Accelerated MP2RAGE imaging using Cartesian phyllotaxis readout and compressed sensing reconstruction. Issue 4 (16th March 2020)
- Record Type:
- Journal Article
- Title:
- Accelerated MP2RAGE imaging using Cartesian phyllotaxis readout and compressed sensing reconstruction. Issue 4 (16th March 2020)
- Main Title:
- Accelerated MP2RAGE imaging using Cartesian phyllotaxis readout and compressed sensing reconstruction
- Authors:
- Mussard, Emilie
Hilbert, Tom
Forman, Christoph
Meuli, Reto
Thiran, Jean‐Philippe
Kober, Tobias - Abstract:
- Abstract : Purpose: MP2RAGE T1 ‐weighted imaging has been shown to be beneficial for various applications, mainly because of its good grey‐white matter contrast, its B1 ‐robustness and ability to derive T1 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 T1 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]%) andAbstract : Purpose: MP2RAGE T1 ‐weighted imaging has been shown to be beneficial for various applications, mainly because of its good grey‐white matter contrast, its B1 ‐robustness and ability to derive T1 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 T1 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 T1 ‐mapping outcomes (T1 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. … (more)
- Is Part Of:
- Magnetic resonance in medicine. Volume 84:Issue 4(2020)
- Journal:
- Magnetic resonance in medicine
- Issue:
- Volume 84:Issue 4(2020)
- Issue Display:
- Volume 84, Issue 4 (2020)
- Year:
- 2020
- Volume:
- 84
- Issue:
- 4
- Issue Sort Value:
- 2020-0084-0004-0000
- Page Start:
- 1881
- Page End:
- 1894
- Publication Date:
- 2020-03-16
- Subjects:
- compressed sensing -- MP2RAGE -- phyllotaxis pattern -- T1 map
Nuclear magnetic resonance -- Periodicals
Electron paramagnetic resonance -- Periodicals
616.07548 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1522-2594 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/mrm.28244 ↗
- Languages:
- English
- ISSNs:
- 0740-3194
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5337.798000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23367.xml