Yuki Kanazawa1, Kotaro Baba2, Tosiaki Miyati3, Masafumi Harada1, Hiroaki Hayashi1, Ikuho Kosaka2, Mitsuharu Miyoshi4, Michael Carl5, and Yuki Matsumoto6
1Institute of Biomedical Sciences, Tokushima University Graduate School, Tokushima, Japan, 2School of Health Sciences, Tokushima University, Tokushima, Japan, 3Institute of Medical, Pharmaceutical and Health Sciences, Kanazawa University, Kanazawa, Japan, 4Global MR Applications and Workflow, GE Healthcare Japan, Hino, Japan, 5GE Healthcare, San Diego, CA, United States, 6Graduate school of Health Science, Tokushima University, Tokushima, Japan
Synopsis
The purpose of this
study was to quantitatively detect calcification in LRNC plaques using
multi-component analysis with UTE imaging. A phantom experiment was performed using
a four echo-UTE sequence. The phantom consists of six different concentrations of hydroxyapatite (as
calcification) and mayonnaise (as a lipid). The
bi-exponential analysis with UTE enabled a split into two components of short- and
long T2*successfully.
R2* derived
from each dataset increased with increasing concentrations of hydroxyapatite. In
conclusion, multi-component T2* analysis with
UTE makes it possible to evaluate calcification in atherosclerotic plaques.
Introduction
Detecting and determining the characteristics of
advanced atherosclerotic lesions, i.e., atherosclerotic plaque, is important to
avoid occurrence of secondary disease, e.g., cerebral infarction and myocardial
infarction. There are various magnetic resonance (MR) signal patterns based on
the histological properties of each atherosclerotic plaque; among these, high
risk plaques consist of lipid and calcium, i.e., lipid rich necrotic core
(LRNC). Figure 1 shows an illustration of a cross-sectional view of an LRNC
plaque. Recently, application of ultrashort echo time (UTE) MR imaging has enabled
the detection of plaque calcification in coronary arteries1; the
signal pattern with UTE MR imaging of calcification, LRNC, and fibrotic plaque show
up as an isointense descriptor. The presence of calcium with UTE MR imaging at ex-vivo carotid atherosclerotic plaques has
71% sensitivity and 96% specificity.2 Atherosclerotic plaque may
cause the MR signal attenuation of other components including intra-pixel,
e.g., LRNC, intra-plaque hemorrhage (IPH); these signals show various patterns
in each MR contrast image according to the density of each material in a pixel.
However, the degree of signal attenuation caused from calcification has not
been evaluated in detail.Purpose
To detect calcification in LRNC plaque, we evaluated the relationship
between the change in relaxation times and concentrations of hydroxyapatite by
means of multi-component analysis with UTE imaging. Materials and Methods
We performed a phantom
experiment. The phantom was created from a set of six samples in a cylindrical
vessel. These samples were composed of mayonnaise as lipid and
hydroxyapatite as calcium; the concentration of hydroxyapatite varied from 0,
3, 5, 10, 20 and 30 wt%.
Figure 2 shows the schematic drawing of the phantom components and photograph. On a 3.0 T MR system (Discovery
750, GE Healthcare), UTE imaging was performed using a spiral three-dimensional
spoiled gradient-echo (3D-SPGR) sequence.3 The imaging parameters
were as follows: TE, four echoes (0.032, 3.2, 6.4, and 18.0 ms); repetition
time (TR), 26.6 ms; flip angle (FA), 18 degrees; bandwidth (BW), 488 Hz/pixel;
slice thickness, 2 mm; matrix size, 256; field of view, 256 mm. Moreover,
conventional multi-echo data were acquired with 3D-SPGR with the following
parameters; TR, 27.9 ms; ΔTE, 1.6 ms (total, 16 echoes); FA, 15
degrees; BW, 977 Hz/pixel; other parameters were equal to UTE. After the multi-echo data were acquired, bi-exponential
fitting of $$$T_2^*$$$
relaxation times of short- and long- components ($$$T_{2,short}^*$$$, $$$T_{2,long}^*$$$) at each pixel was performed using following
equations:
$$I\left(TE\right)=I_{short}\exp\left(-\frac{TE}{T_{2,short}^*}\right)+I_{long}\exp\left(-\frac{TE}{T_{2,long}^*}\right) $$,
$$\therefore \left[I_{short},I_{long},T_{2,short}^*, T_{2,long}^* \right]=arg\min_{I_{short},I_{long},T_{2,short}^*, T_{2,long}^* }\left(\sum_{i=1}^{N_{TE}}\left(\left(i\left(TE\right)_{i}-I\left(TE\right)_{i},\alpha_{i}\right)^{2}\right)\right)$$,
where $$$I\left(TE\right)$$$ is the MR signal of each TE, $$$T_{2,short}^*$$$ and $$$T_{2,long}^*$$$ are the short- and long-component
signals, respectively, and $$$i\left(TE\right)$$$ is the theoretical signal value.
Then, using varying α values, a nonlinear curve fitting procedure could yield
an estimation of parameters ($$$I_{short},I_{long},T_{2,short}^*, T_{2,long}^*$$$ ) based on the relationship between MR signal and
TE. Then, the Trust-region-reflective algorithm method was used for nonlinear
curve fitting. In addition, mono-exponential fitting was performed for each
dataset.4 These fittings were applied to each voxel. After setting regions
of interests for each sample, we measured signals and T2* values. Then, each multi-echo method was
compared between probability density functions (PDF) derived from each dataset.
Results and Discussion
Table 1 summarizes measured
T2* values of mono-
and multi- component analysis with UTE and conventional multi-echo data,
respectively. Figure 3 shows T2*
map and a probability density distribution curve calculated from mono- and
multi- component analysis with conventional multi-echo and UTE dataset,
respectively. Figure 4 shows the relationship between concentration of hydroxyapatite
and measured R2*
of the phantom. The bi-exponential analysis with UTE enabled a split into two
components $$$T_{2,short}^*$$$ and $$$T_{2,long}^*$$$; the result is better than that achieved with the conventional
multi-echo method. R2*derived
from each dataset increased with increasing concentrations of hydroxyapatite. $$$I_{short}$$$ and $$$I_{long}$$$ also changed with concentration
of component. The result indicates that calcification may affect signal
attenuation of LRNC when a component of interest includes hydroxyapatite and a short
T2* is obtained.Conclusion
Multi-component T2* analysis with
UTE makes it possible to evaluate of calcification of atherosclerotic plaques.Acknowledgements
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