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Publikacije (119)

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M. Barakovic, G. Girard, D. Romascano, Jonathan R. Lopez, M. Descoteaux, G. Innocenti, Derek K. Jones, J. Thiran et al.

Matteo Frigo, M. Barakovic, J. Thiran, Alessandro Daducci

Klaus Hermann Maier-Hein, P. Neher, Jean-Christophe Houde, Marc-Alexandre Côté, E. Garyfallidis, Jidan Zhong, M. Chamberland, F. Yeh et al.

Tractography based on non-invasive diffusion imaging is central to the study of human brain connectivity. To date, the approach has not been systematically validated in ground truth studies. Based on a simulated human brain data set with ground truth tracts, we organized an open international tractography challenge, which resulted in 96 distinct submissions from 20 research groups. Here, we report the encouraging finding that most state-of-the-art algorithms produce tractograms containing 90% of the ground truth bundles (to at least some extent). However, the same tractograms contain many more invalid than valid bundles, and half of these invalid bundles occur systematically across research groups. Taken together, our results demonstrate and confirm fundamental ambiguities inherent in tract reconstruction based on orientation information alone, which need to be considered when interpreting tractography and connectivity results. Our approach provides a novel framework for estimating reliability of tractography and encourages innovation to address its current limitations. Though tractography is widely used, it has not been systematically validated. Here, authors report results from 20 groups showing that many tractography algorithms produce both valid and invalid bundles.

Klaus Hermann Maier-Hein, P. Neher, Jean-Christophe Houde, Marc-Alexandre Côté, E. Garyfallidis, Jidan Zhong, M. Chamberland, F. Yeh et al.

Fiber tractography based on non-invasive diffusion imaging is at the heart of connectivity studies of the human brain. To date, the approach has not been systematically validated in ground truth studies. Based on a simulated human brain dataset with ground truth white matter tracts, we organized an open international tractography challenge, which resulted in 96 distinct submissions from 20 research groups. While most state-of-the-art algorithms reconstructed 90% of ground truth bundles to at least some extent, on average they produced four times more invalid than valid bundles. About half of the invalid bundles occurred systematically in the majority of submissions. Our results demonstrate fundamental ambiguities inherent to tract reconstruction methods based on diffusion orientation information, with critical consequences for the approach of diffusion tractography in particular and human connectivity studies in general.

A. Cagol, R. Rahmanzadeh, M. Barakovic, Po-Jui Lu, M. Weigel, L. Melie-García, A. Lutti, Thanh D. Nguyen et al.

Thalamus represents a pivotal structure to study MS-associated neurodegeneration. In this study we investigated the alterations in thalamic microstructure of MS patients by using magnetization transfer saturation (MTsat), T1-relaxometry, and myelin water fraction (MWF). Compared to healthy controls (HCs), MS patients presented significant modifications in the thalamic quantitative MRI metrics, suggesting ongoing microstructural and myelin loss. The thalamic quantitative MRI metrics explored showed variable degrees of association with MS lesion burden, brain atrophic changes, as well as with clinical and cognitive disability.

Francesco La Rosa, A. Abdulkadir, João Fartaria, R. Rahmanzadeh, Po-Jui Lu, R. Galbusera, M. Barakovic, J. Thiran et al.

R. Galbusera, E. Bahn, M. Weigel, Po-Jui Lu, J. Franz, M. Barakovic, S. Schaedelin, L. Melie-García et al.

We have characterized the imaging correlates of subpial demyelination in the cerebral cortex of MS patients by exploiting multiparametric postmortem qMRI and histopathology. MTsat, qT1 and AD were the measures that best captured subpial lesions pathology. Additionally, we found that some subpial lesions exhibit a juxta-cortical rim of increased susceptibility and show lower MWF than the ones without rim.

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