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提高张量秩会增加与体素内取向异质性(IVOH)相关的脑区的各向异性:一项广义扩散张量成像(GDTI)研究。

Elevating tensor rank increases anisotropy in brain areas associated with intra-voxel orientational heterogeneity (IVOH): a generalised DTI (GDTI) study.

作者信息

Minati L, Banasik T, Brzezinski J, Mandelli M L, Bizzi A, Bruzzone M G, Konopka M, Jasinski A

机构信息

Scientific Direction, Istituto Nazionale Neurologico Carlo Besta, Milan, Italy.

出版信息

NMR Biomed. 2008 Jan;21(1):2-14. doi: 10.1002/nbm.1143.

Abstract

Rank-2 tensors are unable to represent multi-modal diffusion associated with intra-voxel orientational heterogeneity (IVOH), which occurs where axons are incoherently oriented, such as where bundles intersect or diverge. Under this condition, they are oblate or spheroidally shaped, resulting in artefactually low anisotropy, potentially masking reduced axonal density, myelinisation and integrity. Higher rank tensors can represent multi-modal diffusion, and suitable metrics such as generalised anisotropy (GA) and scaled entropy (SE) have been introduced. The effect of tensor rank was studied through simulations, and analysing high angular resolution diffusion imaging (HARDI) data from two volunteers, fit with rank-2, rank-4 and rank-6 tensors. The variation of GA and SE as a function of rank was investigated through difference maps and region of interest (ROI)-based comparisons. Results were correlated with orientation distribution functions (ODF) reconstructed with q-ball, and with colour-maps of the principal and second eigenvectors. Simulations revealed that rank-4 tensors are able to represent multi-modal diffusion, and that increasing rank further has a minor effect on measurements. IVOH was detected in subcortical regions of the corona radiata, along the superior longitudinal fasciculus, in the radiations of the genu of the corpus callosum, in peritrigonal white matter and along the inferior fronto-occipital and longitudinal fascicula. In these regions, elevating tensor rank increased anisotropy. This was also true for the corpus callosum, cingulum and anterior limb of the internal capsule, where increasing tensor rank resulted in patterns that, although mono-modal, were more anisotropic. In these regions the second eigenvector was coherently oriented. As rank-4 tensors have only 15 distinct elements, they can be determined without acquiring a large number of directions. By removing artefactual underestimation of anisotropy, their use may increase the sensitivity to pathological change.

摘要

二阶张量无法表示与体素内取向异质性(IVOH)相关的多模态扩散,IVOH发生在轴突取向不一致的地方,例如束交叉或发散的地方。在这种情况下,它们呈扁球形或球形,导致各向异性人为降低,可能掩盖轴突密度降低、髓鞘形成和完整性受损的情况。高阶张量可以表示多模态扩散,并且已经引入了诸如广义各向异性(GA)和缩放熵(SE)等合适的度量。通过模拟研究了张量阶数的影响,并分析了两名志愿者的高角分辨率扩散成像(HARDI)数据,分别用二阶、四阶和六阶张量进行拟合。通过差异图和基于感兴趣区域(ROI)的比较,研究了GA和SE随阶数的变化。结果与用q球重建的取向分布函数(ODF)以及主特征向量和第二特征向量的彩色图相关。模拟表明,四阶张量能够表示多模态扩散,并且进一步增加阶数对测量的影响较小。在放射冠的皮质下区域、沿上纵束、胼胝体膝部的放射、三角周白质以及沿额枕下束和纵束中检测到IVOH。在这些区域,提高张量阶数会增加各向异性。胼胝体、扣带和内囊前肢也是如此,在这些部位增加张量阶数会导致尽管是单模态但各向异性更强的模式。在这些区域,第二特征向量取向一致。由于四阶张量只有15个不同的元素,因此无需获取大量方向即可确定它们。通过消除各向异性的人为低估,使用它们可能会提高对病理变化的敏感性。

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