Decompose quantitative susceptibility mapping (QSM) to sub-voxel diamagnetic and paramagnetic components based on gradient-echo MRI data

被引:65
作者
Chen, Jingjia [1 ]
Gong, Nan-Jie [1 ,2 ]
Chaim, Khallil Taverna [3 ]
Garcia Otaduy, Maria Concepcion [3 ]
Liu, Chunlei [1 ,4 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, 505 Cory Hall,MC 1770, Berkeley, CA 94720 USA
[2] Tsinghua Univ, Int Innovat Ctr, Vector Lab Intelligent Med Imaging & Neural Engn, Shanghai, Peoples R China
[3] Univ Sao Paulo, Fac Med, Inst & Dept Radiol, LIM44, Sao Paulo, Brazil
[4] Univ Calif Berkeley, Helen Wills Neurosci Inst, Berkeley, CA 94720 USA
基金
美国国家卫生研究院;
关键词
Susceptibility; QSM; Decompose; Sub-voxel; Paramagnetic; Diamagnetic; Gradient-recalled echo; MULTIPLE-SCLEROSIS LESIONS; BETA-AMYLOID PLAQUES; HUMAN BRAIN; MAGNETIC-SUSCEPTIBILITY; PARKINSONS-DISEASE; RELAXATION-TIMES; IN-VIVO; PROTEIN AGGREGATION; ALZHEIMERS-DISEASE; IRON CONCENTRATION;
D O I
10.1016/j.neuroimage.2021.118477
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Purpose: A method named DECOMPOSE-QSM is developed to decompose bulk susceptibility measured with QSM into sub-voxel paramagnetic and diamagnetic components based on a three-pool complex signal model. Methods: Multi-echo gradient echo signal is modeled as a summation of three weighted exponentials corresponding to three types of susceptibility sources: reference susceptibility, diamagnetic and paramagnetic susceptibility relative to the reference. Paramagnetic component susceptibility (PCS) and diamagnetic component susceptibility (DCS) maps are constructed to represent the sub-voxel compartments by solving for linear and nonlinear parameters in the model. Results: Numerical forward simulation and phantom validation confirmed the ability of DECOMPOSE-QSM to separate the mixture of paramagnetic and diamagnetic components. The PCS obtained from temperature-variant brainstem imaging follows the Curie's Law, which further validated the model and the solver. Initial in vivo investigation of human brain images showed the ability to extract sub-voxel PCS and DCS sources that produce visually enhanced contrast between brain structures comparing to threshold QSM.
引用
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页数:15
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