Literature DB >> 30253021

Tensor-based morphometry using scalar and directional information of diffusion tensor MRI data (DTBM): Application to hereditary spastic paraplegia.

Neda Sadeghi1, Filippo Arrigoni2, Maria Grazia D'Angelo3, Cibu Thomas4, M Okan Irfanoglu1, Elizabeth B Hutchinson1,5, Amritha Nayak1,5, Pooja Modi6, Maria Teresa Bassi7, Carlo Pierpaoli1.   

Abstract

Tensor-based morphometry (TBM) performed using T1-weighted images (T1WIs) is a well-established method for analyzing local morphological changes occurring in the brain due to normal aging and disease. However, in white matter regions that appear homogeneous on T1WIs, T1W-TBM may be inadequate for detecting changes that affect specific pathways. In these regions, diffusion tensor MRI (DTI) can identify white matter pathways on the basis of their different anisotropy and orientation. In this study, we propose performing TBM using deformation fields constructed using all scalar and directional information provided by the diffusion tensor (DTBM) with the goal of increasing sensitivity in detecting morphological abnormalities of specific white matter pathways. Previously, mostly fractional anisotropy (FA) has been used to drive registration in diffusion MRI-based TBM (FA-TBM). However, FA does not have the directional information that the tensors contain, therefore, the registration based on tensors provides better alignment of brain structures and better localization of volume change. We compare our DTBM method to both T1W-TBM and FA-TBM in investigating differences in brain morphology between patients with complicated hereditary spastic paraplegia of type 11 (SPG11) and a group of healthy controls. Effect size maps of T1W-TBM of SPG11 patients showed diffuse atrophy of white matter. However, DTBM indicated that atrophy was more localized, predominantly affecting several long-range pathways. The results of our study suggest that DTBM could be a powerful tool for detecting morphological changes of specific white matter pathways in normal brain development and aging, as well as in degenerative disorders.
© 2018 Wiley Periodicals, Inc.

Entities:  

Keywords:  DTBM; deformation-based morphometry; diffusion; diffusion tensor MRI; diffusion tensor imaging; hereditary spastic paraplegia; spastic paraplegia of type 11; tensor-based morphometry

Mesh:

Year:  2018        PMID: 30253021      PMCID: PMC6866509          DOI: 10.1002/hbm.24278

Source DB:  PubMed          Journal:  Hum Brain Mapp        ISSN: 1065-9471            Impact factor:   5.038


  44 in total

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Authors:  S Pajevic; C Pierpaoli
Journal:  Magn Reson Med       Date:  1999-09       Impact factor: 4.668

2.  Dense feature deformation morphometry: Incorporating DTI data into conventional MRI morphometry.

Authors:  Colin Studholme
Journal:  Med Image Anal       Date:  2008-04-16       Impact factor: 8.545

3.  Evaluation of registration methods on thoracic CT: the EMPIRE10 challenge.

Authors:  Keelin Murphy; Bram van Ginneken; Joseph M Reinhardt; Sven Kabus; Kai Ding; Xiang Deng; Kunlin Cao; Kaifang Du; Gary E Christensen; Vincent Garcia; Tom Vercauteren; Nicholas Ayache; Olivier Commowick; Grégoire Malandain; Ben Glocker; Nikos Paragios; Nassir Navab; Vladlena Gorbunova; Jon Sporring; Marleen de Bruijne; Xiao Han; Mattias P Heinrich; Julia A Schnabel; Mark Jenkinson; Cristian Lorenz; Marc Modat; Jamie R McClelland; Sébastien Ourselin; Sascha E A Muenzing; Max A Viergever; Dante De Nigris; D Louis Collins; Tal Arbel; Marta Peroni; Rui Li; Gregory C Sharp; Alexander Schmidt-Richberg; Jan Ehrhardt; René Werner; Dirk Smeets; Dirk Loeckx; Gang Song; Nicholas Tustison; Brian Avants; James C Gee; Marius Staring; Stefan Klein; Berend C Stoel; Martin Urschler; Manuel Werlberger; Jef Vandemeulebroucke; Simon Rit; David Sarrut; Josien P W Pluim
Journal:  IEEE Trans Med Imaging       Date:  2011-05-31       Impact factor: 10.048

4.  DR-BUDDI (Diffeomorphic Registration for Blip-Up blip-Down Diffusion Imaging) method for correcting echo planar imaging distortions.

