Literature DB >> 30213755

Anatomical accuracy of standard-practice tractography algorithms in the motor system - A histological validation in the squirrel monkey brain.

Kurt G Schilling1, Yurui Gao2, Iwona Stepniewska3, Vaibhav Janve2, Bennett A Landman4, Adam W Anderson5.   

Abstract

For two decades diffusion fiber tractography has been used to probe both the spatial extent of white matter pathways and the region to region connectivity of the brain. In both cases, anatomical accuracy of tractography is critical for sound scientific conclusions. Here we assess and validate the algorithms and tractography implementations that have been most widely used - often because of ease of use, algorithm simplicity, or availability offered in open source software. Comparing forty tractography results to a ground truth defined by histological tracers in the primary motor cortex on the same squirrel monkey brains, we assess tract fidelity on the scale of voxels as well as over larger spatial domains or regional connectivity. No algorithms are successful in all metrics, and, in fact, some implementations fail to reconstruct large portions of pathways or identify major points of connectivity. The accuracy is most dependent on reconstruction method and tracking algorithm, as well as the seed region and how this region is utilized. We also note a tremendous variability in the results, even though the same MR images act as inputs to all algorithms. In addition, anatomical accuracy is significantly decreased at increased distances from the seed. An analysis of the spatial errors in tractography reveals that many techniques have trouble properly leaving the gray matter, and many only reveal connectivity to adjacent regions of interest. These results show that the most commonly implemented algorithms have several shortcomings and limitations, and choices in implementations lead to very different results. This study should provide guidance for algorithm choices based on study requirements for sensitivity, specificity, or the need to identify particular connections, and should serve as a heuristic for future developments in tractography.
Copyright © 2018 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Accuracy; Diffusion magnetic resonance imaging; Dispersion; HARDI; Histology; Tractography; Validation

Mesh:

Year:  2018        PMID: 30213755      PMCID: PMC6855403          DOI: 10.1016/j.mri.2018.09.004

Source DB:  PubMed          Journal:  Magn Reson Imaging        ISSN: 0730-725X            Impact factor:   2.546


  66 in total

1.  Dynamic changes in corticospinal tracts after stroke detected by fibretracking.

Authors:  M Møller; J Frandsen; G Andersen; A Gjedde; P Vestergaard-Poulsen; L Østergaard
Journal:  J Neurol Neurosurg Psychiatry       Date:  2007-01-08       Impact factor: 10.154

2.  Tractometer: towards validation of tractography pipelines.

Authors:  Marc-Alexandre Côté; Gabriel Girard; Arnaud Boré; Eleftherios Garyfallidis; Jean-Christophe Houde; Maxime Descoteaux
Journal:  Med Image Anal       Date:  2013-04-25       Impact factor: 8.545

3.  Superficial white matter fiber systems impede detection of long-range cortical connections in diffusion MR tractography.

Authors:  Colin Reveley; Anil K Seth; Carlo Pierpaoli; Afonso C Silva; David Yu; Richard C Saunders; David A Leopold; Frank Q Ye
Journal:  Proc Natl Acad Sci U S A       Date:  2015-05-11       Impact factor: 11.205

4.  White matter integrity, fiber count, and other fallacies: the do's and don'ts of diffusion MRI.

Authors:  Derek K Jones; Thomas R Knösche; Robert Turner
Journal:  Neuroimage       Date:  2012-07-23       Impact factor: 6.556

5.  Diffusion tensor imaging of time-dependent axonal and myelin degradation after corpus callosotomy in epilepsy patients.

Authors:  Luis Concha; Donald W Gross; B Matt Wheatley; Christian Beaulieu
Journal:  Neuroimage       Date:  2006-06-09       Impact factor: 6.556

6.  Accuracy of image registration between MRI and light microscopy in the ex vivo brain.

Authors:  Ann S Choe; Yurui Gao; Xia Li; Keegan B Compton; Iwona Stepniewska; Adam W Anderson
Journal:  Magn Reson Imaging       Date:  2011-05-05       Impact factor: 2.546

7.  A brain MRI atlas of the common squirrel monkey, Saimiri sciureus.

Authors:  Yurui Gao; Shweta P Khare; Swetasudha Panda; Ann S Choe; Iwona Stepniewska; Xia Li; Zhoahua Ding; Adam Anderson; Bennett A Landman
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2014-03-13

8.  Diffusion tensor imaging of the corticospinal tract and walking performance in multiple sclerosis.

Authors:  Elizabeth A Hubbard; Nathan C Wetter; Bradley P Sutton; Lara A Pilutti; Robert W Motl
Journal:  J Neurol Sci       Date:  2016-02-18       Impact factor: 3.181

Review 9.  Just pretty pictures? What diffusion tractography can add in clinical neuroscience.

