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ORAL PRESENTATION Open Access Accelerated and navigator-gated look-locker imaging for cardiac T1 Estimation (ANGIE) with reduced motion artifact Bhairav B Mehta 1* , Xiao Chen 1 , Michael Salerno 3,2 , Christopher M Kramer 3,2 , Frederick H Epstein 1,2 From 15th Annual SCMR Scientific Sessions Orlando, FL, USA. 2-5 February 2012 Background T1 mapping of the left ventricle is routinely performed using Modified Look-Locker Inversion Recovery (MOLLI) [1] in a variety of disease settings [2]. MOLLI requires relatively long breathholds, and consequently sequences of MOLLI images may be misregistered due to respiratory drift. We sought to develop a T1 mapping sequence that would not require breathholding and would not have misregistration problems. We used k- space segmentation and navigator gating to eliminate respiratory artifact, and compressed sensing [3] (CS) to accelerate image acquisition. CS utilizes undersampling in k-t space along with nonlinear iterative image recon- struction. CS is well-suited to Look-Locker imaging because these images, which vary smoothly from one inversion time to the next, exhibit time-domain sparsity. Methods Imaging was performed on a 1.5T scanner (Avanto, Sie- mens, Germany). The proposed sequence, Accelerated and Navigator-Gated look-locker Imaging for cardiac T1 Estimation (ANGIE), was compared to a standard MOLLI sequence in 6 healthy volunteers (age 25±2 yrs). ANGIE used inversion-recovery Look-Locker imaging where image acquisition was segmented and accepted or rejected based on navigator gating. Each inversion was followed by 4 consecutive R-R intervals in which seg- mented data were acquired and 2 R-R intervals for unperturbed T1 relaxation. This inversion and acquisi- tion pattern was repeated until sufficient data for CS reconstruction were acquired. The CS acceleration rate was approximately 2.3. For each frame, we acquired 18 central k-space lines, and the remaining acquired lines were randomly distributed with uniform probability. Other parameters included: resolution=1.4-1.7mm 2 , matrix size=208x144, number of inversion times=12, and number of lines per segment=36. CS reconstruction was implemented offline in MATLAB. Contours were drawn to delineate myocardium on a single image, and these contours were propagated to images at other inversion times. T1 maps were estimated using a three parameter fit 1 . The Dice Similarity Coefficient (DSC) was used to quantify image registration on a scale of 0 (complete misregistration) to 1 (perfect registration) [4]. Results Figure 1 (bottom row) illustrates that CS-reconstructed ANGIE images achieved excellent image quality. T1 values, DSC, and scan times for MOLLI and ANGIE are provided in Table 1. Conclusions ANGIE improves registration of the sequence of Look- Locker images compared to MOLLI and accurately mea- sures myocardial T1 in volunteers. CS accelerates image acquisition and, using approximately rate 2 acceleration, provides a clinically acceptable scan time. Preliminary data suggest that higher acceleration rates will enable scan times under one minute per slice in the future, and longer acquisitions may enable higher resolution T1 mapping that could be applied to thinner structures such as the left atrium. Funding This work was funded by Siemens Medical Solutions and NIH R01 EB 001763. 1 Department of Biomedical Engineering, University of Virginia, Charlottesville, VA, USA Full list of author information is available at the end of the article Mehta et al. Journal of Cardiovascular Magnetic Resonance 2012, 14(Suppl 1):O110 http://www.jcmr-online.com/content/14/S1/O110 © 2012 Mehta et al; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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Page 1: ORAL PRESENTATION Open Access Accelerated and navigator ...

ORAL PRESENTATION Open Access

Accelerated and navigator-gated look-lockerimaging for cardiac T1 Estimation (ANGIE) withreduced motion artifactBhairav B Mehta1*, Xiao Chen1, Michael Salerno3,2, Christopher M Kramer3,2, Frederick H Epstein1,2

From 15th Annual SCMR Scientific SessionsOrlando, FL, USA. 2-5 February 2012

BackgroundT1 mapping of the left ventricle is routinely performedusing Modified Look-Locker Inversion Recovery(MOLLI) [1] in a variety of disease settings [2]. MOLLIrequires relatively long breathholds, and consequentlysequences of MOLLI images may be misregistered dueto respiratory drift. We sought to develop a T1 mappingsequence that would not require breathholding andwould not have misregistration problems. We used k-space segmentation and navigator gating to eliminaterespiratory artifact, and compressed sensing [3] (CS) toaccelerate image acquisition. CS utilizes undersamplingin k-t space along with nonlinear iterative image recon-struction. CS is well-suited to Look-Locker imagingbecause these images, which vary smoothly from oneinversion time to the next, exhibit time-domain sparsity.

