Literature DB >> 20005963

Bias in estimation of hippocampal atrophy using deformation-based morphometry arises from asymmetric global normalization: an illustration in ADNI 3 T MRI data.

Paul A Yushkevich1, Brian B Avants, Sandhitsu R Das, John Pluta, Murat Altinay, Caryne Craige.   

Abstract

Measurement of brain change due to neurodegenerative disease and treatment is one of the fundamental tasks of neuroimaging. Deformation-based morphometry (DBM) has been long recognized as an effective and sensitive tool for estimating the change in the volume of brain regions over time. This paper demonstrates that a straightforward application of DBM to estimate the change in the volume of the hippocampus can result in substantial bias, i.e., an overestimation of the rate of change in hippocampal volume. In ADNI data, this bias is manifested as a non-zero intercept of the regression line fitted to the 6 and 12 month rates of hippocampal atrophy. The bias is further confirmed by applying DBM to repeat scans of subjects acquired on the same day. This bias appears to be the result of asymmetry in the interpolation of baseline and followup images during longitudinal image registration. Correcting this asymmetry leads to bias-free atrophy estimation. Copyright 2009 Elsevier Inc. All rights reserved.

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Year:  2009        PMID: 20005963      PMCID: PMC2823935          DOI: 10.1016/j.neuroimage.2009.12.007

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  36 in total

1.  Nonrigid registration using free-form deformations: application to breast MR images.

Authors:  D Rueckert; L I Sonoda; C Hayes; D L Hill; M O Leach; D J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  1999-08       Impact factor: 10.048

2.  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

Review 3.  Advances in functional and structural MR image analysis and implementation as FSL.

Authors:  Stephen M Smith; Mark Jenkinson; Mark W Woolrich; Christian F Beckmann; Timothy E J Behrens; Heidi Johansen-Berg; Peter R Bannister; Marilena De Luca; Ivana Drobnjak; David E Flitney; Rami K Niazy; James Saunders; John Vickers; Yongyue Zhang; Nicola De Stefano; J Michael Brady; Paul M Matthews
Journal:  Neuroimage       Date:  2004       Impact factor: 6.556

4.  An intensity consistent filtering approach to the analysis of deformation tensor derived maps of brain shape.

Authors:  C Studholme; V Cardenas; A Maudsley; M Weiner
Journal:  Neuroimage       Date:  2003-08       Impact factor: 6.556

5.  Voxel-based morphometry using the RAVENS maps: methods and validation using simulated longitudinal atrophy.

Authors:  C Davatzikos; A Genc; D Xu; S M Resnick
Journal:  Neuroimage       Date:  2001-12       Impact factor: 6.556

6.  Comparison of automated and manual MRI volumetry of hippocampus in normal aging and dementia.

Authors:  Yuan-Yu Hsu; Norbert Schuff; An-Tao Du; Kevin Mark; Xiaoping Zhu; Dawn Hardin; Michael W Weiner
Journal:  J Magn Reson Imaging       Date:  2002-09       Impact factor: 4.813

7.  Comparing 3 T and 1.5 T MRI for tracking Alzheimer's disease progression with tensor-based morphometry.

Authors:  April J Ho; Xue Hua; Suh Lee; Alex D Leow; Igor Yanovsky; Boris Gutman; Ivo D Dinov; Natasha Leporé; Jason L Stein; Arthur W Toga; Clifford R Jack; Matt A Bernstein; Eric M Reiman; Danielle J Harvey; John Kornak; Norbert Schuff; Gene E Alexander; Michael W Weiner; Paul M Thompson
Journal:  Hum Brain Mapp       Date:  2010-04       Impact factor: 5.038

8.  The boundary shift integral: an accurate and robust measure of cerebral volume changes from registered repeat MRI.

Authors:  P A Freeborough; N C Fox
Journal:  IEEE Trans Med Imaging       Date:  1997-10       Impact factor: 10.048

9.  Accuracy assessment of global and local atrophy measurement techniques with realistic simulated longitudinal Alzheimer's disease images.

