TY - JOUR
T1 - The DTI Challenge
T2 - Toward Standardized Evaluation of Diffusion Tensor Imaging Tractography for Neurosurgery
AU - Pujol, Sonia
AU - Wells, William
AU - Pierpaoli, Carlo
AU - Brun, Caroline
AU - Gee, James
AU - Cheng, Guang
AU - Vemuri, Baba
AU - Commowick, Olivier
AU - Prima, Sylvain
AU - Stamm, Aymeric
AU - Goubran, Maged
AU - Khan, Ali
AU - Peters, Terry
AU - Neher, Peter
AU - Maier-Hein, Klaus H.
AU - Shi, Yundi
AU - Tristan-Vega, Antonio
AU - Veni, Gopalkrishna
AU - Whitaker, Ross
AU - Styner, Martin
AU - Westin, Carl Fredrik
AU - Gouttard, Sylvain
AU - Norton, Isaiah
AU - Chauvin, Laurent
AU - Mamata, Hatsuho
AU - Gerig, Guido
AU - Nabavi, Arya
AU - Golby, Alexandra
AU - Kikinis, Ron
N1 - Publisher Copyright:
© 2015 by the American Society of Neuroimaging.
PY - 2015/11/1
Y1 - 2015/11/1
N2 - Diffusion tensor imaging (DTI) tractography reconstruction of white matter pathways can help guide brain tumor resection. However, DTI tracts are complex mathematical objects and the validity of tractography-derived information in clinical settings has yet to be fully established. To address this issue, we initiated the DTI Challenge, an international working group of clinicians and scientists whose goal was to provide standardized evaluation of tractography methods for neurosurgery. The purpose of this empirical study was to evaluate different tractography techniques in the first DTI Challenge workshop. Eight international teams from leading institutions reconstructed the pyramidal tract in four neurosurgical cases presenting with a glioma near the motor cortex. Tractography methods included deterministic, probabilistic, filtered, and global approaches. Standardized evaluation of the tracts consisted in the qualitative review of the pyramidal pathways by a panel of neurosurgeons and DTI experts and the quantitative evaluation of the degree of agreement among methods. RESULTS: The evaluation of tractography reconstructions showed a great interalgorithm variability. Although most methods found projections of the pyramidal tract from the medial portion of the motor strip, only a few algorithms could trace the lateral projections from the hand, face, and tongue area. In addition, the structure of disagreement among methods was similar across hemispheres despite the anatomical distortions caused by pathological tissues. The DTI Challenge provides a benchmark for the standardized evaluation of tractography methods on neurosurgical data. This study suggests that there are still limitations to the clinical use of tractography for neurosurgical decision making.
AB - Diffusion tensor imaging (DTI) tractography reconstruction of white matter pathways can help guide brain tumor resection. However, DTI tracts are complex mathematical objects and the validity of tractography-derived information in clinical settings has yet to be fully established. To address this issue, we initiated the DTI Challenge, an international working group of clinicians and scientists whose goal was to provide standardized evaluation of tractography methods for neurosurgery. The purpose of this empirical study was to evaluate different tractography techniques in the first DTI Challenge workshop. Eight international teams from leading institutions reconstructed the pyramidal tract in four neurosurgical cases presenting with a glioma near the motor cortex. Tractography methods included deterministic, probabilistic, filtered, and global approaches. Standardized evaluation of the tracts consisted in the qualitative review of the pyramidal pathways by a panel of neurosurgeons and DTI experts and the quantitative evaluation of the degree of agreement among methods. RESULTS: The evaluation of tractography reconstructions showed a great interalgorithm variability. Although most methods found projections of the pyramidal tract from the medial portion of the motor strip, only a few algorithms could trace the lateral projections from the hand, face, and tongue area. In addition, the structure of disagreement among methods was similar across hemispheres despite the anatomical distortions caused by pathological tissues. The DTI Challenge provides a benchmark for the standardized evaluation of tractography methods on neurosurgical data. This study suggests that there are still limitations to the clinical use of tractography for neurosurgical decision making.
KW - Brain gliomas
KW - Diffusion MRI
KW - Diffusion tensor imaging (DTI)
KW - Neurosurgery
KW - Tractography
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U2 - 10.1111/jon.12283
DO - 10.1111/jon.12283
M3 - Article
C2 - 26259925
AN - SCOPUS:84944512101
SN - 1051-2284
VL - 25
SP - 875
EP - 882
JO - Journal of Neuroimaging
JF - Journal of Neuroimaging
IS - 6
ER -