Yajie Wang1, Yishi Wang2, Haikun Qi3, Rui Guo4, Huiyu Qiao1, Dongyue Si1, and Huijun Chen1
1Center for Biomedical Imaging Research, Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China, 2Philips Healthcare, Beijing, China, 3School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom, 4Department of Medicine, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, MA, United States
Synopsis
Previous
quantitative techniques for carotid plaque T1 mapping or T1, T2 mapping have
been achieved using only one scan. Besides T1 and T2 quantification, T2*
mapping of the carotid plaque is also important for the detection of iron
deposition, which plays an important role in plaque progression. In this study,
a new quantitative technique using combined single- and multi-echo 3D golden angle
radial acquisition has been proposed for simultaneous T1, T2 and T2* mapping of
the carotid plaque. The quantitative accuracy and the in-vivo feasibility of
the proposed sequence have been demonstrated in phantom and volunteer studies.
Introduction
Quantitative
techniques of the carotid atherosclerotic plaque have been drawing more and
more attention1-6 as they evaluated the
intrinsic tissue properties and had less variation between scans, while most techniques depended on multiple scans even for one parameter which may lead to misregistration
between different sequences and increase the total scan time. To deal with
these challenges, GOAL-SNAP sequence5 and SIMPLE sequence7 have been proposed
to quantify T1 mapping or T1, T2 mapping of the carotid plaque in a single scan.
In addition to T1 and T2 quantification, iron deposition, which can be
quantified by T2* mapping, has also been reported to play an important role in plaque
instability and progression4,8. Thus, in this
study, we aim to develop a new sequence to quantify carotid plaque T1, T2 and
T2* mapping simultaneously in a single scan using combined single- and multi-echo
three-dimensional golden angle radial acquisition.Methods
Sequence design:
The proposed sequence extended the SIMPLE7
sequence (Figure 1). 3D golden angle radial single-echoes were acquired continuously
after T2IR preparation and used for T1 and T2 quantification. Only after the IR
without T2 preparation, golden angle radial multi-echoes were obtained after the
single-echo acquisition to generate multiple T2* contrast and used for T2*
quantification. Radial spokes acquired at the same inversion time (TI), same T2
preparation and same echo time (TE) were designed to satisfy the golden angle strategy9.
Fat suppression was achieved using water excitation pulse. The scan parameters
of the proposed sequence were shown in Table 1. Three T2 preparations (T2prep)
of 0, 25, 50 ms were circulated. The total scan time of the proposed sequence
was 10 min.
Image Reconstruction and T1, T2, T2*
fitting: Sliding window reconstruction with a
temporal width of 25 spokes (262.5 ms/frame) was applied for the single-echo module,
while for the multi-echo module, k-space data acquired from the same TE were
combined to generate T2*-weighted images. Low-rank and sparsity constraint
(LRS) reconstruction method10
was then performed on both of the single-echo and multi-echo modules to further
improve the image quality and reduce the undersampling artifacts. The vessel
wall image was reconstructed from the single-echo module using the data
obtained around the nulling point of blood signal. T1 and T2 were estimated
from the single-echo module by combining two extra 3D radial SPGR images using
Bloch equation as in the SIMPLE sequence7.
A mono-exponential decay curve was fitted to estimate T2* from the multi-echo
module.
