Literature DB >> 25368179

Anatomical accuracy of brain connections derived from diffusion MRI tractography is inherently limited.

Cibu Thomas1, Frank Q Ye2, M Okan Irfanoglu3, Pooja Modi4, Kadharbatcha S Saleem5, David A Leopold2, Carlo Pierpaoli3.   

Abstract

Tractography based on diffusion-weighted MRI (DWI) is widely used for mapping the structural connections of the human brain. Its accuracy is known to be limited by technical factors affecting in vivo data acquisition, such as noise, artifacts, and data undersampling resulting from scan time constraints. It generally is assumed that improvements in data quality and implementation of sophisticated tractography methods will lead to increasingly accurate maps of human anatomical connections. However, assessing the anatomical accuracy of DWI tractography is difficult because of the lack of independent knowledge of the true anatomical connections in humans. Here we investigate the future prospects of DWI-based connectional imaging by applying advanced tractography methods to an ex vivo DWI dataset of the macaque brain. The results of different tractography methods were compared with maps of known axonal projections from previous tracer studies in the macaque. Despite the exceptional quality of the DWI data, none of the methods demonstrated high anatomical accuracy. The methods that showed the highest sensitivity showed the lowest specificity, and vice versa. Additionally, anatomical accuracy was highly dependent upon parameters of the tractography algorithm, with different optimal values for mapping different pathways. These results suggest that there is an inherent limitation in determining long-range anatomical projections based on voxel-averaged estimates of local fiber orientation obtained from DWI data that is unlikely to be overcome by improvements in data acquisition and analysis alone.

Entities:  

Keywords:  diffusion MRI; tracer; tractography; validation; white matter

Mesh:

Substances:

Year:  2014        PMID: 25368179      PMCID: PMC4246325          DOI: 10.1073/pnas.1405672111

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  53 in total

1.  Mapping complex tissue architecture with diffusion spectrum magnetic resonance imaging.

Authors:  Van J Wedeen; Patric Hagmann; Wen-Yih Isaac Tseng; Timothy G Reese; Robert M Weisskoff
Journal:  Magn Reson Med       Date:  2005-12       Impact factor: 4.668

2.  White matter fiber tracts of the human brain: three-dimensional mapping at microscopic resolution, topography and intersubject variability.

Authors:  Uli Bürgel; Katrin Amunts; Lars Hoemke; Hartmut Mohlberg; Joachim M Gilsbach; Karl Zilles
Journal:  Neuroimage       Date:  2005-10-19       Impact factor: 6.556

3.  Cytoarchitectonic and chemoarchitectonic subdivisions of the perirhinal and parahippocampal cortices in macaque monkeys.

Authors:  Kadharbatcha S Saleem; Joseph L Price; Tsutomu Hashikawa
Journal:  J Comp Neurol       Date:  2007-02-20       Impact factor: 3.215

4.  Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution.

Authors:  J-Donald Tournier; Fernando Calamante; Alan Connelly
Journal:  Neuroimage       Date:  2007-02-21       Impact factor: 6.556

5.  A model-based deconvolution approach to solve fiber crossing in diffusion-weighted MR imaging.

Authors:  Flavio Dell'Acqua; Giovanna Rizzo; Paola Scifo; Rafael Alonso Clarke; Giuseppe Scotti; Ferruccio Fazio
Journal:  IEEE Trans Biomed Eng       Date:  2007-03       Impact factor: 4.538

6.  Cerebral white matter--historical evolution of facts and notions concerning the organization of the fiber pathways of the brain.

Authors:  Jeremy D Schmahmann; Deepak N Pandya
Journal:  J Hist Neurosci       Date:  2007 Jul-Sep       Impact factor: 0.529

7.  Comparison of fiber tracts derived from in-vivo DTI tractography with 3D histological neural tract tracer reconstruction on a macaque brain.

