Vessel density mapping of small cerebral vessels on 3D high resolution black blood MRI

被引:6
|
作者
Sarabi, Mona Sharifi [1 ]
Ma, Samantha J. [2 ]
Jann, Kay [1 ]
Ringman, John M. [3 ]
Wang, Danny J. J. [1 ]
Shi, Yonggang [1 ]
机构
[1] Univ Southern Calif, USC Mark & Mary Stevens Neuroimaging & Informat In, Keck Sch Med, 2025 Zonal Ave, Los Angeles, CA 90033 USA
[2] Siemens Med Solut USA Inc, Los Angeles, CA USA
[3] Univ Southern Calif, Dept Neurol, Los Angeles, CA USA
关键词
High-resolution black-blood MRI; Turbo spin-echo with variable flip angles (TSEVFA); Vessel segmentation; Vessel density; Small vessel disease; LENTICULOSTRIATE ARTERIES; DISEASE; SEGMENTATION; ENHANCEMENT; ANGIOGRAPHY; VISUALIZATION; ALGORITHMS; EXTRACTION; MARKERS; FILTERS;
D O I
10.1016/j.neuroimage.2023.120504
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Small cerebral blood vessels are largely inaccessible to existing clinical in vivo imaging technologies. This study aims to present a novel analysis pipeline for vessel density mapping of small cerebral blood vessels from highresolution 3D black-blood MRI at 3T. Twenty-eight subjects (10 under 35 years old, 18 over 60 years old) were imaged with the T1-weighted turbo spin-echo with variable flip angles (T1w TSE-VFA) sequence optimized for black-blood small vessel imaging with iso-0.5 mm spatial resolution (interpolated from 0.51x0.51x0.64 mm3) at 3T. Hessian-based vessel segmentation methods (Jerman, Frangi and Sato filter) were evaluated by vessel landmarks and manual annotation of lenticulostriate arteries (LSAs). Using optimized vessel segmentation, large vessel pruning and non-linear registration, a semiautomatic pipeline was proposed for quantification of small vessel density across brain regions and further for localized detection of small vessel changes across populations. Voxel-level statistics was performed to compare vessel density between two age groups. Additionally, local vessel density of aged subjects was correlated with their corresponding gross cognitive and executive function (EF) scores using Montreal Cognitive Assessment (MoCA) and EF composite scores compiled with Item Response Theory (IRT). Jerman filter showed better performance for vessel segmentation than Frangi and Sato filter which was employed in our pipeline. Small cerebral blood vessels including small artery, arterioles, small veins, and venules on the order of a few hundred microns can be delineated using the proposed analysis pipeline on 3D black-blood MRI at 3T. The mean vessel density across brain regions was significantly higher in young subjects compared to aged subjects. In the aged subjects, localized vessel density was positively correlated with MoCA and IRT EF scores. The proposed pipeline is able to segment, quantify, and detect localized differences in vessel density of small cerebral blood vessels based on 3D high-resolution black-blood MRI. This framework may serve as a tool for localized detection of small vessel density changes in normal aging and cerebral small vessel disease.
引用
收藏
页数:12
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