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Validation of tractography: Comparison with manganese tracing

In this study, we used invasive tracing to evaluate white matter tractography methods based on ex vivo diffusion‐weighted magnetic resonance imaging (dwMRI) data. A representative selection of tractography methods were compared to manganese tracing on a voxel‐wise basis, and a more qualitative asses...

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Detalles Bibliográficos
Autores principales: Knösche, Thomas R., Anwander, Alfred, Liptrot, Matthew, Dyrby, Tim B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5034837/
https://www.ncbi.nlm.nih.gov/pubmed/26178765
http://dx.doi.org/10.1002/hbm.22902
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author Knösche, Thomas R.
Anwander, Alfred
Liptrot, Matthew
Dyrby, Tim B.
author_facet Knösche, Thomas R.
Anwander, Alfred
Liptrot, Matthew
Dyrby, Tim B.
author_sort Knösche, Thomas R.
collection PubMed
description In this study, we used invasive tracing to evaluate white matter tractography methods based on ex vivo diffusion‐weighted magnetic resonance imaging (dwMRI) data. A representative selection of tractography methods were compared to manganese tracing on a voxel‐wise basis, and a more qualitative assessment examined whether, and to what extent, certain fiber tracts and gray matter targets were reached. While the voxel‐wise agreement was very limited, qualitative assessment revealed that tractography is capable of finding the major fiber tracts, although there were some differences between the methods. However, false positive connections were very common and, in particular, we discovered that it is not possible to achieve high sensitivity (i.e., few false negatives) and high specificity (i.e., few false positives) at the same time. Closer inspection of the results led to the conclusion that these problems mainly originate from regions with complex fiber arrangements or high curvature and are not easily resolved by sophisticated local models alone. Instead, the crucial challenge in making tractography a truly useful and reliable tool in brain research and neurology lies in the acquisition of better data. In particular, the increase of spatial resolution, under preservation of the signal‐to‐noise‐ratio, is key. Hum Brain Mapp 36:4116–4134, 2015. © 2015 The Authors Human Brain Mapping Published by Wiley Periodicals, Inc.
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spelling pubmed-50348372016-10-03 Validation of tractography: Comparison with manganese tracing Knösche, Thomas R. Anwander, Alfred Liptrot, Matthew Dyrby, Tim B. Hum Brain Mapp Research Articles In this study, we used invasive tracing to evaluate white matter tractography methods based on ex vivo diffusion‐weighted magnetic resonance imaging (dwMRI) data. A representative selection of tractography methods were compared to manganese tracing on a voxel‐wise basis, and a more qualitative assessment examined whether, and to what extent, certain fiber tracts and gray matter targets were reached. While the voxel‐wise agreement was very limited, qualitative assessment revealed that tractography is capable of finding the major fiber tracts, although there were some differences between the methods. However, false positive connections were very common and, in particular, we discovered that it is not possible to achieve high sensitivity (i.e., few false negatives) and high specificity (i.e., few false positives) at the same time. Closer inspection of the results led to the conclusion that these problems mainly originate from regions with complex fiber arrangements or high curvature and are not easily resolved by sophisticated local models alone. Instead, the crucial challenge in making tractography a truly useful and reliable tool in brain research and neurology lies in the acquisition of better data. In particular, the increase of spatial resolution, under preservation of the signal‐to‐noise‐ratio, is key. Hum Brain Mapp 36:4116–4134, 2015. © 2015 The Authors Human Brain Mapping Published by Wiley Periodicals, Inc. John Wiley and Sons Inc. 2015-07-14 /pmc/articles/PMC5034837/ /pubmed/26178765 http://dx.doi.org/10.1002/hbm.22902 Text en © 2015 The Authors Human Brain Mapping Published by Wiley Periodicals, Inc. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Knösche, Thomas R.
Anwander, Alfred
Liptrot, Matthew
Dyrby, Tim B.
Validation of tractography: Comparison with manganese tracing
title Validation of tractography: Comparison with manganese tracing
title_full Validation of tractography: Comparison with manganese tracing
title_fullStr Validation of tractography: Comparison with manganese tracing
title_full_unstemmed Validation of tractography: Comparison with manganese tracing
title_short Validation of tractography: Comparison with manganese tracing
title_sort validation of tractography: comparison with manganese tracing
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5034837/
https://www.ncbi.nlm.nih.gov/pubmed/26178765
http://dx.doi.org/10.1002/hbm.22902
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