Literature DB >> 30997599

Cellular Automata Tractography: Fast Geodesic Diffusion MR Tractography and Connectivity Based Segmentation on the GPU.

Andac Hamamci1.   

Abstract

Geodesic based tractography on diffusion magnetic resonance data is a method to devise long distance connectivities among the brain regions. In this study, cellular automata technique is applied to the geodesic tractography problem and the algorithm is implemented on a graphics processing unit. Cellular automaton based method is preferable to current techniques due to its parallel nature and ability to solve the connectivity based segmentation problem with the same computational complexity, which has important applications in neuroimaging. An application to prior-less tracking and connectivity based segmentation of corpus callosum fibers is presented as an example. A geodesic tractography based corpus callosum atlas is provided, which reveals high projections to the cortical language areas. The developed method not only allows fast computation especially for segmentation but also provides a powerful and intuitive framework, suitable to derive new algorithms to perform connectivity calculations and allowing novel applications.

Keywords:  Cellular automata; Connectivity; Connectivity based segmentation; Corpus callosum parcellation; Diffusion MRI; Geodesic tractography; Graphics processing unit; Shortest-paths

Year:  2020        PMID: 30997599     DOI: 10.1007/s12021-019-09425-y

Source DB:  PubMed          Journal:  Neuroinformatics        ISSN: 1539-2791


  61 in total

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Authors:  Michael W Weiner; Paul S Aisen; Clifford R Jack; William J Jagust; John Q Trojanowski; Leslie Shaw; Andrew J Saykin; John C Morris; Nigel Cairns; Laurel A Beckett; Arthur Toga; Robert Green; Sarah Walter; Holly Soares; Peter Snyder; Eric Siemers; William Potter; Patricia E Cole; Mark Schmidt
Journal:  Alzheimers Dement       Date:  2010-05       Impact factor: 21.566

2.  Global fiber reconstruction becomes practical.

Authors:  Marco Reisert; Irina Mader; Constantin Anastasopoulos; Matthias Weigel; Susanne Schnell; Valerij Kiselev
Journal:  Neuroimage       Date:  2010-09-18       Impact factor: 6.556

3.  Topography of the human corpus callosum revisited--comprehensive fiber tractography using diffusion tensor magnetic resonance imaging.

Authors:  Sabine Hofer; Jens Frahm
Journal:  Neuroimage       Date:  2006-07-18       Impact factor: 6.556

4.  Probabilistic topography of human corpus callosum using cytoarchitectural parcellation and high angular resolution diffusion imaging tractography.

Authors:  Yi-Ping Chao; Kuan-Hung Cho; Chun-Hung Yeh; Kun-Hsien Chou; Jyh-Horng Chen; Ching-Po Lin
Journal:  Hum Brain Mapp       Date:  2009-10       Impact factor: 5.038

5.  DT-MRI fiber tracking: a shortest paths approach.

Authors:  Andrew Zalesky
Journal:  IEEE Trans Med Imaging       Date:  2008-10       Impact factor: 10.048

6.  In vivo quantification of global connectivity in the human corpus callosum.

Authors:  Kevin Jarbo; Timothy Verstynen; Walter Schneider
Journal:  Neuroimage       Date:  2011-10-02       Impact factor: 6.556

7.  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

8.  Tracking neuronal fiber pathways in the living human brain.

Authors:  T E Conturo; N F Lori; T S Cull; E Akbudak; A Z Snyder; J S Shimony; R C McKinstry; H Burton; M E Raichle
Journal:  Proc Natl Acad Sci U S A       Date:  1999-08-31       Impact factor: 11.205

9.  Improved tractography using asymmetric fibre orientation distributions.

Authors:  Matteo Bastiani; Michiel Cottaar; Krikor Dikranian; Aurobrata Ghosh; Hui Zhang; Daniel C Alexander; Timothy E Behrens; Saad Jbabdi; Stamatios N Sotiropoulos
Journal:  Neuroimage       Date:  2017-06-29       Impact factor: 6.556

10.  The challenge of mapping the human connectome based on diffusion tractography.

Authors:  Klaus H Maier-Hein; Peter F Neher; Jean-Christophe Houde; Marc-Alexandre Côté; Eleftherios Garyfallidis; Jidan Zhong; Maxime Chamberland; Fang-Cheng Yeh; Ying-Chia Lin; Qing Ji; Wilburn E Reddick; John O Glass; David Qixiang Chen; Yuanjing Feng; Chengfeng Gao; Ye Wu; Jieyan Ma; Renjie He; Qiang Li; Carl-Fredrik Westin; Samuel Deslauriers-Gauthier; J Omar Ocegueda González; Michael Paquette; Samuel St-Jean; Gabriel Girard; François Rheault; Jasmeen Sidhu; Chantal M W Tax; Fenghua Guo; Hamed Y Mesri; Szabolcs Dávid; Martijn Froeling; Anneriet M Heemskerk; Alexander Leemans; Arnaud Boré; Basile Pinsard; Christophe Bedetti; Matthieu Desrosiers; Simona Brambati; Julien Doyon; Alessia Sarica; Roberta Vasta; Antonio Cerasa; Aldo Quattrone; Jason Yeatman; Ali R Khan; Wes Hodges; Simon Alexander; David Romascano; Muhamed Barakovic; Anna Auría; Oscar Esteban; Alia Lemkaddem; Jean-Philippe Thiran; H Ertan Cetingul; Benjamin L Odry; Boris Mailhe; Mariappan S Nadar; Fabrizio Pizzagalli; Gautam Prasad; Julio E Villalon-Reina; Justin Galvis; Paul M Thompson; Francisco De Santiago Requejo; Pedro Luque Laguna; Luis Miguel Lacerda; Rachel Barrett; Flavio Dell'Acqua; Marco Catani; Laurent Petit; Emmanuel Caruyer; Alessandro Daducci; Tim B Dyrby; Tim Holland-Letz; Claus C Hilgetag; Bram Stieltjes; Maxime Descoteaux
Journal:  Nat Commun       Date:  2017-11-07       Impact factor: 14.919

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  1 in total

1.  Parallel Transport Tractography.

Authors:  Dogu Baran Aydogan; Yonggang Shi
Journal:  IEEE Trans Med Imaging       Date:  2021-02-02       Impact factor: 10.048

  1 in total

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