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Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease

Compressed sensing (CS) reconstructions of under-sampled measurements generate missing data based on assumptions of image sparsity. Non-contrast time-of-flight MR angiography (TOF-MRA) is a good candidate for CS based acceleration, as MRA images feature bright trees of sparse vessels over a well-sup...

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Autores principales: Yamamoto, Takayuki, Okada, Tomohisa, Fushimi, Yasutaka, Yamamoto, Akira, Fujimoto, Koji, Okuchi, Sachi, Fukutomi, Hikaru, Takahashi, Jun C., Funaki, Takeshi, Miyamoto, Susumu, Stalder, Aurélien F., Natsuaki, Yutaka, Speier, Peter, Togashi, Kaori
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774704/
https://www.ncbi.nlm.nih.gov/pubmed/29351284
http://dx.doi.org/10.1371/journal.pone.0189493
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author Yamamoto, Takayuki
Okada, Tomohisa
Fushimi, Yasutaka
Yamamoto, Akira
Fujimoto, Koji
Okuchi, Sachi
Fukutomi, Hikaru
Takahashi, Jun C.
Funaki, Takeshi
Miyamoto, Susumu
Stalder, Aurélien F.
Natsuaki, Yutaka
Speier, Peter
Togashi, Kaori
author_facet Yamamoto, Takayuki
Okada, Tomohisa
Fushimi, Yasutaka
Yamamoto, Akira
Fujimoto, Koji
Okuchi, Sachi
Fukutomi, Hikaru
Takahashi, Jun C.
Funaki, Takeshi
Miyamoto, Susumu
Stalder, Aurélien F.
Natsuaki, Yutaka
Speier, Peter
Togashi, Kaori
author_sort Yamamoto, Takayuki
collection PubMed
description Compressed sensing (CS) reconstructions of under-sampled measurements generate missing data based on assumptions of image sparsity. Non-contrast time-of-flight MR angiography (TOF-MRA) is a good candidate for CS based acceleration, as MRA images feature bright trees of sparse vessels over a well-suppressed anatomical background signal. A short scan time derived from CS is beneficial for patients of moyamoya disease (MMD) because of the frequency of MR scans. The purpose of this study was to investigate the reliability of TOF-MRA with CS in the evaluation of MMD. Twenty-two patients were examined using TOF-MRA with CS (CS-TOF) and parallel imaging (PI-TOF). The acceleration factors were 3 (CS3) and 5 (CS5) for CS-TOF, and 3 (PI3) for PI-TOF. Two neuroradiologists evaluated the MMD grading according to stenosis/occlusion scores using the modified Houkin’s system, and the visibility of moyamoya vessels (MMVs) using a 3-point scale. Concordance was calculated with Cohen’s κ. The numbers of MMVs in the basal ganglia were compared using Bland-Altman analysis and Wilcoxon’s signed-rank tests. MRA scan times were 4:07, 3:53, and 2:42 for PI3, CS3, and CS5, respectively. CS-reconstruction completed within 10 minutes. MMD grading and MMV visibility scales showed excellent correlation (κ > .966). Although the number of MMVs was significantly higher in CS3 than in PI3 (p < .0001) and CS5 (p < .0001), Bland-Altman analysis showed a good agreement between PI3, CS3, and CS5. Compressed sensing can accelerate TOF-MRA with improved visualization of small collaterals in equivalent time (CS3) or equivalent results in a shorter scan time (CS5).
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spelling pubmed-57747042018-01-26 Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease Yamamoto, Takayuki Okada, Tomohisa Fushimi, Yasutaka Yamamoto, Akira Fujimoto, Koji Okuchi, Sachi Fukutomi, Hikaru Takahashi, Jun C. Funaki, Takeshi Miyamoto, Susumu Stalder, Aurélien F. Natsuaki, Yutaka Speier, Peter Togashi, Kaori PLoS One Research Article Compressed sensing (CS) reconstructions of under-sampled measurements generate missing data based on assumptions of image sparsity. Non-contrast time-of-flight MR angiography (TOF-MRA) is a good candidate for CS based acceleration, as MRA images feature bright trees of sparse vessels over a well-suppressed anatomical background signal. A short scan time derived from CS is beneficial for patients of moyamoya disease (MMD) because of the frequency of MR scans. The purpose of this study was to investigate the reliability of TOF-MRA with CS in the evaluation of MMD. Twenty-two patients were examined using TOF-MRA with CS (CS-TOF) and parallel imaging (PI-TOF). The acceleration factors were 3 (CS3) and 5 (CS5) for CS-TOF, and 3 (PI3) for PI-TOF. Two neuroradiologists evaluated the MMD grading according to stenosis/occlusion scores using the modified Houkin’s system, and the visibility of moyamoya vessels (MMVs) using a 3-point scale. Concordance was calculated with Cohen’s κ. The numbers of MMVs in the basal ganglia were compared using Bland-Altman analysis and Wilcoxon’s signed-rank tests. MRA scan times were 4:07, 3:53, and 2:42 for PI3, CS3, and CS5, respectively. CS-reconstruction completed within 10 minutes. MMD grading and MMV visibility scales showed excellent correlation (κ > .966). Although the number of MMVs was significantly higher in CS3 than in PI3 (p < .0001) and CS5 (p < .0001), Bland-Altman analysis showed a good agreement between PI3, CS3, and CS5. Compressed sensing can accelerate TOF-MRA with improved visualization of small collaterals in equivalent time (CS3) or equivalent results in a shorter scan time (CS5). Public Library of Science 2018-01-19 /pmc/articles/PMC5774704/ /pubmed/29351284 http://dx.doi.org/10.1371/journal.pone.0189493 Text en © 2018 Yamamoto et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Yamamoto, Takayuki
Okada, Tomohisa
Fushimi, Yasutaka
Yamamoto, Akira
Fujimoto, Koji
Okuchi, Sachi
Fukutomi, Hikaru
Takahashi, Jun C.
Funaki, Takeshi
Miyamoto, Susumu
Stalder, Aurélien F.
Natsuaki, Yutaka
Speier, Peter
Togashi, Kaori
Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease
title Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease
title_full Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease
title_fullStr Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease
title_full_unstemmed Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease
title_short Magnetic resonance angiography with compressed sensing: An evaluation of moyamoya disease
title_sort magnetic resonance angiography with compressed sensing: an evaluation of moyamoya disease
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774704/
https://www.ncbi.nlm.nih.gov/pubmed/29351284
http://dx.doi.org/10.1371/journal.pone.0189493
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