Literature DB >> 29201282

THE IMPACT OF MATCHING FUNCTIONAL ON ATROPHY MEASUREMENT FROM GEODESIC SHOOTING IN DIFFEOMORPHISMS.

Greg M Fleishman1, Paul M Thompson2.   

Abstract

Longitudinal registration has been used to map brain atrophy and tissue loss patterns over time, in both healthy and demented subjects. However, we have not seen a thorough application of the geodesic shooting in diffeomorphisms framework for this task. The registration model is complex and several choices must be made that may significantly impact the quality of results. One of these decisions is which image matching functional should drive the registration. We investigate four matching functionals for atrophy quantification using geodesic shooting in diffeomorphisms. We check if the choice of matching functional has an impact on the correlation of atrophy scores with clinical variables. We also check the impact of matching functional choice on estimates of the N80 sample size for hypothetical clinical trials that test for slowing of brain atrophy. We find that the mutual information function, which has primarily been used for linear and multi-modal registration, achieves comparable correlation with clinical variables to other matching functionals while yielding better sample size estimates.

Entities:  

Keywords:  LDDMM; correlation coefficient; geodesic shooting; longitudinal registration; mutual information

Year:  2017        PMID: 29201282      PMCID: PMC5708550          DOI: 10.1109/ISBI.2017.7950655

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


  8 in total

1.  Geodesic regression for image time-series.

Authors:  Marc Niethammer; Yang Huang; François-Xavier Vialard
Journal:  Med Image Comput Comput Assist Interv       Date:  2011

2.  Geodesic Shooting for Computational Anatomy.

Authors:  Michael I Miller; Alain Trouvé; Laurent Younes
Journal:  J Math Imaging Vis       Date:  2006-01-31       Impact factor: 1.627

3.  Statistical properties of Jacobian maps and the realization of unbiased large-deformation nonlinear image registration.

Authors:  Alex D Leow; Igor Yanovsky; Ming-Chang Chiang; Agatha D Lee; Andrea D Klunder; Allen Lu; James T Becker; Simon W Davis; Arthur W Toga; Paul M Thompson
Journal:  IEEE Trans Med Imaging       Date:  2007-06       Impact factor: 10.048

4.  A VECTOR MOMENTA FORMULATION OF DIFFEOMORPHISMS FOR IMPROVED GEODESIC REGRESSION AND ATLAS CONSTRUCTION.

Authors:  Nikhil Singh; Jacob Hinkle; Sarang Joshi; P Thomas Fletcher
Journal:  Proc IEEE Int Symp Biomed Imaging       Date:  2013-04

5.  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

6.  Simultaneous Longitudinal Registration with Group-Wise Similarity Prior.

Authors:  Greg M Fleishman; Boris A Gutman; P Thomas Fletcher; Paul M Thompson
Journal:  Inf Process Med Imaging       Date:  2015

7.  Diffeomorphic registration using geodesic shooting and Gauss-Newton optimisation.

Authors:  John Ashburner; Karl J Friston
Journal:  Neuroimage       Date:  2011-01-07       Impact factor: 6.556

8.  MRI-based brain atrophy rates in ADNI phase 2: acceleration and enrichment considerations for clinical trials.

Authors:  Xue Hua; Christopher R K Ching; Adam Mezher; Boris A Gutman; Derrek P Hibar; Priya Bhatt; Alex D Leow; Clifford R Jack; Matt A Bernstein; Michael W Weiner; Paul M Thompson
Journal:  Neurobiol Aging       Date:  2015-10-19       Impact factor: 4.673

  8 in total
  1 in total

1.  Fast predictive simple geodesic regression.

Authors:  Zhipeng Ding; Greg Fleishman; Xiao Yang; Paul Thompson; Roland Kwitt; Marc Niethammer
Journal:  Med Image Anal       Date:  2019-06-12       Impact factor: 8.545

  1 in total

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