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Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo

Acquisition duration of correlated spectroscopy in vivo can be longer due to a large number of t(1) increments along the indirect (F(1)) dimension. Limited number of t(1) increments on the other hand leads to poor spectral resolution along F(1). Covariance transformation (CT) instead of Fourier tran...

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Autores principales: Joy, Ajin, Thomas, M. Albert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556085/
https://www.ncbi.nlm.nih.gov/pubmed/37798319
http://dx.doi.org/10.1038/s41598-023-43356-8
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author Joy, Ajin
Thomas, M. Albert
author_facet Joy, Ajin
Thomas, M. Albert
author_sort Joy, Ajin
collection PubMed
description Acquisition duration of correlated spectroscopy in vivo can be longer due to a large number of t(1) increments along the indirect (F(1)) dimension. Limited number of t(1) increments on the other hand leads to poor spectral resolution along F(1). Covariance transformation (CT) instead of Fourier transform along t(1) is an alternative way of increasing the resolution of the 2D COSY spectrum. Prospectively undersampled five-dimensional echo-planar correlated spectroscopic imaging (EP-COSI) data from ten malignant patients and ten healthy women were acquired and reconstructed using compressed sensing. The COSY spectrum at each voxel location was then generated using FFT, CT and a variant of CT called Inner Product (IP). Metabolite and lipid ratios were computed with respect to water from unsuppressed one-dimensional spectrum. The effects of t(1)-ridging artifacts commonly seen with FFT were not observed with CT/IP. Statistically significant differences were observed in the fat cross peaks measured with CT/IP/FFT. Spectral resolution was increased ~ 8.5 times (~ 19.53 Hz in FFT, ~ 2.32 Hz in CT/IP) without affecting the spectral width along F(1) was possible with CT/IP. CT and IP enabled substantially increased F(1) resolution effectively with significant gain in scan time and reliable measure of unsaturation index as a biomarker for malignant breast cancer.
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spelling pubmed-105560852023-10-07 Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo Joy, Ajin Thomas, M. Albert Sci Rep Article Acquisition duration of correlated spectroscopy in vivo can be longer due to a large number of t(1) increments along the indirect (F(1)) dimension. Limited number of t(1) increments on the other hand leads to poor spectral resolution along F(1). Covariance transformation (CT) instead of Fourier transform along t(1) is an alternative way of increasing the resolution of the 2D COSY spectrum. Prospectively undersampled five-dimensional echo-planar correlated spectroscopic imaging (EP-COSI) data from ten malignant patients and ten healthy women were acquired and reconstructed using compressed sensing. The COSY spectrum at each voxel location was then generated using FFT, CT and a variant of CT called Inner Product (IP). Metabolite and lipid ratios were computed with respect to water from unsuppressed one-dimensional spectrum. The effects of t(1)-ridging artifacts commonly seen with FFT were not observed with CT/IP. Statistically significant differences were observed in the fat cross peaks measured with CT/IP/FFT. Spectral resolution was increased ~ 8.5 times (~ 19.53 Hz in FFT, ~ 2.32 Hz in CT/IP) without affecting the spectral width along F(1) was possible with CT/IP. CT and IP enabled substantially increased F(1) resolution effectively with significant gain in scan time and reliable measure of unsaturation index as a biomarker for malignant breast cancer. Nature Publishing Group UK 2023-10-05 /pmc/articles/PMC10556085/ /pubmed/37798319 http://dx.doi.org/10.1038/s41598-023-43356-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Joy, Ajin
Thomas, M. Albert
Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
title Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
title_full Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
title_fullStr Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
title_full_unstemmed Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
title_short Enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
title_sort enhanced spectral resolution for correlated spectroscopic imaging using inner-product and covariance transform: a pilot analysis of metabolites and lipids in breast cancer in vivo
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10556085/
https://www.ncbi.nlm.nih.gov/pubmed/37798319
http://dx.doi.org/10.1038/s41598-023-43356-8
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