On the anisotropy of IVIM-derived microvascular cerebral pseudo-diffusion: a physics-informed neural network approach
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition(2023)
摘要
Acquisition of intravoxel incoherent motion (IVIM) images with diffusion sensitization in at least six directions (IVIM tensor imaging) provides the unique opportunity to non-invasively measure the anisotropy of both the parenchymal and microvascular diffusivity ( D and D* ). We demonstrate the feasibility of whole-brain IVIM tensor analysis by utilizing a physics-informed neural network fitting approach to achieve more accurate assessment of D , D* , and the corresponding tensors. The fractional anisotropy of D* (FA( D* )) was explored for different brain tissue regions, which revealed lower FA( D* ) in cortical gray matter and higher FA( D* ) in deep gray matter compared to white matter.
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关键词
microvascular,anisotropy,ivim-derived,pseudo-diffusion,physics-informed
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