Authors:  Julien Dauguet; Sharon Peled; Vladimir Berezovskii; Thierry Delzescaux; Simon K Warfield; Richard Born; Carl-Fredrik Westin
Journal:  Neuroimage       Date:  2007-05-24       Impact factor: 6.556

8.  Association fibre pathways of the brain: parallel observations from diffusion spectrum imaging and autoradiography.

Authors:  Jeremy D Schmahmann; Deepak N Pandya; Ruopeng Wang; Guangping Dai; Helen E D'Arceuil; Alex J de Crespigny; Van J Wedeen
Journal:  Brain       Date:  2007-02-09       Impact factor: 13.501

9.  Validation of in vitro probabilistic tractography.

Authors:  Tim B Dyrby; Lise V Søgaard; Geoffrey J Parker; Daniel C Alexander; Nanna M Lind; William F C Baaré; Anders Hay-Schmidt; Nina Eriksen; Bente Pakkenberg; Olaf B Paulson; Jacob Jelsing
Journal:  Neuroimage       Date:  2007-07-10       Impact factor: 6.556

10.  Probabilistic diffusion tractography with multiple fibre orientations: What can we gain?

Authors:  T E J Behrens; H Johansen Berg; S Jbabdi; M F S Rushworth; M W Woolrich
Journal:  Neuroimage       Date:  2006-10-27       Impact factor: 6.556

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  277 in total

1.  Open Environment for Multimodal Interactive Connectivity Visualization and Analysis.

Authors:  Paul A Taylor; Gang Chen; Robert W Cox; Ziad S Saad
Journal:  Brain Connect       Date:  2015-11-10

2.  The white matter query language: a novel approach for describing human white matter anatomy.

Authors:  Demian Wassermann; Nikos Makris; Yogesh Rathi; Martha Shenton; Ron Kikinis; Marek Kubicki; Carl-Fredrik Westin
Journal:  Brain Struct Funct       Date:  2016-01-11       Impact factor: 3.270

3.  A Mapping Between Structural and Functional Brain Networks.

Authors:  Jil Meier; Prejaas Tewarie; Arjan Hillebrand; Linda Douw; Bob W van Dijk; Steven M Stufflebeam; Piet Van Mieghem
Journal:  Brain Connect       Date:  2016-03-29

Review 4.  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

5.  Using probabilistic tractography to target the subcallosal cingulate cortex in patients with treatment resistant depression.

Authors:  Evangelia Tsolaki; Randall Espinoza; Nader Pouratian
Journal:  Psychiatry Res Neuroimaging       Date:  2017-01-20       Impact factor: 2.376

6.  Reduced Structural Connectivity Between Left Auditory Thalamus and the Motion-Sensitive Planum Temporale in Developmental Dyslexia.

Authors:  Nadja Tschentscher; Anja Ruisinger; Helen Blank; Begoña Díaz; Katharina von Kriegstein
Journal:  J Neurosci       Date:  2019-01-14       Impact factor: 6.167

7.  Population-averaged atlas of the macroscale human structural connectome and its network topology.

Authors:  Fang-Cheng Yeh; Sandip Panesar; David Fernandes; Antonio Meola; Masanori Yoshino; Juan C Fernandez-Miranda; Jean M Vettel; Timothy Verstynen
Journal:  Neuroimage       Date:  2018-05-24       Impact factor: 6.556

8.  Cortical fibers orientation mapping using in-vivo whole brain 7 T diffusion MRI.

Authors:  Omer F Gulban; Federico De Martino; An T Vu; Essa Yacoub; Kamil Uğurbil; Christophe Lenglet
Journal:  Neuroimage       Date:  2018-05-10       Impact factor: 6.556

Review 9.  Nonhuman primate meso-circuitry data: a translational tool to understand brain networks across species.

Authors:  Wei Tang; Eun Young Choi; Sarah R Heilbronner; Suzanne N Haber
Journal:  Brain Struct Funct       Date:  2020-10-30       Impact factor: 3.270

10.  Compromised Neurocircuitry in Chronic Blast-Related Mild Traumatic Brain Injury.

Authors:  Ping-Hong Yeh; Cheng Guan Koay; Binquan Wang; John Morissette; Elyssa Sham; Justin Senseney; David Joy; Alex Kubli; Chen-Haur Yeh; Victora Eskay; Wei Liu; Louis M French; Terrence R Oakes; Gerard Riedy; John Ollinger
Journal:  Hum Brain Mapp       Date:  2016-09-15       Impact factor: 5.038

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