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Anatomically constrained tractography facilitates biologically plausible fiber reconstruction of the optic radiation in multiple sclerosis

机译:解剖学上的约束性束摄影有助于多发性硬化症中光辐射的生物学上合理的纤维重建

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摘要

Diffusion-weighted magnetic resonance imaging (dMRI) enables the microstructural characterization and reconstruction of white matter pathways in vivo non-invasively. However, dMRI only provides information on the orientation of potential fibers but not on their anatomical plausibility. To that end, recent methodological advances facilitate the effective use of anatomical priors in the process of fiber reconstruction, thus improving the accuracy of the results. Here, we investigated the potential of anatomically constrained tracking (ACT), a modular addition to the tractography software package MRtrix3, to accurately reconstruct the optic radiation, a commonly affected pathway in multiple sclerosis (MS). Diffusion MRI data were acquired from 28 MS patients and 22 age- and sex-matched healthy controls. For each participant, the optic radiation was segmented based on the fiber reconstruction obtained using ACT. When implementing ACT in MS, it proved essential to incorporate lesion maps to avoid incorrect reconstructions due to tissue-type misclassifications in lesional areas. The ACT-based results were compared with those obtained using two commonly used probabilistic fiber tracking procedures, based on FSL (FMRIB Software Library) and MRtrix3 without ACT. All three procedures enabled a reliable localization of the optic radiation in both MS patients and controls. However, for FSL and MRtrix3 without ACT it was necessary to place an additional waypoint halfway between the lateral geniculate nucleus and the primary visual cortex to filter out anatomically implausible tracks. In the case of ACT, the results with and without an additional waypoint were virtually identical, presumably because the employed anatomical constraints already prevented the occurrence of the most implausible tracks. Irrespective of the employed tractography procedure, increased diffusivity and decreased anisotropy were found in the optic radiation of the MS patients compared to the controls.
机译:扩散加权磁共振成像(dMRI)能够在体内无创地对白质途径进行微观结构表征和重建。但是,dMRI仅提供有关潜在纤维方向的信息,而不能提供其解剖学上的合理性。为此,最新的方法学进展促进了纤维重建过程中解剖先验的有效利用,从而提高了结果的准确性。在这里,我们调查了解剖约束跟踪(ACT)的潜力,这是对tractography软件包MRtrix3的模块化补充,可以准确地重建视力辐射,这是多发性硬化症(MS)中通常受影响的途径。扩散MRI数据来自28位MS患者以及22位年龄和性别匹配的健康对照。对于每个参与者,根据使用ACT获得的纤维重建,对光辐射进行分段。在MS中实施ACT时,已证明必须合并病灶图,以避免由于病灶区域中的组织类型错误分类而导致的错误重建。将基于ACT的结果与使用两种基于FSL(FMRIB软件库)和不带ACT的MRtrix3的常用概率光纤跟踪程序获得的结果进行比较。所有这三种程序均能在MS患者和对照中可靠地定位光辐射。但是,对于不带ACT的FSL和MRtrix3,必须在外侧膝状核和初级视觉皮层之间的中间放置一个额外的航路点,以滤除解剖上不可信的轨迹。在ACT的情况下,使用和不使用附加航路点的结果实际上是相同的,大概是因为所采用的解剖学约束已经阻止了最难以置信的航迹的发生。与采用对照的摄影术无关,在MS患者的光辐射中发现弥散性增加和各向异性降低。

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