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Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging

PURPOSE: To assess the impact of the number of iterations of compressed sensing (CS) reconstruction on the kinetic parameters and image quality in dynamic contrast-enhanced (DCE)-MRI of the breast, with prospectively undersampled CS-accelerated scans. MATERIALS AND METHODS: Breast examinations inclu...

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Autores principales: Sagawa, Hajime, Kataoka, Masako, Kanao, Shotaro, Onishi, Natsuko, Nickel, Marcel Dominik, Toi, Masakazu, Togashi, Kaori
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Japanese Society for Magnetic Resonance in Medicine 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630053/
https://www.ncbi.nlm.nih.gov/pubmed/30416179
http://dx.doi.org/10.2463/mrms.mp.2018-0015
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author Sagawa, Hajime
Kataoka, Masako
Kanao, Shotaro
Onishi, Natsuko
Nickel, Marcel Dominik
Toi, Masakazu
Togashi, Kaori
author_facet Sagawa, Hajime
Kataoka, Masako
Kanao, Shotaro
Onishi, Natsuko
Nickel, Marcel Dominik
Toi, Masakazu
Togashi, Kaori
author_sort Sagawa, Hajime
collection PubMed
description PURPOSE: To assess the impact of the number of iterations of compressed sensing (CS) reconstruction on the kinetic parameters and image quality in dynamic contrast-enhanced (DCE)-MRI of the breast, with prospectively undersampled CS-accelerated scans. MATERIALS AND METHODS: Breast examinations including ultrafast DCE-MRI using CS were conducted for 21 patients. Images were reconstructed with different numbers of iterations. The peak enhancement ratio of the aorta and wash-in slope, initial area under the curve, and K(trans) of the breast lesions were measured. The root mean square error and structural similarity between the images using 50 iterations and images with a lower number of iterations were evaluated as criterion for quantitative image evaluation. RESULTS: Using an insufficient number of iterations, the contrast-enhanced effect was highly underestimated. In all semi-quantitative parameters, the number of iterations that stabilized the parameters in malignant lesions was higher than that in benign lesions. At least 15 iterations were needed for semi-quantitative parameters. For K(trans), there were no significant differences between 10 and 50 iterations in both malignant and benign lesions. CONCLUSION: The kinetic parameters using ultrafast DCE-MRI with CS are affected by the number of iterations, especially in malignant lesions. However, if the images are reconstructed with an adequate number of iterations, ultrafast DCE-MRI with CS can be a powerful technique having high temporal and spatial resolution.
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spelling pubmed-66300532019-07-23 Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging Sagawa, Hajime Kataoka, Masako Kanao, Shotaro Onishi, Natsuko Nickel, Marcel Dominik Toi, Masakazu Togashi, Kaori Magn Reson Med Sci Major Paper PURPOSE: To assess the impact of the number of iterations of compressed sensing (CS) reconstruction on the kinetic parameters and image quality in dynamic contrast-enhanced (DCE)-MRI of the breast, with prospectively undersampled CS-accelerated scans. MATERIALS AND METHODS: Breast examinations including ultrafast DCE-MRI using CS were conducted for 21 patients. Images were reconstructed with different numbers of iterations. The peak enhancement ratio of the aorta and wash-in slope, initial area under the curve, and K(trans) of the breast lesions were measured. The root mean square error and structural similarity between the images using 50 iterations and images with a lower number of iterations were evaluated as criterion for quantitative image evaluation. RESULTS: Using an insufficient number of iterations, the contrast-enhanced effect was highly underestimated. In all semi-quantitative parameters, the number of iterations that stabilized the parameters in malignant lesions was higher than that in benign lesions. At least 15 iterations were needed for semi-quantitative parameters. For K(trans), there were no significant differences between 10 and 50 iterations in both malignant and benign lesions. CONCLUSION: The kinetic parameters using ultrafast DCE-MRI with CS are affected by the number of iterations, especially in malignant lesions. However, if the images are reconstructed with an adequate number of iterations, ultrafast DCE-MRI with CS can be a powerful technique having high temporal and spatial resolution. Japanese Society for Magnetic Resonance in Medicine 2018-11-09 /pmc/articles/PMC6630053/ /pubmed/30416179 http://dx.doi.org/10.2463/mrms.mp.2018-0015 Text en © 2018 The Japan Neurosurgical Society This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/4.0/
spellingShingle Major Paper
Sagawa, Hajime
Kataoka, Masako
Kanao, Shotaro
Onishi, Natsuko
Nickel, Marcel Dominik
Toi, Masakazu
Togashi, Kaori
Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging
title Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging
title_full Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging
title_fullStr Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging
title_full_unstemmed Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging
title_short Impact of the Number of Iterations in Compressed Sensing Reconstruction on Ultrafast Dynamic Contrast-enhanced Breast MR Imaging
title_sort impact of the number of iterations in compressed sensing reconstruction on ultrafast dynamic contrast-enhanced breast mr imaging
topic Major Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6630053/
https://www.ncbi.nlm.nih.gov/pubmed/30416179
http://dx.doi.org/10.2463/mrms.mp.2018-0015
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