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The DTI Challenge: Toward Standardized Evaluation of Diffusion Tensor Imaging Tractography for Neurosurgery

Authors :
Pujol, Sonia
Wells, William
Pierpaoli, Carlo
Brun, Caroline
Gee, James
Cheng, Guang
Vemuri, Baba
Commowick, Olivier
Prima, Sylvain
Stamm, Aymeric
Goubran, Maged
Khan, Ali
Peters, Terry
Neher, Peter
Maier-Hein, Klaus H.
Shi, Yundi
Tristan-Vega, Antonio
Veni, Gopalkrishna
Whitaker, Ross
Styner, Martin
Westin, Carl-Fredrik
Gouttard, Sylvain
Norton, Isaiah
Chauvin, Laurent
Mamata, Hatsuho
Gerig, Guido
Nabavi, Arya
Golby, Alexandra
Kikinis, Ron
Surgical Planning Lab [Boston]
Brigham and Women's Hospital [Boston]
National Institute of Child Health and Human Development [Bethesda]
National Institutes of Health
Penn Image Computing & Science Lab [Philadelphia] (PICSL)
University of Pennsylvania
Department of Computer and Information Science and Engineering [Gainesville] (UF|CISE)
University of Florida [Gainesville] (UF)
Vision, Action et Gestion d'informations en Santé (VisAGeS)
Institut National de la Santé et de la Recherche Médicale (INSERM)-Inria Rennes – Bretagne Atlantique
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-SIGNAUX ET IMAGES NUMÉRIQUES, ROBOTIQUE (IRISA-D5)
Institut de Recherche en Informatique et Systèmes Aléatoires (IRISA)
Université de Rennes (UR)-Institut National des Sciences Appliquées - Rennes (INSA Rennes)
Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Institut National de Recherche en Informatique et en Automatique (Inria)-Télécom Bretagne-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-Université de Rennes (UR)-Institut National des Sciences Appliquées - Rennes (INSA Rennes)
Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Institut National de Recherche en Informatique et en Automatique (Inria)-Télécom Bretagne-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche en Informatique et Systèmes Aléatoires (IRISA)
Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Télécom Bretagne-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)
Robarts Research Institute [Canada]
University of Western Ontario (UWO)
German Cancer Research Center - Deutsches Krebsforschungszentrum [Heidelberg] (DKFZ)
University of North Carolina [Chapel Hill] (UNC)
University of North Carolina System (UNC)
Universidad de Valladolid [Valladolid] (UVa)
Scientific Computing and Imaging Institute (SCI Institute)
University of Utah
Laboratory of Mathematics in Imaging [Boston]
Department of Neurosurgery [Boston]
Department of Radiology [Boston]
International Neuroscience Institute (INI)
Commowick, Olivier
University of Pennsylvania [Philadelphia]
Université de Rennes 1 (UR1)
Université de Rennes (UNIV-RENNES)-Université de Rennes (UNIV-RENNES)-Institut National des Sciences Appliquées - Rennes (INSA Rennes)
Institut National des Sciences Appliquées (INSA)-Université de Rennes (UNIV-RENNES)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Institut National de Recherche en Informatique et en Automatique (Inria)-Télécom Bretagne-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-Université de Rennes 1 (UR1)
Institut National des Sciences Appliquées (INSA)-Université de Rennes (UNIV-RENNES)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Institut National de Recherche en Informatique et en Automatique (Inria)-Télécom Bretagne-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche en Informatique et Systèmes Aléatoires (IRISA)
Institut National des Sciences Appliquées (INSA)-Université de Rennes (UNIV-RENNES)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Télécom Bretagne-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)
Source :
Journal of Neuroimaging, Journal of Neuroimaging, 2015, pp.8. ⟨10.1111/jon.12283⟩, Medical Biophysics Publications, Journal of Neuroimaging, Wiley, 2015, pp.8. ⟨10.1111/jon.12283⟩
Publication Year :
2015
Publisher :
HAL CCSD, 2015.

Abstract

© 2015 by the American Society of Neuroimaging. 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.

Details

Language :
English
ISSN :
10512284 and 15526569
Database :
OpenAIRE
Journal :
Journal of Neuroimaging, Journal of Neuroimaging, 2015, pp.8. ⟨10.1111/jon.12283⟩, Medical Biophysics Publications, Journal of Neuroimaging, Wiley, 2015, pp.8. ⟨10.1111/jon.12283⟩
Accession number :
edsair.pmid.dedup....0994f71f1e62c8188ac5595afdfd41fa