Authors:  Oscar Camara; Julia A Schnabel; Gerard R Ridgway; William R Crum; Abdel Douiri; Rachael I Scahill; Derek L G Hill; Nick C Fox
Journal:  Neuroimage       Date:  2008-05-11       Impact factor: 6.556

10.  Mapping the evolution of regional atrophy in Alzheimer's disease: unbiased analysis of fluid-registered serial MRI.

Authors:  Rachael I Scahill; Jonathan M Schott; John M Stevens; Martin N Rossor; Nick C Fox
Journal:  Proc Natl Acad Sci U S A       Date:  2002-04-02       Impact factor: 11.205

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  69 in total

Review 1.  The Alzheimer's disease neuroimaging initiative: progress report and future plans.

Authors:  Michael W Weiner; Paul S Aisen; Clifford R Jack; William J Jagust; John Q Trojanowski; Leslie Shaw; Andrew J Saykin; John C Morris; Nigel Cairns; Laurel A Beckett; Arthur Toga; Robert Green; Sarah Walter; Holly Soares; Peter Snyder; Eric Siemers; William Potter; Patricia E Cole; Mark Schmidt
Journal:  Alzheimers Dement       Date:  2010-05       Impact factor: 21.566

2.  Discriminant analysis of longitudinal cortical thickness changes in Alzheimer's disease using dynamic and network features.

Authors:  Yang Li; Yaping Wang; Guorong Wu; Feng Shi; Luping Zhou; Weili Lin; Dinggang Shen
Journal:  Neurobiol Aging       Date:  2011-01-26       Impact factor: 4.673

Review 3.  The Alzheimer's Disease Neuroimaging Initiative: a review of papers published since its inception.

Authors:  Michael W Weiner; Dallas P Veitch; Paul S Aisen; Laurel A Beckett; Nigel J Cairns; Robert C Green; Danielle Harvey; Clifford R Jack; William Jagust; Enchi Liu; John C Morris; Ronald C Petersen; Andrew J Saykin; Mark E Schmidt; Leslie Shaw; Judith A Siuciak; Holly Soares; Arthur W Toga; John Q Trojanowski
Journal:  Alzheimers Dement       Date:  2011-11-02       Impact factor: 21.566

4.  Measuring longitudinal change in the hippocampal formation from in vivo high-resolution T2-weighted MRI.

Authors:  Sandhitsu R Das; Brian B Avants; John Pluta; Hongzhi Wang; Jung W Suh; Michael W Weiner; Susanne G Mueller; Paul A Yushkevich
Journal:  Neuroimage       Date:  2012-01-28       Impact factor: 6.556

5.  Joint reconstruction of white-matter pathways from longitudinal diffusion MRI data with anatomical priors.

Authors:  Anastasia Yendiki; Martin Reuter; Paul Wilkens; H Diana Rosas; Bruce Fischl
Journal:  Neuroimage       Date:  2015-12-21       Impact factor: 6.556

6.  Sparse unbiased analysis of anatomical variance in longitudinal imaging.

Authors:  Brian Avants; Philip A Cook; Corey McMillan; Murray Grossman; Nicholas J Tustison; Yuanjie Zheng; James C Gee
Journal:  Med Image Comput Comput Assist Interv       Date:  2010

7.  Registration of longitudinal brain image sequences with implicit template and spatial-temporal heuristics.

Authors:  Guorong Wu; Qian Wang; Dinggang Shen
Journal:  Neuroimage       Date:  2011-07-23       Impact factor: 6.556

8.  Unbiased comparison of sample size estimates from longitudinal structural measures in ADNI.

Authors:  Dominic Holland; Linda K McEvoy; Anders M Dale
Journal:  Hum Brain Mapp       Date:  2011-08-09       Impact factor: 5.038

9.  Avoiding asymmetry-induced bias in longitudinal image processing.

Authors:  Martin Reuter; Bruce Fischl
Journal:  Neuroimage       Date:  2011-03-03       Impact factor: 6.556

10.  Hippocampal (subfield) volume and shape in relation to cognitive performance across the adult lifespan.

Authors:  Aristotle N Voineskos; Julie L Winterburn; Daniel Felsky; Jon Pipitone; Tarek K Rajji; Benoit H Mulsant; M Mallar Chakravarty
Journal:  Hum Brain Mapp       Date:  2015-05-09       Impact factor: 5.038

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