Validation of tractography: Comparison with manganese tracing

Thomas R. Knösche, Alfred Anwander, Matthew George Liptrot, Tim B. Dyrby

Research output: Contribution to journalJournal articleResearchpeer-review

Abstract

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.
Original languageEnglish
JournalHuman Brain Mapping
Volume36
Issue number10
Pages (from-to)4116-4134
ISSN1065-9471
DOIs
Publication statusPublished - 2015
Externally publishedYes

Keywords

  • MRI
  • Brain connections
  • DTI
  • Crossing fibers
  • White matter
  • Tracking

Cite this

Knösche, T. R., Anwander, A., Liptrot, M. G., & Dyrby, T. B. (2015). Validation of tractography: Comparison with manganese tracing. Human Brain Mapping, 36(10), 4116-4134. https://doi.org/10.1002/hbm.22902
Knösche, Thomas R. ; Anwander, Alfred ; Liptrot, Matthew George ; Dyrby, Tim B. / Validation of tractography: Comparison with manganese tracing. In: Human Brain Mapping. 2015 ; Vol. 36, No. 10. pp. 4116-4134.
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Knösche, TR, Anwander, A, Liptrot, MG & Dyrby, TB 2015, 'Validation of tractography: Comparison with manganese tracing', Human Brain Mapping, vol. 36, no. 10, pp. 4116-4134. https://doi.org/10.1002/hbm.22902

Validation of tractography: Comparison with manganese tracing. / Knösche, Thomas R. ; Anwander, Alfred; Liptrot, Matthew George; Dyrby, Tim B.

In: Human Brain Mapping, Vol. 36, No. 10, 2015, p. 4116-4134.

Research output: Contribution to journalJournal articleResearchpeer-review

TY - JOUR

T1 - Validation of tractography: Comparison with manganese tracing

AU - Knösche, Thomas R.

AU - Anwander, Alfred

AU - Liptrot, Matthew George

AU - Dyrby, Tim B.

PY - 2015

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N2 - 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.

AB - 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.

KW - MRI

KW - Brain connections

KW - DTI

KW - Crossing fibers

KW - White matter

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