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Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine

Numerous methods in the extensive literature on magnetic resonance imaging (MRI) reconstruction exploit temporal redundancy to accelerate cardiac cine. Some of them include motion compensation, which involves high computational costs and long runtimes. In this work, we proposed a method—elastic alig...

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Autores principales: Godino-Moya, Alejandro, Menchón-Lara, Rosa-María, Martín-Fernández, Marcos, Prieto, Claudia, Alberola-López, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8145958/
https://www.ncbi.nlm.nih.gov/pubmed/33947089
http://dx.doi.org/10.3390/e23050555
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author Godino-Moya, Alejandro
Menchón-Lara, Rosa-María
Martín-Fernández, Marcos
Prieto, Claudia
Alberola-López, Carlos
author_facet Godino-Moya, Alejandro
Menchón-Lara, Rosa-María
Martín-Fernández, Marcos
Prieto, Claudia
Alberola-López, Carlos
author_sort Godino-Moya, Alejandro
collection PubMed
description Numerous methods in the extensive literature on magnetic resonance imaging (MRI) reconstruction exploit temporal redundancy to accelerate cardiac cine. Some of them include motion compensation, which involves high computational costs and long runtimes. In this work, we proposed a method—elastic alignedSENSE (EAS)—for the direct reconstruction of a motion-free image plus a set of nonrigid deformations to reconstruct a 2D cardiac sequence. The feasibility of the proposed approach was tested in 2D Cartesian and golden radial multi-coil breath-hold cardiac cine acquisitions. The proposed approach was compared against parallel imaging compressed sense (sPICS) and group-wise motion corrected compressed sense (GWCS) reconstructions. EAS provides better results on objective measures with considerable less runtime when an acceleration factor is higher than 10×. Subjective assessment of an expert, however, invited proposing the combination of EAS and GWCS as a preferable alternative to GWCS or EAS in isolation.
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spelling pubmed-81459582021-05-26 Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine Godino-Moya, Alejandro Menchón-Lara, Rosa-María Martín-Fernández, Marcos Prieto, Claudia Alberola-López, Carlos Entropy (Basel) Article Numerous methods in the extensive literature on magnetic resonance imaging (MRI) reconstruction exploit temporal redundancy to accelerate cardiac cine. Some of them include motion compensation, which involves high computational costs and long runtimes. In this work, we proposed a method—elastic alignedSENSE (EAS)—for the direct reconstruction of a motion-free image plus a set of nonrigid deformations to reconstruct a 2D cardiac sequence. The feasibility of the proposed approach was tested in 2D Cartesian and golden radial multi-coil breath-hold cardiac cine acquisitions. The proposed approach was compared against parallel imaging compressed sense (sPICS) and group-wise motion corrected compressed sense (GWCS) reconstructions. EAS provides better results on objective measures with considerable less runtime when an acceleration factor is higher than 10×. Subjective assessment of an expert, however, invited proposing the combination of EAS and GWCS as a preferable alternative to GWCS or EAS in isolation. MDPI 2021-04-29 /pmc/articles/PMC8145958/ /pubmed/33947089 http://dx.doi.org/10.3390/e23050555 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
Godino-Moya, Alejandro
Menchón-Lara, Rosa-María
Martín-Fernández, Marcos
Prieto, Claudia
Alberola-López, Carlos
Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine
title Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine
title_full Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine
title_fullStr Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine
title_full_unstemmed Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine
title_short Elastic AlignedSENSE for Dynamic MR Reconstruction: A Proof of Concept in Cardiac Cine
title_sort elastic alignedsense for dynamic mr reconstruction: a proof of concept in cardiac cine
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8145958/
https://www.ncbi.nlm.nih.gov/pubmed/33947089
http://dx.doi.org/10.3390/e23050555
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