Authors:  Heidi Johansen-Berg; Timothy E J Behrens
Journal:  Curr Opin Neurol       Date:  2006-08       Impact factor: 5.710

10.  Validation of High-Resolution Tractography Against In Vivo Tracing in the Macaque Visual Cortex.

Authors:  Hojjatollah Azadbakht; Laura M Parkes; Hamied A Haroon; Mark Augath; Nikos K Logothetis; Alex de Crespigny; Helen E D'Arceuil; Geoffrey J M Parker
Journal:  Cereb Cortex       Date:  2015-03-18       Impact factor: 5.357

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  15 in total

Review 1.  Challenges in diffusion MRI tractography - Lessons learned from international benchmark competitions.

Authors:  Kurt G Schilling; Alessandro Daducci; Klaus Maier-Hein; Cyril Poupon; Jean-Christophe Houde; Vishwesh Nath; Adam W Anderson; Bennett A Landman; Maxime Descoteaux
Journal:  Magn Reson Imaging       Date:  2018-11-29       Impact factor: 2.546

2.  Histologically derived fiber response functions for diffusion MRI vary across white matter fibers-An ex vivo validation study in the squirrel monkey brain.

Authors:  Kurt G Schilling; Yurui Gao; Iwona Stepniewska; Vaibhav Janve; Bennett A Landman; Adam W Anderson
Journal:  NMR Biomed       Date:  2019-03-25       Impact factor: 4.044

3.  Brain connections derived from diffusion MRI tractography can be highly anatomically accurate-if we know where white matter pathways start, where they end, and where they do not go.

Authors:  Kurt G Schilling; Laurent Petit; Francois Rheault; Samuel Remedios; Carlo Pierpaoli; Adam W Anderson; Bennett A Landman; Maxime Descoteaux
Journal:  Brain Struct Funct       Date:  2020-08-20       Impact factor: 3.270

4.  Limits to anatomical accuracy of diffusion tractography using modern approaches.

Authors:  Kurt G Schilling; Vishwesh Nath; Colin Hansen; Prasanna Parvathaneni; Justin Blaber; Yurui Gao; Peter Neher; Dogu Baran Aydogan; Yonggang Shi; Mario Ocampo-Pineda; Simona Schiavi; Alessandro Daducci; Gabriel Girard; Muhamed Barakovic; Jonathan Rafael-Patino; David Romascano; Gaëtan Rensonnet; Marco Pizzolato; Alice Bates; Elda Fischi; Jean-Philippe Thiran; Erick J Canales-Rodríguez; Chao Huang; Hongtu Zhu; Liming Zhong; Ryan Cabeen; Arthur W Toga; Francois Rheault; Guillaume Theaud; Jean-Christophe Houde; Jasmeen Sidhu; Maxime Chamberland; Carl-Fredrik Westin; Tim B Dyrby; Ragini Verma; Yogesh Rathi; M Okan Irfanoglu; Cibu Thomas; Carlo Pierpaoli; Maxime Descoteaux; Adam W Anderson; Bennett A Landman
Journal:  Neuroimage       Date:  2018-10-11       Impact factor: 6.556

5.  Neurite orientation dispersion and density imaging quantifies corticospinal tract microstructural organization in children with unilateral cerebral palsy.

Authors:  Samuel T Nemanich; Bryon A Mueller; Bernadette T Gillick
Journal:  Hum Brain Mapp       Date:  2019-07-29       Impact factor: 5.038

6.  Mapping the human corticoreticular pathway with multimodal delineation of the gigantocellular reticular nucleus and high-resolution diffusion tractography.

Authors:  Pierce Boyne; Mark DiFrancesco; Oluwole O Awosika; Brady Williamson; Jennifer Vannest
Journal:  J Neurol Sci       Date:  2021-12-17       Impact factor: 3.181

7.  Tractography dissection variability: What happens when 42 groups dissect 14 white matter bundles on the same dataset?

