T2 Mapping from Super-Resolution-Reconstructed Clinical Fast Spin Echo Magnetic Resonance Acquisitions

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serval:BIB_75CF6AA69B7C
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A part of a book
Publication sub-type
Chapter: chapter ou part
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Publications
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Title
T2 Mapping from Super-Resolution-Reconstructed Clinical Fast Spin Echo Magnetic Resonance Acquisitions
Title of the book
Medical Image Computing and Computer Assisted Intervention – MICCAI 2020
Author(s)
Lajous Hélène, Hilbert Tom, Roy Christopher W., Tourbier Sébastien, de Dumast Priscille, Yu Thomas, Thiran Jean-Philippe, Ledoux Jean-Baptiste, Piccini Davide, Hagmann Patric, Meuli Reto, Kober Tobias, Stuber Matthias, van Heeswijk Ruud B., Bach Cuadra Meritxell
Publisher
Springer International Publishing
ISBN
9783030597122
9783030597139
ISSN
0302-9743
1611-3349
Publication state
Published
Issued date
2020
Peer-reviewed
Oui
Volume
12262
Series
Lecture Notes in Computer Science (LNCS)
Pages
114-124
Language
english
Notes
https://arxiv.org/abs/2007.12199
Abstract
Relaxometry studies in preterm and at-term newborns have provided insight into brain microstructure, thus opening new avenues for studying normal brain development and supporting diagnosis in equivocal neurological situations. However, such quantitative techniques require long acquisition times and therefore cannot be straightforwardly translated to in utero brain developmental studies. In clinical fetal brain magnetic resonance imaging routine, 2D low-resolution T2-weighted fast spin echo sequences are used to minimize the effects of unpredictable fetal motion during acquisition. As super-resolution techniques make it possible to reconstruct a 3D high-resolution volume of the fetal brain from clinical low-resolution images, their combination with quantitative acquisition schemes could provide fast and accurate T2 measurements. In this context, the present work demonstrates the feasibility of using super-resolution reconstruction from conventional T2-weighted fast spin echo sequences for 3D isotropic T2 mapping. A quantitative magnetic resonance phantom was imaged using a clinical T2-weighted fast spin echo sequence at variable echo time to allow for super-resolution reconstruction at every echo time and subsequent T2 mapping of samples whose relaxometric properties are close to those of fetal brain tissue. We demonstrate that this approach is highly repeatable, accurate and robust when using six echo times (total acquisition time under 9 minutes) as compared to gold-standard single-echo spin echo sequences (several hours for one single 2D slice).
Keywords
Super-Resolution (SR) reconstruction, T2 mapping, T2-weighted images, Fast spin echo sequences, Fetal brain magnetic resonance imaging (MRI)
Research datasets
Funding(s)
Swiss National Science Foundation / Projects / 205321-182602
Create date
17/12/2020 14:52
Last modification date
21/11/2022 9:27
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