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  4. Accelerated MP2RAGE imaging using Cartesian phyllotaxis readout and compressed sensing reconstruction
 
research article

Accelerated MP2RAGE imaging using Cartesian phyllotaxis readout and compressed sensing reconstruction

Mussard, Emilie  
•
Hilbert, Tom  
•
Forman, Christoph
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March 16, 2020
Magnetic Resonance in Medicine

Purpose MP2RAGE T-1-weighted imaging has been shown to be beneficial for various applications, mainly because of its good grey-white matter contrast, its B-1-robustness and ability to derive T(1)maps. Even using parallel imaging, the method requires long acquisition times, especially at high resolution. This work aims at accelerating MP2RAGE imaging using compressed sensing. Methods A pseudo-phyllotactic Cartesian MP2RAGE readout was implemented allowing for flexible reordering and undersampling factors. The sampling pattern was first optimized based on fully sampled data and a compressed sensing reconstruction. Changes in contrast ratios, automated brain segmentation results, and quantitative T(1)values were used for benchmarking. In vivo undersampled data from eleven healthy subjects were then acquired using a 4-fold acceleration with the optimized sampling pattern. The resulting images were compared to the standard parallel imaging MP2RAGE protocol by visual inspection and using the above quality metrics. Results The application of incoherent undersampling and iterative compressed sensing reconstruction on MP2RAGE acquisitions allows for a 57% time reduction (corresponding to 4-fold undersampling with maintained reference lines, TA = 3:35 minutes) compared to the reference protocol using parallel imaging (GRAPPAx3 acceleration, TA = 8:22 minutes) while obtaining images with similar image quality, morphometric (volume differences = [0.07 +/- 1.2-3.8 +/- 1.9]%) and T-1-mapping outcomes (T(1)error = [6 +/- 5.1-37 +/- 12.3] ms depending on the different structures). Conclusion A whole-brain MP2RAGE acquisition is feasible with compressed sensing in less than 4 minutes without appreciably compromising image quality.

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Type
research article
DOI
10.1002/mrm.28244
Web of Science ID

WOS:000563531600001

Author(s)
Mussard, Emilie  
Hilbert, Tom  
Forman, Christoph
Meuli, Reto
Thiran, Jean-Philippe  
Kober, Tobias  
Date Issued

2020-03-16

Publisher

WILEY

Published in
Magnetic Resonance in Medicine
Volume

84

Issue

4

Start page

1881

End page

1894

Subjects

Radiology, Nuclear Medicine & Medical Imaging

•

compressed sensing

•

mp2rage

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phyllotaxis pattern

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t(1)map

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brain

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mri

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morphometry

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matter

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
LTS5  
Available on Infoscience
September 10, 2020
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/171545
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