Jiaqi Dou1, Yajie Wang1, Huiyu Qiao1, Zhensen Chen1, Yuze Li1, Haikun Qi2, Jie Sun3, Dongxiang Xu3, Xihai Zhao1, and Huijun Chen1
1Center for Biomedical Imaging Research, School of Medicine, Tsinghua University, Beijing, China, 2School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom, 3Department of Radiology, University of Washington, Seattle, WA, United States
Synopsis
Carotid atherosclerosis is a leading cause
of ischemic stroke worldwide. Multi-contrast magnetic resonance imaging (MRI) is
an ideal non-invasive technique to assess carotid plaque. However, its clinical
application is limited by long scan time and non-rigid registration between
different contrasts. In this study, we generated a set of co-registered T1w,
T2w, PDw images, and MR angiogram (MRA) in one scan based on the SIMPLE (SImultaneous
T1 and T2 Mapping of carotid PLaquE) sequence. Preliminary experiments on
patients validated the feasibility of the generated multi-contrast images for
carotid plaque assessment and comparable performance with conventional
sequences.
Introduction
Carotid atherosclerosis is a leading cause of stroke
worldwide1. Luminal stenosis and plaque compositions are two
key features of atherosclerosis2. A multi-contrast Magnetic
Resonance (MR) imaging protocol, including time-of-flight (TOF), T1-weighted (T1w), T2-weighted
(T2w), and proton density-weighted (PDw) images3, is typically used for
plaque assessment, but it suffers from long
acquisition time and mis-registration of different image contrasts.
Recently, a technique named
SIMPLE4 was proposed
to achieve simultaneous T1 and T2 mapping of carotid plaque in one scan. In addition to the quantitative T1 and T2 maps, SIMPLE also has the
potential for yielding multi-contrast weighted images, which would allow direct
visual inspection of atherosclerosis in a way similar to the conventional
multi-contrast sequences.
In this study, we aimed to generate a set
of co-registered 3D high-resolution T1w, T2w, and PDw images, and MR angiogram
(MRA) based on SIMPLE. Moreover, the generated images were used to assess atherosclerotic
plaque, and the performance was compared with the conventional multi-contrast
sequences.Methods
SIMPLE
Sequence and Data Acquisition
Figure 1 showed the SIMPLE sequence diagram and simulated signal evolutions of the vessel wall
and blood. With the approval of institutional review board,
5 patients with carotid atherosclerosis (5 males, 62.2±3.9 years) were imaged on a 3T scanner (Achieva CX, Philips)
with a dedicated 8-channel carotid coil, using SIMPLE sequence. Conventional
multi-contrast sequences were also performed, including TOF, black-blood T1w-turbo
spin echo (TSE), T2w-TSE, and magnetization prepared-rapid gradient echo
acquisition (MPRAGE). Detailed scan parameters are shown in Figure 1C.
Multi-contrast
MR Images Generation Strategies
Four different image contrasts were reconstructed
using low-rank modeling and sparsity constraints (LRS)6 reconstruction method with a time window width
(TW) of 254. Real-value representation of images, with the signal polarity preserved,
was used to enhance the contrast between blood and other tissues.
MRA: Similar
to SNAP7, an optimal inversion time (TI) of 390 ms, at
which luminal signal was negative while background tissues were positive,
was applied to maximize the contrast between vessel wall and blood. Then MRA
was generated by using spokes with T2-prep of 25 ms and
taking absolute values of the negative signals.
T1w: Using spokes with T2-prep of 0, T1w
images were generated at a chosen TI=640 ms around the zero-crossing point of
blood signal for good flow suppression.
T2w: Numerical simulation4 showed that short TI leads to less T1
relaxation effects. Limited by a TW of 25 used, this study adopted the minimum
available TI of 140 ms. Spokes within the temporal window centered at the
minimum TI and acquired with T2-prep of 50 ms were used for reconstructing T2w
images.
PDw: Assuming
that the chosen TI is long enough for near-complete T1 relaxation, spokes at
the end of the shots without T2-prep pulses were used to obtain PDw reconstruction.
Furthermore, the blood signal was suppressed by subtracting the phase of the
black-blood T1W image from the PDw image.
Image Review and Statistical Analysis
All the generated images
were reformatted into slices that matched with T1w-TSE sequence. Two trained
reviewers used CASCADE8 to interpret the two datasets respectively.
Quantitative morphological measurements (Table 1) were calculated from the two
datasets respectively and the agreement was
analyzed with intraclass correlation coefficient (ICC) at a 95% confidence
interval (CI).
The presence of plaque components, including
lipid-rich necrotic core (LRNC), intraplaque hemorrhage (IPH), and
calcification (CA) were identified at a slice-based level. Confusion matrix and
Cohen’s kappa (κ) analysis were used to evaluate the agreement
of plaque components identification between the two datasets.Results
Multi-contrast images were successfully generated
from SIMPLE on all 5 subjects. Figure
2 demonstrated a carotid plaque with IPH, in which both
SIMPLE-T1w and T1w-TSE images showed hyperintensity. Maximum intensity
projection (MIP) of SIMPLE-MRA demonstrated clear depictions of bilateral
carotid arteries.
For LRNC, the SIMPLE dataset showed iso-intensity
T1W and hypointensity T2W and agreed with conventional multi-contrast images (Figure 3). A calcified plaque (Figure 4) presented hypointensity on all contrasts except
SIMPLE-T2w, which might due to the negative blood
signal on the real SIMPLE-T2w image. SIMPLE-T1w images provided a clearer
visualization of CA than
T1w-TSE.
A total of seventy-four slices from the 5
subjects were analyzed. ICC of lumen area, wall area, maximum wall thickness,
mean wall thickness, and NWI showed good agreement (ICC>0.94) between the two
datasets (Table 1-1). For plaque components characterization, the
SIMPLE-generated images showed good agreement with the conventional ones for
identification of LRNC (κ=0.75) and excellent agreement for IPH (κ=0.96) and CA (κ=0.96, Table 1-2).Discussion and Conclusion
In this study, a set of naturally registered multi-contrast
images, including MRA, T1w, T2w, and PDw images, were generated based on a
single SIMPLE sequence, and the acquisition time was less than conventional protocol
(8 min vs 16 min). The preliminary experiment showed a good agreement between
the SIMPLE-generated images with the conventional ones for both lumen and
vessel wall delineation and plaque components identification. A larger study,
with histology as the gold standard, for further comparison with conventional
multi-contrast images, should be performed in the future. In conclusion, the
feasibility of SIMPLE for generating multi-contrast MR images and simultaneous
T1 and T2 mapping suggested its great potential in the comprehensive assessment
of carotid atherosclerosis.Acknowledgements
None.References
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