MethodsImaging was performed on a 1.5T scanner (Avanto, Sie-mens, Germany). The proposed sequence, Acceleratedand Navigator-Gated look-locker Imaging for cardiac T1Estimation (ANGIE), was compared to a standardMOLLI sequence in 6 healthy volunteers (age 25±2 yrs).ANGIE used inversion-recovery Look-Locker imagingwhere image acquisition was segmented and accepted orrejected based on navigator gating. Each inversion wasfollowed by 4 consecutive R-R intervals in which seg-mented data were acquired and 2 R-R intervals forunperturbed T1 relaxation. This inversion and acquisi-tion pattern was repeated until sufficient data for CSreconstruction were acquired. The CS acceleration ratewas approximately 2.3. For each frame, we acquired 18

central k-space lines, and the remaining acquired lineswere randomly distributed with uniform probability.Other parameters included: resolution=1.4-1.7mm2,matrix size=208x144, number of inversion times=12,and number of lines per segment=36. CS reconstructionwas implemented offline in MATLAB. Contours weredrawn to delineate myocardium on a single image, andthese contours were propagated to images at otherinversion times. T1 maps were estimated using a threeparameter fit1. The Dice Similarity Coefficient (DSC)was used to quantify image registration on a scale of 0(complete misregistration) to 1 (perfect registration) [4].

ResultsFigure 1 (bottom row) illustrates that CS-reconstructedANGIE images achieved excellent image quality. T1values, DSC, and scan times for MOLLI and ANGIE areprovided in Table 1.

ConclusionsANGIE improves registration of the sequence of Look-Locker images compared to MOLLI and accurately mea-sures myocardial T1 in volunteers. CS accelerates imageacquisition and, using approximately rate 2 acceleration,provides a clinically acceptable scan time. Preliminarydata suggest that higher acceleration rates will enablescan times under one minute per slice in the future, andlonger acquisitions may enable higher resolution T1mapping that could be applied to thinner structuressuch as the left atrium.

FundingThis work was funded by Siemens Medical Solutionsand NIH R01 EB 001763.1Department of Biomedical Engineering, University of Virginia, Charlottesville,

VA, USAFull list of author information is available at the end of the article

Mehta et al. Journal of Cardiovascular Magnetic Resonance 2012, 14(Suppl 1):O110http://www.jcmr-online.com/content/14/S1/O110

© 2012 Mehta et al; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the Creative CommonsAttribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction inany medium, provided the original work is properly cited.

Page 2: ORAL PRESENTATION Open Access Accelerated and navigator ...

Author details1Department of Biomedical Engineering, University of Virginia, Charlottesville,VA, USA. 2Department of Radoilogy, University of Virginia, Charlottesville, VA,USA. 3Department of Medicine, Cardiology Division University of Virginia,Charlottesville, VA, USA.

Published: 1 February 2012

References1. Messroghli , et al: MRM. 2004.2. Mewton , et al: JACC. 2011.3. Lustig , et al: MRM. 2007.4. Dice , et al: Ecology. 1945.

doi:10.1186/1532-429X-14-S1-O110Cite this article as: Mehta et al.: Accelerated and navigator-gated look-locker imaging for cardiac T1 Estimation (ANGIE) with reduced motionartifact. Journal of Cardiovascular Magnetic Resonance 2012 14(Suppl 1):O110.

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Figure 1 Example of compressed sensing reconstruction of ANGIE images. Five of twelve images at different inversion times are shown. Toprow (a-e): images reconstructed by zero filling and inverse Fourier transform. Bottom row (f-j): images reconstructed using compressed sensing.The CS reconstructed images show reduction in aliasing artifacts and increase in image resolution.

Table 1 Comparison of results between MOLLI andANGIE. Dice Similarity Coefficient (DSC), heart beat (hb)

MOLLI ANGIE

T1 (ms) 990 ± 117 941 ± 94

DSC 0.78 ± 0.10 0.89 ± 0.02

Scan Time 17 (hb) 81 ± 28 (s)

Accel. Rate 1.7 ± 0 (Parallel) 2.3 ± 0.4 (CS)

Mehta et al. Journal of Cardiovascular Magnetic Resonance 2012, 14(Suppl 1):O110http://www.jcmr-online.com/content/14/S1/O110

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