Literature DB >> 20426005

Multivariate tensor-based brain anatomical surface morphometry via holomorphic one-forms.

Yalin Wang1, Tony F Chan, Arthur W Toga, Paul M Thompson.   

Abstract

Here we introduce multivariate tensor-based surface morphometry using holomorphic one-forms to study brain anatomy. We computed new statistics from the Riemannian metric tensors that retain the full information in the deformation tensor fields. We introduce two different holomorphic one-forms that induce different surface conformal parameterizations. We applied this framework to 3D MRI data to analyze hippocampal surface morphometry in Alzheimer's Disease (AD; 26 subjects), lateral ventricular surface morphometry in HIV/AIDS (19 subjects) and cortical surface morphometry in Williams Syndrome (WS; 80 subjects). Experimental results demonstrated that our method powerfully detected brain surface abnormalities. Multivariate statistics on the local tensors outperformed other TBM methods including analysis of the Jacobian determinant, the largest eigenvalue, or the pair of eigenvalues, of the surface Jacobian matrix.

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Year:  2009        PMID: 20426005      PMCID: PMC3110815          DOI: 10.1007/978-3-642-04268-3_42

Source DB:  PubMed          Journal:  Med Image Comput Comput Assist Interv


  11 in total

1.  Mathematical/computational challenges in creating deformable and probabilistic atlases of the human brain.

Authors:  P M Thompson; R P Woods; M S Mega; A W Toga
Journal:  Hum Brain Mapp       Date:  2000-02       Impact factor: 5.038

2.  Abnormal cortical complexity and thickness profiles mapped in Williams syndrome.

Authors:  Paul M Thompson; Agatha D Lee; Rebecca A Dutton; Jennifer A Geaga; Kiralee M Hayashi; Mark A Eckert; Ursula Bellugi; Albert M Galaburda; Julie R Korenberg; Debra L Mills; Arthur W Toga; Allan L Reiss
Journal:  J Neurosci       Date:  2005-04-20       Impact factor: 6.167

3.  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

4.  Brain surface parameterization using Riemann surface structure.

Authors:  Yalin Wang; Xianfeng Gu; Kiralee M Hayashi; Tony F Chan; Paul M Thompson; Shing-Tung Yau
Journal:  Med Image Comput Comput Assist Interv       Date:  2005

5.  Tensor-based cortical surface morphometry via weighted spherical harmonic representation.

Authors:  Moo K Chung; Kim M Dalton; Richard J Davidson
Journal:  IEEE Trans Med Imaging       Date:  2008-08       Impact factor: 10.048

6.  Conformal slit mapping and its applications to brain surface parameterization.

Authors:  Yalin Wang; Xianfeng Gu; Tony F Chan; Paul M Thompson; Shing-Tung Yau
Journal:  Med Image Comput Comput Assist Interv       Date:  2008

7.  Identifying global anatomical differences: deformation-based morphometry.

Authors:  J Ashburner; C Hutton; R Frackowiak; I Johnsrude; C Price; K Friston
Journal:  Hum Brain Mapp       Date:  1998       Impact factor: 5.038

8.  3D mapping of ventricular and corpus callosum abnormalities in HIV/AIDS.

Authors:  Paul M Thompson; Rebecca A Dutton; Kiralee M Hayashi; Allen Lu; Sharon E Lee; Jessica Y Lee; Oscar L Lopez; Howard J Aizenstein; Arthur W Toga; James T Becker
Journal:  Neuroimage       Date:  2006-01-19       Impact factor: 6.556

9.  Mapping hippocampal and ventricular change in Alzheimer disease.

Authors:  Paul M Thompson; Kiralee M Hayashi; Greig I De Zubicaray; Andrew L Janke; Stephen E Rose; James Semple; Michael S Hong; David H Herman; David Gravano; David M Doddrell; Arthur W Toga
Journal:  Neuroimage       Date:  2004-08       Impact factor: 6.556

