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

Authors: Marc Pawlitzki; Marc Pawlitzki; Sven Schippling; Jörn Kaufmann; Mircea Ariel Schoenfeld; M. Wagner; Kristian Loewe; +1 Authors

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

Abstract

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.

NeuroImage: Clinical, 22

ISSN:2213-1582

Country
Switzerland
Keywords

2805 Cognitive Neuroscience, Adult, Male, Multiple Sclerosis, Computer applications to medicine. Medical informatics, R858-859.7, 610 Medicine & health, Diffusion MRI, Multiple sclerosis, Young Adult, Magnetic resonance imaging, Internal Capsule, Image Processing, Computer-Assisted, 2741 Radiology, Nuclear Medicine and Imaging, Humans, Optic radiation, Visual Pathways, Magnetic resonance imaging; Multiple sclerosis; Fiber tracking; Probabilistic tractography; Diffusion MRI; Optic radiation; ACT, RC346-429, Aged, Visual Cortex, Multiple sclerosis ; Optic radiation ; Probabilistic tractography ; Magnetic resonance imaging ; Diffusion MRI ; Fiber tracking ; ACT, Regular Article, Middle Aged, White Matter, ACT, Probabilistic tractography, 10040 Clinic for Neurology, 2728 Neurology (clinical), Diffusion Magnetic Resonance Imaging, Diffusion Tensor Imaging, 2808 Neurology, Female, Fiber tracking, Neurology. Diseases of the nervous system

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
20
Top 10%
Average
Top 10%
Green
gold