Authors:  Kurt G Schilling; François Rheault; Laurent Petit; Colin B Hansen; Vishwesh Nath; Fang-Cheng Yeh; Gabriel Girard; Muhamed Barakovic; Jonathan Rafael-Patino; Thomas Yu; Elda Fischi-Gomez; Marco Pizzolato; Mario Ocampo-Pineda; Simona Schiavi; Erick J Canales-Rodríguez; Alessandro Daducci; Cristina Granziera; Giorgio Innocenti; Jean-Philippe Thiran; Laura Mancini; Stephen Wastling; Sirio Cocozza; Maria Petracca; Giuseppe Pontillo; Matteo Mancini; Sjoerd B Vos; Vejay N Vakharia; John S Duncan; Helena Melero; Lidia Manzanedo; Emilio Sanz-Morales; Ángel Peña-Melián; Fernando Calamante; Arnaud Attyé; Ryan P Cabeen; Laura Korobova; Arthur W Toga; Anupa Ambili Vijayakumari; Drew Parker; Ragini Verma; Ahmed Radwan; Stefan Sunaert; Louise Emsell; Alberto De Luca; Alexander Leemans; Claude J Bajada; Hamied Haroon; Hojjatollah Azadbakht; Maxime Chamberland; Sila Genc; Chantal M W Tax; Ping-Hong Yeh; Rujirutana Srikanchana; Colin D Mcknight; Joseph Yuan-Mou Yang; Jian Chen; Claire E Kelly; Chun-Hung Yeh; Jerome Cochereau; Jerome J Maller; Thomas Welton; Fabien Almairac; Kiran K Seunarine; Chris A Clark; Fan Zhang; Nikos Makris; Alexandra Golby; Yogesh Rathi; Lauren J O'Donnell; Yihao Xia; Dogu Baran Aydogan; Yonggang Shi; Francisco Guerreiro Fernandes; Mathijs Raemaekers; Shaun Warrington; Stijn Michielse; Alonso Ramírez-Manzanares; Luis Concha; Ramón Aranda; Mariano Rivera Meraz; Garikoitz Lerma-Usabiaga; Lucas Roitman; Lucius S Fekonja; Navona Calarco; Michael Joseph; Hajer Nakua; Aristotle N Voineskos; Philippe Karan; Gabrielle Grenier; Jon Haitz Legarreta; Nagesh Adluru; Veena A Nair; Vivek Prabhakaran; Andrew L Alexander; Koji Kamagata; Yuya Saito; Wataru Uchida; Christina Andica; Masahiro Abe; Roza G Bayrak; Claudia A M Gandini Wheeler-Kingshott; Egidio D'Angelo; Fulvia Palesi; Giovanni Savini; Nicolò Rolandi; Pamela Guevara; Josselin Houenou; Narciso López-López; Jean-François Mangin; Cyril Poupon; Claudio Román; Andrea Vázquez; Chiara Maffei; Mavilde Arantes; José Paulo Andrade; Susana Maria Silva; Vince D Calhoun; Eduardo Caverzasi; Simone Sacco; Michael Lauricella; Franco Pestilli; Daniel Bullock; Yang Zhan; Edith Brignoni-Perez; Catherine Lebel; Jess E Reynolds; Igor Nestrasil; René Labounek; Christophe Lenglet; Amy Paulson; Stefania Aulicka; Sarah R Heilbronner; Katja Heuer; Bramsh Qamar Chandio; Javier Guaje; Wei Tang; Eleftherios Garyfallidis; Rajikha Raja; Adam W Anderson; Bennett A Landman; Maxime Descoteaux
Journal:  Neuroimage       Date:  2021-08-22       Impact factor: 7.400

8.  In vivo probabilistic atlas of white matter tracts of the human subthalamic area combining track density imaging and optimized diffusion tractography.

Authors:  Gianpaolo Antonio Basile; Marina Quartu; Salvatore Bertino; Maria Pina Serra; Marcello Trucas; Marianna Boi; Roberto Demontis; Alessia Bramanti; Giuseppe Pio Anastasi; Demetrio Milardi; Rosella Ciurleo; Alberto Cacciola
Journal:  Brain Struct Funct       Date:  2022-09-17       Impact factor: 3.748

9.  LEARNING 3D WHITE MATTER MICROSTRUCTURE FROM 2D HISTOLOGY.

Authors:  Vishwesh Nath; Kurt G Schilling; Samuel Remedios; Roza G Bayrak; Yurui Gao; Justin A Blaber; Yuankai Huo; Bennett A Landman; A W Anderson
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2019-07-11

10.  The Complex Hodological Architecture of the Macaque Dorsal Intraparietal Areas as Emerging from Neural Tracers and DW-MRI Tractography.

Authors:  Roberto Caminiti; Gabriel Girard; Alexandra Battaglia-Mayer; Elena Borra; Andrea Schito; Giorgio M Innocenti; Giuseppe Luppino
Journal:  eNeuro       Date:  2021-07-07
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