10.  Generalized tensor-based morphometry of HIV/AIDS using multivariate statistics on deformation tensors.

Authors:  N Lepore; C Brun; Y Y Chou; M C Chiang; R A Dutton; K M Hayashi; E Luders; O L Lopez; H J Aizenstein; A W Toga; J T Becker; P M Thompson
Journal:  IEEE Trans Med Imaging       Date:  2008-01       Impact factor: 10.048

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  15 in total

1.  Morphological changes in subregions of hippocampus and amygdala in major depressive disorder patients.

Authors:  Zhijun Yao; Yu Fu; Jianfeng Wu; Wenwen Zhang; Yue Yu; Zicheng Zhang; Xia Wu; Yalin Wang; Bin Hu
Journal:  Brain Imaging Behav       Date:  2020-06       Impact factor: 3.978

2.  Multivariate surface-based analysis of corpus callosum in patients with sickle cell disease.

Authors:  Yaqiong Chai; Yi Lao; Yicen Li; Chaoran Ji; Sharon O'Neil; Yalin Wang; Natasha Lepore; John Wood
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2017-01-26

3.  Applying tensor-based morphometry to parametric surfaces can improve MRI-based disease diagnosis.

Authors:  Yalin Wang; Lei Yuan; Jie Shi; Alexander Greve; Jieping Ye; Arthur W Toga; Allan L Reiss; Paul M Thompson
Journal:  Neuroimage       Date:  2013-02-20       Impact factor: 6.556

4.  Genetic influence of apolipoprotein E4 genotype on hippocampal morphometry: An N = 725 surface-based Alzheimer's disease neuroimaging initiative study.

Authors:  Jie Shi; Natasha Leporé; Boris A Gutman; Paul M Thompson; Leslie C Baxter; Richard J Caselli; Yalin Wang
Journal:  Hum Brain Mapp       Date:  2014-01-22       Impact factor: 5.038

5.  Surface-based TBM boosts power to detect disease effects on the brain: an N=804 ADNI study.

Authors:  Yalin Wang; Yang Song; Priya Rajagopalan; Tuo An; Krystal Liu; Yi-Yu Chou; Boris Gutman; Arthur W Toga; Paul M Thompson
Journal:  Neuroimage       Date:  2011-03-23       Impact factor: 6.556

6.  Multi-task Dictionary Learning based on Convolutional Neural Networks for Longitudinal Clinical Score Predictions in Alzheimer's Disease.

Authors:  Qunxi Dong; Jie Zhang; Qingyang Li; Pau M Thompson; Richard J Caselli; Jieping Ye; Yalin Wang
Journal:  Hum Brain Artif Intell (2019)       Date:  2019-11-10

7.  Shape Analysis with Hyperbolic Wasserstein Distance.

Authors:  Jie Shi; Wen Zhang; Yalin Wang
Journal:  Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit       Date:  2016-12-12

8.  Surface fluid registration of conformal representation: application to detect disease burden and genetic influence on hippocampus.

Authors:  Jie Shi; Paul M Thompson; Boris Gutman; Yalin Wang
Journal:  Neuroimage       Date:  2013-04-13       Impact factor: 6.556

9.  Random Forest Classification of Depression Status Based On Subcortical Brain Morphometry Following Electroconvulsive Therapy.

Authors:  Benjamin S C Wade; Shantanu H Joshi; Tara Pirnia; Amber M Leaver; Roger P Woods; Paul M Thompson; Randall Espinoza; Katherine L Narr
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2015-04

10.  Studying ventricular abnormalities in mild cognitive impairment with hyperbolic Ricci flow and tensor-based morphometry.

Authors:  Jie Shi; Cynthia M Stonnington; Paul M Thompson; Kewei Chen; Boris Gutman; Cole Reschke; Leslie C Baxter; Eric M Reiman; Richard J Caselli; Yalin Wang
Journal:  Neuroimage       Date:  2014-10-05       Impact factor: 6.556

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