Literature DB >> 30546819

BEST INDIVIDUAL TEMPLATE SELECTION FROM DEFORMATION TENSOR MINIMIZATION.

Natasha Leporé1, Caroline Brun1, Yi-Yu Chou1, Agatha D Lee1, Marina Barysheva1, Xavier Pennec2, Katie L McMahon3, Matthew Meredith3, Greig I de Zubicaray3, Margaret J Wright4, Arthur W Toga1, Paul M Thompson1.   

Abstract

We study the influence of the choice of template in tensor-based morphometry. Using 3D brain MR images from 10 monozygotic twin pairs, we defined a tensor-based distance in the log-Euclidean framework [1] between each image pair in the study. Relative to this metric, twin pairs were found to be closer to each other on average than random pairings, consistent with evidence that brain structure is under strong genetic control. We also computed the intraclass correlation and associated permutation p-value at each voxel for the determinant of the Jacobian matrix of the transformation. The cumulative distribution function (cdf) of the p-values was found at each voxel for each of the templates and compared to the null distribution. Surprisingly, there was very little difference between CDFs of statistics computed from analyses using different templates. As the brain with least log-Euclidean deformation cost, the mean template defined here avoids the blurring caused by creating a synthetic image from a population, and when selected from a large population, avoids bias by being geometrically centered, in a metric that is sensitive enough to anatomical similarity that it can even detect genetic affinity among anatomies.

Keywords:  Magnetic Resonance Imaging; brain; image analysis

Year:  2008        PMID: 30546819      PMCID: PMC6289532          DOI: 10.1109/ISBI.2008.4541032

Source DB:  PubMed          Journal:  Proc IEEE Int Symp Biomed Imaging        ISSN: 1945-7928


  15 in total

1.  Genetic influences on brain structure.

Authors:  P M Thompson; T D Cannon; K L Narr; T van Erp; V P Poutanen; M Huttunen; J Lönnqvist; C G Standertskjöld-Nordenstam; J Kaprio; M Khaledy; R Dail; C I Zoumalan; A W Toga
Journal:  Nat Neurosci       Date:  2001-12       Impact factor: 24.884

2.  Regional spatial normalization: toward an optimal target.

Authors:  P Kochunov; J L Lancaster; P Thompson; R Woods; J Mazziotta; J Hardies; P Fox
Journal:  J Comput Assist Tomogr       Date:  2001 Sep-Oct       Impact factor: 1.826

3.  Deformation tensor morphometry of semantic dementia with quantitative validation.

Authors:  C Studholme; V Cardenas; R Blumenfeld; N Schuff; H J Rosen; B Miller; M Weiner
Journal:  Neuroimage       Date:  2004-04       Impact factor: 6.556

4.  Log-Euclidean metrics for fast and simple calculus on diffusion tensors.

Authors:  Vincent Arsigny; Pierre Fillard; Xavier Pennec; Nicholas Ayache
Journal:  Magn Reson Med       Date:  2006-08       Impact factor: 4.668

5.  Mean template for tensor-based morphometry using deformation tensors.

Authors:  Natasha Leporé; Caroline Brun; Xavier Pennec; Yi-Yu Chou; Oscar L Lopez; Howard J Aizenstein; James T Becker; Arthur W Toga; Paul M Thompson
Journal:  Med Image Comput Comput Assist Interv       Date:  2007

6.  Deformable templates using large deformation kinematics.

Authors:  G E Christensen; R D Rabbitt; M I Miller
Journal:  IEEE Trans Image Process       Date:  1996       Impact factor: 10.856

7.  A fast diffeomorphic image registration algorithm.

Authors:  John Ashburner
Journal:  Neuroimage       Date:  2007-07-18       Impact factor: 6.556

8.  Automatic 3D intersubject registration of MR volumetric data in standardized Talairach space.

Authors:  D L Collins; P Neelin; T M Peters; A C Evans
Journal:  J Comput Assist Tomogr       Date:  1994 Mar-Apr       Impact factor: 1.826

9.  3D pattern of brain atrophy in HIV/AIDS visualized using tensor-based morphometry.

Authors:  Ming-Chang Chiang; Rebecca A Dutton; Kiralee M Hayashi; Oscar L Lopez; Howard J Aizenstein; Arthur W Toga; James T Becker; Paul M Thompson
Journal:  Neuroimage       Date:  2006-10-10       Impact factor: 6.556

Review 10.  Mapping genetic influences on human brain structure.

Authors:  Paul Thompson; Tyrone D Cannon; Arthur W Toga
Journal:  Ann Med       Date:  2002       Impact factor: 4.709

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  1 in total

1.  Influence of magnetic field strength and image registration strategy on voxel-based morphometry in a study of Alzheimer's disease.

Authors:  Artur Marchewka; Ferath Kherif; Gunnar Krueger; Anna Grabowska; Richard Frackowiak; Bogdan Draganski
Journal:  Hum Brain Mapp       Date:  2013-05-30       Impact factor: 5.038

  1 in total

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