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Real-Time Motion Correction for High-Resolution Imaging of the Larynx: Implementation and Initial Results Presentation: Thursday @ 2pm # 5036 Electrical Engineering Stanford University Joëlle K. Barral Juan M. SantosDwight G. Nishimura
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.2/38 In a Nutshell We propose a real-time algorithm to combat the main types of motion that corrupt high- resolution larynx imaging. Our algorithm combines navigator-based motion correction with a reacquisition strategy.
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MOTIVATION
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.4/38 The Larynx Thyroid cartilage Sagittal http://www.antiquescientifica.com -- Drawing courtesy of Julie C. DiCarlo Axial Thyroid cartilage Anterior commissure Cricoid cartilage Vocal cords
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.5/38 Laryngeal Motion Healthy volunteer Real-time acquisition: 13 frames per second Notice swallowing at time t = 18 s!
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.6/38 Laryngeal Motion Cancer patient : Outliers (Sporadic motion) : Bulk motion (Drift) High-frequencies: Respiration, 14 cycles per min Motion detected by Cartesian navigators
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.7/38 Laryngeal Motion Types How to mitigate their effects Intermittent, sporadic motion: –Swallowing, coughing, jolting Alternative ordering schemes Continuous motion: –Flow (carotid arteries) Phase encodes L/R –Bulk motion (drift) Physical restraints; Coaching; Navigators –Respiration Diminishing Variance Algorithm (DVA) If a continuous drift happens, DVA never converges.
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.8/38 Diminishing Variance Algorithm (DVA) Sachs, MRM 34: 412-422, 1995 -- Sachs, IEEE-TMI19: 73-79, 2000
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METHODS
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.10/38 Proposed Approach We propose to first correct the data based on the shift information. We then reacquire encodes whose projections could not be properly corrected.
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.11/38 Implementation 1.5 TRTHawk Santos, IEEE-EMBS 2: 1048-1051, 2004
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.12/38 Pulse Sequence Fast Large Angle Spin Echo = FLASE – Spin echo: immune against flow & off-resonances – 3D: high-resolution – T 1 -weighted contrast Ma, MRM 35:903-910, 1996 -- Song, MRM 41:947-953, 1999
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.13/38 Encodes Ordering Sequential Square spiralPseudo-random kzkz kyky Examples with 32 phase encodes and 16 slice encodes Elliptical (concentric) Wilman, MRM 38: 793-802, 1997 -- Bernstein, MRM 50: 802-812, 2003
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.14/38 Reconstruction Pipeline Barral, ISMRM Motion Workshop 2010, p. 18 The user stops the scan when satisfactory image quality is obtained.
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.15/38 GUI XYZ S S
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.16/38 Experimental Parameters FOV 12 cm - Matrix size 256x128x32 - TR/TE = 80/10 ms Sequential encodes order Three-coil larynx dedicated array First pass (full acquisition: 4096 encodes): 5 min 28 s Each additional pass (64 encodes reacquired): 5 s Phantom (orange) scans: coronal acquisitions In vivo (larynx) scans: axial acquisitions Barral, ISMRM 2009, p. 1318 -- Coil picture courtesy of Marta G. Zanchi
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PHANTOM EXPERIMENTS
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.18/38 No Motion An orange was scanned. Phantom Experiment 1:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.19/38 No Motion One pass = Full acquisition As expected, image and corrected image are identical Phantom Experiment 1:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.20/38 DVA Non-rigid motion was simulated by switching from the coronal acquisition to an axial acquisition towards the middle of the scan, for several seconds. Phantom Experiment 2:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.21/38 DVA Pass # 1 = Full acquisition: 4096 encodes acquired As expected, motion correction fails Motion detection successful Shift information meaningless Phantom Experiment 2:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.22/38 DVA Pass # 1 Pass # 6 When corrupted encodes are reacquired, a motion-free image is obtained. Phantom Experiment 2:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.23/38 Motion Correction Towards the middle of the scan, the table was manually translated. It was brought back to its original position several seconds later. Phantom Experiment 3:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.24/38 Motion Correction Pass # 1 = Full acquisition: 4096 encodes acquired As expected, motion correction works Phantom Experiment 3:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.25/38 Motion Correction Blurry: the final position of the table did not perfectly match the original position. Phantom Experiment 3: Pass # 1 Pass # 4
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.26/38 Combined Algorithm Non-rigid motion was simulated by switching to an axial acquisition towards the middle of the scan, for several seconds. The table was then manually translated. Phantom Experiment 4:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.27/38 Combined Algorithm Pass # 1 = Full acquisition: 4096 encodes acquired Motion correction successfully accounts for the translation Phantom Experiment 4:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.28/38 Combined Algorithm Pass # 1 Pass # 6 Reacquisition needed to correct for non-rigid motion Phantom Experiment 4:
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IN VIVO EXPERIMENTS
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.30/38 Without Instructions A healthy volunteer was scanned. In Vivo Experiment 1:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.31/38 Without Instructions One pass = Full acquisition Slice 20/32 X Y In Vivo Experiment 1: Slice 26/32
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.32/38 Without Instructions Sagittal reformat In Vivo Experiment 1:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.33/38 With Instructions A healthy volunteer was scanned. He was asked to swallow at will and to accentuate motion when the center of k-space was being acquired. For this experiment, 192 encodes were reacquired each additional pass. In Vivo Experiment 2:
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.34/38 With Instructions Pass # 1 = Full acquisition: 4096 encodes acquired X Y In Vivo Experiment 2: Swallowing properly detected Only bulk motion corrected by motion-correction
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.35/38 With Instructions When corrupted encodes are reacquired, motion correction is needed to account for bulk shift (drift) that happened between passes. In Vivo Experiment 2: Pass # 1 Pass # 3
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WRAP-UP
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.37/38 Conclusion & Future Work Our real-time algorithm corrects for rigid- body motion and reacquires encodes that could not be corrected. Additional scans are needed to validate the robustness of the method in vivo. Future work will improve the flexibility of the algorithm and improve the user interface.
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# 5036Real-Time Motion Correction for Larynx Imaging -- J.K. Barral et al.38/38 Thank you! Contact: jbarral@stanford.edu On larynx imaging, see also posters # 2410 and 2416!
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