Authors:  M Okan Irfanoglu; Pooja Modi; Amritha Nayak; Elizabeth B Hutchinson; Joelle Sarlls; Carlo Pierpaoli
Journal:  Neuroimage       Date:  2014-11-26       Impact factor: 6.556

5.  Growth patterns in the developing brain detected by using continuum mechanical tensor maps.

Authors:  P M Thompson; J N Giedd; R P Woods; D MacDonald; A C Evans; A W Toga
Journal:  Nature       Date:  2000-03-09       Impact factor: 49.962

6.  The optimal template effect in hippocampus studies of diseased populations.

Authors:  Brian B Avants; Paul Yushkevich; John Pluta; David Minkoff; Marc Korczykowski; John Detre; James C Gee
Journal:  Neuroimage       Date:  2009-10-08       Impact factor: 6.556

7.  Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain.

Authors:  B B Avants; C L Epstein; M Grossman; J C Gee
Journal:  Med Image Anal       Date:  2007-06-23       Impact factor: 8.545

8.  Mutations in SPG11, encoding spatacsin, are a major cause of spastic paraplegia with thin corpus callosum.

Authors:  Giovanni Stevanin; Filippo M Santorelli; Hamid Azzedine; Paula Coutinho; Jacques Chomilier; Paola S Denora; Elodie Martin; Anne-Marie Ouvrard-Hernandez; Alessandra Tessa; Naïma Bouslam; Alexander Lossos; Perrine Charles; José L Loureiro; Nizar Elleuch; Christian Confavreux; Vítor T Cruz; Merle Ruberg; Eric Leguern; Djamel Grid; Meriem Tazir; Bertrand Fontaine; Alessandro Filla; Enrico Bertini; Alexandra Durr; Alexis Brice
Journal:  Nat Genet       Date:  2007-02-18       Impact factor: 38.330

9.  Permutation inference for the general linear model.

Authors:  Anderson M Winkler; Gerard R Ridgway; Matthew A Webster; Stephen M Smith; Thomas E Nichols
Journal:  Neuroimage       Date:  2014-02-11       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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  5 in total

1.  Tensor-based morphometry using scalar and directional information of diffusion tensor MRI data (DTBM): Application to hereditary spastic paraplegia.

Authors:  Neda Sadeghi; Filippo Arrigoni; Maria Grazia D'Angelo; Cibu Thomas; M Okan Irfanoglu; Elizabeth B Hutchinson; Amritha Nayak; Pooja Modi; Maria Teresa Bassi; Carlo Pierpaoli
Journal:  Hum Brain Mapp       Date:  2018-09-25       Impact factor: 5.038

2.  Brain phenotyping in Moebius syndrome and other congenital facial weakness disorders by diffusion MRI morphometry.

Authors:  Neda Sadeghi; Elizabeth Hutchinson; Carol Van Ryzin; Edmond J FitzGibbon; John A Butman; Bryn D Webb; Flavia Facio; Brian P Brooks; Francis S Collins; Ethylin Wang Jabs; Elizabeth C Engle; Irini Manoli; Carlo Pierpaoli
Journal:  Brain Commun       Date:  2020-02-14

3.  Motor Evoked Potentials in Hereditary Spastic Paraplegia-A Systematic Review.

Authors:  Sue-Faye Siow; Ruaridh Cameron Smail; Karl Ng; Kishore R Kumar; Carolyn M Sue
Journal:  Front Neurol       Date:  2019-09-18       Impact factor: 4.003

4.  Ascending Axonal Degeneration of the Corticospinal Tract in Pure Hereditary Spastic Paraplegia: A Cross-Sectional DTI Study.

Authors:  Julia List; Zacharias Kohl; Juergen Winkler; Franz Marxreiter; Arnd Doerfler; Manuel A Schmidt
Journal:  Brain Sci       Date:  2019-10-09

5.  The effect of Zika virus infection in the ferret.

Authors:  Elizabeth B Hutchinson; Mitali Chatterjee; Laura Reyes; Francis T Djankpa; William G Valiant; Bernard Dardzinski; Joseph J Mattapallil; Carlo Pierpaoli; Sharon L Juliano
Journal:  J Comp Neurol       Date:  2019-02-15       Impact factor: 3.215

  5 in total

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