Diffusion-regularized susceptibility tensor imaging (DRSTI) of tissue microstructures in the human brain

被引:14
作者
Bao, Lijun [1 ]
Xiong, Congcong [1 ]
Wei, Wenping [4 ]
Chen, Zhong [1 ]
van Zijl, Peter C. M. [2 ,3 ]
Li, Xu [2 ,3 ]
机构
[1] Xiamen Univ, Dept Elect Sci, Fujian Prov Key Lab Plasma & Magnet Resonance, Xiamen 361000, Peoples R China
[2] Johns Hopkins Univ, Sch Med, Dept Radiol, Baltimore, MD 21205 USA
[3] Kennedy Krieger Inst, FM Kirby Res Ctr Funct Brain Imaging, Baltimore, MD 21205 USA
[4] Xiamen Univ, Affiliated Hosp 1, Med Imaging Diagnost Ctr, Xiamen 361000, Peoples R China
关键词
Susceptibility tensor imaging; In vivo human brain; Tensor spectral decomposition; Tissue microstructures; Deep gray matter nuclei; Fiber pathways; WHITE-MATTER; MAGNETIC-SUSCEPTIBILITY; IN-VIVO; MAPPING APPLICATION; FIBER TRACTOGRAPHY; RADIAL FIBERS; IRON CONTENT; MRI; ORIENTATION; ANISOTROPY;
D O I
10.1016/j.media.2020.101827
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Susceptibility tensor imaging (STI) has been proposed as an alternative to diffusion tensor imaging (DTI) for non-invasive in vivo characterization of brain tissue microstructure and white matter fiber architecture, potentially benefitting from its high spatial resolution. In spite of different biophysical mechanisms, animal studies have demonstrated white matter fiber directions measured using STI to be reasonably consistent with those from diffusion tensor imaging (DTI). However, human brain STI is hampered by its requirement of acquiring data at more than 10 head rotations and a complicated processing pipeline. In this paper, we propose a diffusion-regularized STI method (DRSTI) that employs a tensor spectral decomposition constraint to regularize the STI solution using the fiber directions estimated by DTI as a priori. We then explore the high-resolution DRSTI with MR phase images acquired at only 6 head orientations. Compared to other STI approaches, the DRSTI generated susceptibility tensor components, mean magnetic susceptibility (MMS), magnetic susceptibility anisotropy (MSA) and fiber direction maps with fewer artifacts, especially in regions with large susceptibility variations, and with less erroneous quantifications. In addition, the DRSTI method allows us to distinguish more structural features that could not be identified in DTI, especially in deep gray matters. DRSTI enables a more accurate susceptibility tensor estimation with a reduced number of sampling orientations, and achieves better tracking of fiber pathways than previous STI attempts on in vivo human brain. (C) 2020 Elsevier B.V. All rights reserved.
引用
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页数:16
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