.
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spelling pubmed-82720652021-07-11 Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data Hu, Wanqi Liu, Huiting Chen, Dicheng Qiu, Tianyu Sun, Hongwei Xiong, Chunyan Lin, Jianzhong Guo, Di Chen, Hao Qu, Xiaobo Molecules Article Magnetic resonance spectroscopy (MRS), as a noninvasive method for molecular structure determination and metabolite detection, has grown into a significant tool in clinical applications. However, the relatively low signal-to-noise ratio (SNR) limits its further development. Although the multichannel coil and repeated sampling are commonly used to alleviate this problem, there is still potential room for promotion. One possible improvement way is combining these two acquisition methods so that the complementary of them can be well utilized. In this paper, a novel coil-combination method, average smoothing singular value decomposition, is proposed to further improve the SNR by introducing repeatedly sampled signals into multichannel coil combination. Specifically, the sensitivity matrix of each sampling was pretreated by whitened singular value decomposition (WSVD), then the smoothing was performed along the repeated samplings’ dimension. By comparing with three existing popular methods, Brown, WSVD, and generalized least squares, the proposed method showed better performance in one phantom and 20 in vivo spectra. MDPI 2021-06-25 /pmc/articles/PMC8272065/ /pubmed/34202302 http://dx.doi.org/10.3390/molecules26133896 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hu, Wanqi
Liu, Huiting
Chen, Dicheng
Qiu, Tianyu
Sun, Hongwei
Xiong, Chunyan
Lin, Jianzhong
Guo, Di
Chen, Hao
Qu, Xiaobo
Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data
title Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data
title_full Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data
title_fullStr Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data
title_full_unstemmed Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data
title_short Coil Combination of Multichannel Single Voxel Magnetic Resonance Spectroscopy with Repeatedly Sampled In Vivo Data
title_sort coil combination of multichannel single voxel magnetic resonance spectroscopy with repeatedly sampled in vivo data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8272065/
https://www.ncbi.nlm.nih.gov/pubmed/34202302
http://dx.doi.org/10.3390/molecules26133896
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