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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8145958 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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