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Tensor‐based morphometry using scalar and directional information of diffusion tensor MRI data (DTBM): Application to hereditary spastic paraplegia

机译:基于张量的形态学使用扩散张量MRI数据的标量和方向信息(DTBM):在遗传性痉挛性截瘫中的应用

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摘要

Tensor‐based morphometry (TBM) performed using T1‐weighted images (T1WIs) is a well‐established method for analyzing local morphological changes occurring in the brain due to normal aging and disease. However, in white matter regions that appear homogeneous on T1WIs, T1W‐TBM may be inadequate for detecting changes that affect specific pathways. In these regions, diffusion tensor MRI (DTI) can identify white matter pathways on the basis of their different anisotropy and orientation. In this study, we propose performing TBM using deformation fields constructed using all scalar and directional information provided by the diffusion tensor (DTBM) with the goal of increasing sensitivity in detecting morphological abnormalities of specific white matter pathways. Previously, mostly fractional anisotropy (FA) has been used to drive registration in diffusion MRI‐based TBM (FA‐TBM). However, FA does not have the directional information that the tensors contain, therefore, the registration based on tensors provides better alignment of brain structures and better localization of volume change. We compare our DTBM method to both T1W‐TBM and FA‐TBM in investigating differences in brain morphology between patients with complicated hereditary spastic paraplegia of type 11 (SPG11) and a group of healthy controls. Effect size maps of T1W‐TBM of SPG11 patients showed diffuse atrophy of white matter. However, DTBM indicated that atrophy was more localized, predominantly affecting several long‐range pathways. The results of our study suggest that DTBM could be a powerful tool for detecting morphological changes of specific white matter pathways in normal brain development and aging, as well as in degenerative disorders.
机译:使用T1加权图像(T1WI)进行的基于张量的形态测量(TBM)是一种成熟的方法,用于分析由于正常的衰老和疾病而在大脑中发生的局部形态变化。但是,在T1WI上看起来均质的白质区域中,T1W-TBM可能不足以检测影响特定途径的变化。在这些区域,扩散张量MRI(DTI)可以根据其不同的各向异性和方向来识别白质途径。在这项研究中,我们建议使用变形场执行TBM,该变形场使用由扩散张量(DTBM)提供的所有标量和方向信息构造,目的是提高检测特定白质途径形态异常的敏感性。以前,大部分分数各向异性(FA)已用于驱动基于扩散MRI的TBM(FA-TBM)中的配准。但是,FA没有张量包含的方向信息,因此,基于张量的配准可提供更好的大脑结构对齐和更好的体积变化定位。我们将DTBM方法与T1W-TBM和FA-TBM进行了比较,以研究11型复杂遗传性痉挛性截瘫(SPG11)患者和一组健康对照者的脑形态差异。 SPG11患者的T1W-TBM的效应量图显示白质弥漫性萎缩。但是,DTBM表明萎缩更局限,主要影响几种远距离通路。我们的研究结果表明,DTBM可能是检测正常大脑发育和衰老以及变性疾病中特定白质途径形态变化的有力工具。

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