Phantom and in-vivo study: All scans were
performed on a 3.0 T MR scanner (Ingenia CX, Philips Healthcare,
Best, Netherlands). Phantom study was performed on 10 tubes filled with different
concentrations of agarose and gadolinium-diethylenetriamine pentaacetic acid
with different T1, T2 and T2* values. The T1, T2 and T2* quantification of the
phantom using the proposed sequence were
compared with traditional 2D inversion recovery spin echo (IR-SE), multi-echo
spin echo (ME-SE) and multi-echo gradient echo (ME-GRE) sequences using Pearson
correlation. After institutional review board approval and obtaining informed
consent, 5 healthy volunteers (2 males, age 25±3 years) were scanned using a dedicated 8-channel
carotid coil. In healthy volunteers, the proposed sequence was compared with 2D
modified Look-Locker inversion recovery (MOLLI), multi-echo turbo spin echo (ME-TSE),
and multi-echo turbo field echo (ME-TFE) in T1, T2 and T2* measurements. One elliptical ROI (64 mm2) was drawn within the muscle region and
Wilcoxon rank-sum test was used for comparison.Results
T1,
T2 and T2* maps of the phantom estimated by the gold standard sequences and the
proposed sequence were shown in Figure 2. In particular, the proposed sequence
showed a similar T2*-shortening distribution with ME-GRE at the junction of the
tube and the surrounding air (Figure 2c, red arrows). Thus for the following
comparison of the mean values within the tubes, only the uniform central regions
were averaged for T2* comparison. The mean T1, T2 and T2* values within each
tube estimated by the proposed sequence showed good agreements with IR-SE (Pearson
correlation coefficient (r)=0.996, p<0.001), ME-SE (r=0.993, p<0.001)
and ME-GRE (r=0.989, p<0.001), respectively. The quantitative mapping
results of one healthy volunteer (male, 30 years) were shown in Figure 3. The
T1 of the muscle from all five volunteers calculated by the proposed sequence was
higher than that by MOLLI (1219.9±51.1 ms vs. 1114.8±70.4 ms, p = 0.03). The T2 and T2* of the muscle
estimated by the proposed sequence showed no statistically significant
differences with ME-TSE (30.7±2.2 ms vs. 31.2±0.6 ms, p = 0.55) and ME-TFE (23.5±1.5 ms vs. 24.3±1.5 ms, p = 0.31), respectively. The proposed
sequence also showed clear delineation of the vessel wall in the healthy
volunteers (Figure 3d).Discussion and Conclusion
Quantitative
T1, T2 and T2* measurements were achieved within one scan using the proposed
sequence which combined the single- and multi-echo 3D golden angle radial
acquisition. Good T1, T2 and T2* mapping agreements between the proposed
sequence and the gold standard sequences were validated in the phantom study. The
in-vivo feasibility of the proposed sequence has been demonstrated by the pilot
volunteer study. In the future, more in-vivo studies on patients with carotid
atherosclerotic plaque are needed to further investigate the clinical
feasibility of the proposed sequence.Acknowledgements
None.References
1. Coolen BF, Heijtel
DF, Potters WV, Nederveen AJ. 3D carotid wall T1 quantification using variable
flip angle 3D merge with steady-state recovery. Paper presented at: In
Proceedings of the 21st Annual Meeting of ISMRM 2013; Salt Lake City, Utah,
USA.
2. Chai JT, Biasiolli
L, Li LQ, et al. Quantification of Lipid-Rich Core in Carotid Atherosclerosis
Using Magnetic Resonance T-2 Mapping Relation to Clinical Presentation. Jacc-Cardiovasc Imag. 2017;10(7):747-756.
3. Coolen BF, Poot DH,
Liem MI, et al. Three-dimensional quantitative T1 and T2 mapping of the carotid
artery: Sequence design and in vivo feasibility. Magnetic resonance in medicine. 2016;75(3):1008-1017.
4. Raman SV, Winner
MW, 3rd, Tran T, et al. In vivo atherosclerotic plaque characterization using
magnetic susceptibility distinguishes symptom-producing plaques. JACC Cardiovascular imaging. 2008;1(1):49-57.
5. Qi H, Sun J, Qiao
H, et al. Carotid Intraplaque Hemorrhage Imaging with Quantitative Vessel Wall
T1 Mapping: Technical Development and Initial Experience. Radiology. 2018;287(1):276-284.
6. G. Mihai SG, T. P.
Sharkey-Toppen, S. V. Raman, S. Rajagopalan, O. P. Simonetti. Quantitative T1,
T2 and T2* Mapping of Carotid Artery Normal Wall and Atherosclerotic Plaque. Proc Intl Soc Mag Reson Med 19. 2011;3311.
7. Qi H, Sun J, Qiao
H, et al. Simultaneous T(1) and T(2) mapping of the carotid plaque (SIMPLE)
with T(2) and inversion recovery prepared 3D radial imaging. Magnetic resonance in medicine. 2018;80(6):2598-2608.
8. Winner MW, 3rd,
Sharkey-Toppen T, Zhang X, et al. Iron and noncontrast magnetic resonance T2*
as a marker of intraplaque iron in human atherosclerosis. Journal of vascular surgery. 2015;61(6):1556-1564.
9. Chan RW, Ramsay EA,
Cunningham CH, Plewes DB. Temporal stability of adaptive 3D radial MRI using
multidimensional golden means. Magnetic
resonance in medicine. 2009;61(2):354-363.
10. Qi H,
Qiao H, Sun A, et al. Highly Undersampled Kooshball Reconstruction with
Low-rank Modeling and Sparsity Constraints for High-resolution T1 Mapping.
Paper presented at: In Proceedings of the 26th Annual Meeting of ISMRM 2018;
Paris, France.