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Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing

BACKGROUND: To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion. METHODS: Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement...

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Autores principales: Roy, Christopher W., Seed, Mike, Kingdom, John C., Macgowan, Christopher K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5357808/
https://www.ncbi.nlm.nih.gov/pubmed/28316282
http://dx.doi.org/10.1186/s12968-017-0346-6
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author Roy, Christopher W.
Seed, Mike
Kingdom, John C.
Macgowan, Christopher K.
author_facet Roy, Christopher W.
Seed, Mike
Kingdom, John C.
Macgowan, Christopher K.
author_sort Roy, Christopher W.
collection PubMed
description BACKGROUND: To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion. METHODS: Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired during through-plane motion were discarded whereas in-plane motion was corrected. A fetal cardiac gating signal was extracted to sort the corrected data by cardiac phase, allowing reconstruction of cine images. The quality of motion corrected images and the effect of data undersampling were quantified using separate expressions for spatial blur and image error. RESULTS: Motion corrected reordered cine reconstructions (127 slices) showed improved image quality relative to both uncorrected cines and corresponding real-time images across a range of root-mean-squared (RMS) displacements (0.3–3.7 mm) and fetal heart rates (119–176 bpm). The relative spatial blur between cines with and without motion correction increased with in-plane RMS displacement leading to an effective decrease in the effective spatial resolution for images without motion correction. Image error between undersampled and reference images was less than 10% for reconstructions using 750 or more spokes, yielding a minimum acceptable scan time of approximately 4 s/slice during quiescent through plane motion. CONCLUSIONS: By rejecting data corrupted by through-plane motion, and correcting data corrupted by in-plane translation, the proposed reconstruction framework accounts for common sources of motion artifact (gross fetal movement, maternal respiration, fetal cardiac contraction) to produce high quality images of the fetal heart. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12968-017-0346-6) contains supplementary material, which is available to authorized users.
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spelling pubmed-53578082017-03-20 Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing Roy, Christopher W. Seed, Mike Kingdom, John C. Macgowan, Christopher K. J Cardiovasc Magn Reson Research BACKGROUND: To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion. METHODS: Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired during through-plane motion were discarded whereas in-plane motion was corrected. A fetal cardiac gating signal was extracted to sort the corrected data by cardiac phase, allowing reconstruction of cine images. The quality of motion corrected images and the effect of data undersampling were quantified using separate expressions for spatial blur and image error. RESULTS: Motion corrected reordered cine reconstructions (127 slices) showed improved image quality relative to both uncorrected cines and corresponding real-time images across a range of root-mean-squared (RMS) displacements (0.3–3.7 mm) and fetal heart rates (119–176 bpm). The relative spatial blur between cines with and without motion correction increased with in-plane RMS displacement leading to an effective decrease in the effective spatial resolution for images without motion correction. Image error between undersampled and reference images was less than 10% for reconstructions using 750 or more spokes, yielding a minimum acceptable scan time of approximately 4 s/slice during quiescent through plane motion. CONCLUSIONS: By rejecting data corrupted by through-plane motion, and correcting data corrupted by in-plane translation, the proposed reconstruction framework accounts for common sources of motion artifact (gross fetal movement, maternal respiration, fetal cardiac contraction) to produce high quality images of the fetal heart. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12968-017-0346-6) contains supplementary material, which is available to authorized users. BioMed Central 2017-03-20 /pmc/articles/PMC5357808/ /pubmed/28316282 http://dx.doi.org/10.1186/s12968-017-0346-6 Text en © The Author(s). 2017 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 Research
Roy, Christopher W.
Seed, Mike
Kingdom, John C.
Macgowan, Christopher K.
Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
title Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
title_full Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
title_fullStr Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
title_full_unstemmed Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
title_short Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
title_sort motion compensated cine cmr of the fetal heart using radial undersampling and compressed sensing
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5357808/
https://www.ncbi.nlm.nih.gov/pubmed/28316282
http://dx.doi.org/10.1186/s12968-017-0346-6
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