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Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging

BACKGROUND: Cine Displacement Encoding with Stimulated Echoes (DENSE) provides accurate quantitative imaging of cardiac mechanics with rapid displacement and strain analysis; however, image acquisition times are relatively long. Compressed sensing (CS) with parallel imaging (PI) can generally provid...

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Autores principales: Chen, Xiao, Yang, Yang, Cai, Xiaoying, Auger, Daniel A., Meyer, Craig H., Salerno, Michael, Epstein, Frederick H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4906684/
https://www.ncbi.nlm.nih.gov/pubmed/27301487
http://dx.doi.org/10.1186/s12968-016-0253-2
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author Chen, Xiao
Yang, Yang
Cai, Xiaoying
Auger, Daniel A.
Meyer, Craig H.
Salerno, Michael
Epstein, Frederick H.
author_facet Chen, Xiao
Yang, Yang
Cai, Xiaoying
Auger, Daniel A.
Meyer, Craig H.
Salerno, Michael
Epstein, Frederick H.
author_sort Chen, Xiao
collection PubMed
description BACKGROUND: Cine Displacement Encoding with Stimulated Echoes (DENSE) provides accurate quantitative imaging of cardiac mechanics with rapid displacement and strain analysis; however, image acquisition times are relatively long. Compressed sensing (CS) with parallel imaging (PI) can generally provide high-quality images recovered from data sampled below the Nyquist rate. The purposes of the present study were to develop CS-PI-accelerated acquisition and reconstruction methods for cine DENSE, to assess their accuracy for cardiac imaging using retrospective undersampling, and to demonstrate their feasibility for prospectively-accelerated 2D cine DENSE imaging in a single breathhold. METHODS: An accelerated cine DENSE sequence with variable-density spiral k-space sampling and golden angle rotations through time was implemented. A CS method, Block LOw-rank Sparsity with Motion-guidance (BLOSM), was combined with sensitivity encoding (SENSE) for the reconstruction of under-sampled multi-coil spiral data. Seven healthy volunteers and 7 patients underwent 2D cine DENSE imaging with fully-sampled acquisitions (14–26 heartbeats in duration) and with prospectively rate-2 and rate-4 accelerated acquisitions (14 and 8 heartbeats in duration). Retrospectively- and prospectively-accelerated data were reconstructed using BLOSM-SENSE and SENSE. Image quality of retrospectively-undersampled data was quantified using the relative root mean square error (rRMSE). Myocardial displacement and circumferential strain were computed for functional assessment, and linear correlation and Bland-Altman analyses were used to compare accelerated acquisitions to fully-sampled reference datasets. RESULTS: For retrospectively-undersampled data, BLOSM-SENSE provided similar or lower rRMSE at rate-2 and lower rRMSE at rate-4 acceleration compared to SENSE (p < 0.05, ANOVA). Similarly, for retrospective undersampling, BLOSM-SENSE provided similar or better correlation with reference displacement and strain data at rate-2 and better correlation at rate-4 acceleration compared to SENSE. Bland-Altman analyses showed similar or better agreement for displacement and strain data at rate-2 and better agreement at rate-4 using BLOSM-SENSE compared to SENSE for retrospectively-undersampled data. Rate-2 and rate-4 prospectively-accelerated cine DENSE provided good image quality and expected values of displacement and strain. CONCLUSIONS: BLOSM-SENSE-accelerated spiral cine DENSE imaging with 2D displacement encoding can be acquired in a single breathhold of 8–14 heartbeats with high image quality and accurate assessment of myocardial displacement and circumferential strain.
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spelling pubmed-49066842016-06-15 Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging Chen, Xiao Yang, Yang Cai, Xiaoying Auger, Daniel A. Meyer, Craig H. Salerno, Michael Epstein, Frederick H. J Cardiovasc Magn Reson Technical Notes BACKGROUND: Cine Displacement Encoding with Stimulated Echoes (DENSE) provides accurate quantitative imaging of cardiac mechanics with rapid displacement and strain analysis; however, image acquisition times are relatively long. Compressed sensing (CS) with parallel imaging (PI) can generally provide high-quality images recovered from data sampled below the Nyquist rate. The purposes of the present study were to develop CS-PI-accelerated acquisition and reconstruction methods for cine DENSE, to assess their accuracy for cardiac imaging using retrospective undersampling, and to demonstrate their feasibility for prospectively-accelerated 2D cine DENSE imaging in a single breathhold. METHODS: An accelerated cine DENSE sequence with variable-density spiral k-space sampling and golden angle rotations through time was implemented. A CS method, Block LOw-rank Sparsity with Motion-guidance (BLOSM), was combined with sensitivity encoding (SENSE) for the reconstruction of under-sampled multi-coil spiral data. Seven healthy volunteers and 7 patients underwent 2D cine DENSE imaging with fully-sampled acquisitions (14–26 heartbeats in duration) and with prospectively rate-2 and rate-4 accelerated acquisitions (14 and 8 heartbeats in duration). Retrospectively- and prospectively-accelerated data were reconstructed using BLOSM-SENSE and SENSE. Image quality of retrospectively-undersampled data was quantified using the relative root mean square error (rRMSE). Myocardial displacement and circumferential strain were computed for functional assessment, and linear correlation and Bland-Altman analyses were used to compare accelerated acquisitions to fully-sampled reference datasets. RESULTS: For retrospectively-undersampled data, BLOSM-SENSE provided similar or lower rRMSE at rate-2 and lower rRMSE at rate-4 acceleration compared to SENSE (p < 0.05, ANOVA). Similarly, for retrospective undersampling, BLOSM-SENSE provided similar or better correlation with reference displacement and strain data at rate-2 and better correlation at rate-4 acceleration compared to SENSE. Bland-Altman analyses showed similar or better agreement for displacement and strain data at rate-2 and better agreement at rate-4 using BLOSM-SENSE compared to SENSE for retrospectively-undersampled data. Rate-2 and rate-4 prospectively-accelerated cine DENSE provided good image quality and expected values of displacement and strain. CONCLUSIONS: BLOSM-SENSE-accelerated spiral cine DENSE imaging with 2D displacement encoding can be acquired in a single breathhold of 8–14 heartbeats with high image quality and accurate assessment of myocardial displacement and circumferential strain. BioMed Central 2016-06-14 /pmc/articles/PMC4906684/ /pubmed/27301487 http://dx.doi.org/10.1186/s12968-016-0253-2 Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Technical Notes
Chen, Xiao
Yang, Yang
Cai, Xiaoying
Auger, Daniel A.
Meyer, Craig H.
Salerno, Michael
Epstein, Frederick H.
Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging
title Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging
title_full Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging
title_fullStr Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging
title_full_unstemmed Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging
title_short Accelerated two-dimensional cine DENSE cardiovascular magnetic resonance using compressed sensing and parallel imaging
title_sort accelerated two-dimensional cine dense cardiovascular magnetic resonance using compressed sensing and parallel imaging
topic Technical Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4906684/
https://www.ncbi.nlm.nih.gov/pubmed/27301487
http://dx.doi.org/10.1186/s12968-016-0253-2
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