Jiachen Liu1, Rui Shen1, Dandan Yang2, Miaoxin Yu3, and Xihai Zhao1
1Center for Biomedical Imaging Research, Department of Biomedical Engineering, Tsinghua University, Beijing, China, 2Department of Radiology, Beijing Geriatric Hospital, Beijing, China, 3Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
Synopsis
Keywords: Data Analysis, Atherosclerosis
Geometry of VBA has been
proved to be associated with the presence of BA plaques, yet relative studies are
lack of 3D information due to methodological difficulties. We proposed a
semi-automated algorithm for quantitative measurement, which can evaluate local
diameter, local curvature and angles between vessels directly in 3D space. We
used the proposed algorithm to measure the 3D geometric metrics and found
significant association between VBA geometry and the presence of BA plaques. Normalized
diameter variation of BA and BA & PCA-R angle projected to lateral view were
also associated with the presence of BA plaques independently.
Purpose
It has been shown that geometric changes in
vertebrobasilar arteries (VBA) may alter intravascular hemodynamics that
exacerbate the initiation and progression of BA atherosclerotic plaques1.
However, geometric features of VBA have been mainly measured artificially in 2D
projection planes due to the lack of effective tools, which limits the acquirement
of parameters containing more 3D information. Therefore, this study aims
to investigate the association between 3D geometric characteristics of VBA and the
presence of BA plaques.Methods
Study sample: Patients with symptomatic intracranial artery stenosis (stenosis
>30%) were recruited and underwent MR angiography and vessel wall imaging
for intracranial arteries. The study protocol was approved by institutional
review board and written consent forms were obtained. MR imaging: The
MR examinations were performed on 3.0 T Philips or Siemens MR scanners with
8-channel phase-array head coil or 16-channel neurovascular coil. The imaging
protocol included 3D TOF MRA as well as T1-VISTA/SPACE and the MR imaging
parameters are presented in Table 1. Image analysis: A
semi-automated segmentation and geometric extraction algorithm based on 3D TOF
MRA was proposed to quantitatively evaluate VBA geometry (Figure 1)2-5.
When evaluating VBA geometry, local lumen diameter and curvature and normalized
diameter variation were taken into account. VBA angles were also measured
automatically, including those in 3D space and their projections in 2D planes (in
both lateral view and anteroposterior view) (Figure 2). BA plaques were
identified by experienced radiologists with >5 years’ experience in
neurovascular imaging. Statistics: All quantitative geometric
parameters calculated by the proposed algorithm were compared between patients
with and without BA plaques using independent samples t-test or Mann-Whitney U
test. Univariable and multivariable logistical progressions were also applied
to determine the association between geometric features and presence of BA
plaques.Results
Of the 88 recruited patients (mean age: 57 ±
12.15 years; 44 males), 29 (33.0%) had BA plaques. Patients with BA plaques
showed significantly smaller mean lumen diameter (3.30 ± 0.36 mm vs. 3.48 ±
0.38 mm, P = 0.036), larger mean curvature (7.00 ± 2.45 cm-1 vs.
5.42 ± 2.21 cm-1, P = 0.001), larger max curvature (19.96 ± 9.04 cm-1 vs. 13.45 ± 7.25 cm-1, P < 0.001), smaller
normalized diameter variation (62.37 ± 12.50 % vs. 69.70 ± 8.26 %, P = 0.007)
of BA, as well as a larger mid-BA angle from the AP view (40.14° ± 22.98° vs.
31.04° ± 25.06°, P = 0.049) and a larger BA &VA-R angle from the lateral
view (27.64° ± 26.51° vs. 18.58° ± 18.88°, P = 0.037). Variables with P<0.15
in univariable logistic regression were summarized in Table 2. After removing
max curvature of BA (collinear with mean curvature of BA), all features were
utilized as input in multivariable logistic regression with forward: LR method.
The normalized diameter variation of BA (OR = 0.926; 95%CI [0.878, 0.977], P = 0.005)
and the BA & PCA-R angle from the lateral view (OR = 1.032; 95%CI [1.001,
1.063], P = 0.048) remained significant association with presence of BA plaques
in multivariable logistic regression analysis.Discussion & Conclusion
This study demonstrated that geometric features
of VBA measured automatically on 3D TOF MRA show significant association with
the presence of BA plaques. The normalized diameter variation of BA and the BA &
PCA-R angle measured in the lateral view are independently associated with
presence of BA plaques. It can be inferred that the geometric characteristics in
VBA may influence the local hemodynamics like wall shear stress (WSS) and thus
increase the probability of the formation of BA. However, the angles measured directly
in 3D space didn’t show significant association with the presence of BA plaques.
In future, we plan to include more patients and make a more comprehensive
analysis.Acknowledgements
No acknowledgement found.References
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