Literature DB >> 21320612

Accurate measurement of brain changes in longitudinal MRI scans using tensor-based morphometry.

Xue Hua1, Boris Gutman1, Christina P Boyle1, Priya Rajagopalan1, Alex D Leow2, Igor Yanovsky1, Anand R Kumar3, Arthur W Toga1, Clifford R Jack4, Norbert Schuff5, Gene E Alexander6, Kewei Chen7, Eric M Reiman8, Michael W Weiner9, Paul M Thompson10.   

Abstract

This paper responds to Thompson and Holland (2011), who challenged our tensor-based morphometry (TBM) method for estimating rates of brain changes in serial MRI from 431 subjects scanned every 6 months, for 2 years. Thompson and Holland noted an unexplained jump in our atrophy rate estimates: an offset between 0 and 6 months that may bias clinical trial power calculations. We identified why this jump occurs and propose a solution. By enforcing inverse-consistency in our TBM method, the offset dropped from 1.4% to 0.28%, giving plausible anatomical trajectories. Transitivity error accounted for the minimal remaining offset. Drug trial sample size estimates with the revised TBM-derived metrics are highly competitive with other methods, though higher than previously reported sample size estimates by a factor of 1.6 to 2.4. Importantly, estimates are far below those given in the critique. To demonstrate a 25% slowing of atrophic rates with 80% power, 62 AD and 129 MCI subjects would be required for a 2-year trial, and 91 AD and 192 MCI subjects for a 1-year trial.
Copyright © 2011 Elsevier Inc. All rights reserved.

Entities:  

Year:  2011        PMID: 21320612      PMCID: PMC3394184          DOI: 10.1016/j.neuroimage.2011.01.079

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


  47 in total

1.  Transitive inverse-consistent manifold registration.

Authors:  Xiujuan Geng; Dinesh Kumar; Gary E Christensen
Journal:  Inf Process Med Imaging       Date:  2005

2.  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

3.  Automated mapping of hippocampal atrophy in 1-year repeat MRI data from 490 subjects with Alzheimer's disease, mild cognitive impairment, and elderly controls.

Authors:  Jonathan H Morra; Zhuowen Tu; Liana G Apostolova; Amity E Green; Christina Avedissian; Sarah K Madsen; Neelroop Parikshak; Arthur W Toga; Clifford R Jack; Norbert Schuff; Michael W Weiner; Paul M Thompson
Journal:  Neuroimage       Date:  2008-11-08       Impact factor: 6.556

4.  Rate of medial temporal lobe atrophy in typical aging and Alzheimer's disease.

Authors:  C R Jack; R C Petersen; Y Xu; P C O'Brien; G E Smith; R J Ivnik; E G Tangalos; E Kokmen
Journal:  Neurology       Date:  1998-10       Impact factor: 9.910

5.  Twelve-month metabolic declines in probable Alzheimer's disease and amnestic mild cognitive impairment assessed using an empirically pre-defined statistical region-of-interest: findings from the Alzheimer's Disease Neuroimaging Initiative.

Authors:  Kewei Chen; Jessica B S Langbaum; Adam S Fleisher; Napatkamon Ayutyanont; Cole Reschke; Wendy Lee; Xiaofen Liu; Dan Bandy; Gene E Alexander; Paul M Thompson; Norman L Foster; Danielle J Harvey; Mony J de Leon; Robert A Koeppe; William J Jagust; Michael W Weiner; Eric M Reiman
Journal:  Neuroimage       Date:  2010-03-02       Impact factor: 6.556

6.  Automated image registration: II. Intersubject validation of linear and nonlinear models.

Authors:  R P Woods; S T Grafton; J D Watson; N L Sicotte; J C Mazziotta
Journal:  J Comput Assist Tomogr       Date:  1998 Jan-Feb       Impact factor: 1.826

7.  Imaging the progression of Alzheimer pathology through the brain.

Authors:  A David Smith
Journal:  Proc Natl Acad Sci U S A       Date:  2002-04-02       Impact factor: 11.205

8.  Alzheimer disease: quantitative structural neuroimaging for detection and prediction of clinical and structural changes in mild cognitive impairment.

Authors:  Linda K McEvoy; Christine Fennema-Notestine; J Cooper Roddey; Donald J Hagler; Dominic Holland; David S Karow; Christopher J Pung; James B Brewer; Anders M Dale
Journal:  Radiology       Date:  2009-02-06       Impact factor: 11.105

9.  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

10.  A longitudinal study of brain volume changes in normal aging using serial registered magnetic resonance imaging.

Authors:  Rachael I Scahill; Chris Frost; Rhian Jenkins; Jennifer L Whitwell; Martin N Rossor; Nick C Fox
Journal:  Arch Neurol       Date:  2003-07
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  51 in total

1.  The Center for Computational Biology: resources, achievements, and challenges.

Authors:  Arthur W Toga; Ivo D Dinov; Paul M Thompson; Roger P Woods; John D Van Horn; David W Shattuck; D Stott Parker
Journal:  J Am Med Inform Assoc       Date:  2011-11-10       Impact factor: 4.497

Review 2.  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

3.  Dynamic Bayesian network modeling for longitudinal brain morphometry.

Authors:  Rong Chen; Susan M Resnick; Christos Davatzikos; Edward H Herskovits
Journal:  Neuroimage       Date:  2011-09-22       Impact factor: 6.556

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.  Early Diagnosis of Alzheimer's Disease by Joint Feature Selection and Classification on Temporally Structured Support Vector Machine.

Authors:  Yingying Zhu; Xiaofeng Zhu; Minjeong Kim; Dinggang Shen; Guorong Wu
Journal:  Med Image Comput Comput Assist Interv       Date:  2016-10-02

6.  Multi-Source Learning for Joint Analysis of Incomplete Multi-Modality Neuroimaging Data.

Authors:  Lei Yuan; Yalin Wang; Paul M Thompson; Vaibhav A Narayan; Jieping Ye
Journal:  KDD       Date:  2012

7.  Combining boundary-based methods with tensor-based morphometry in the measurement of longitudinal brain change.

Authors:  Evan Fletcher; Alexander Knaack; Baljeet Singh; Evan Lloyd; Evan Wu; Owen Carmichael; Charles DeCarli
Journal:  IEEE Trans Med Imaging       Date:  2012-09-21       Impact factor: 10.048

8.  Effects of changing from non-accelerated to accelerated MRI for follow-up in brain atrophy measurement.

Authors:  Kelvin K Leung; Ian M Malone; Sebastien Ourselin; Jeffrey L Gunter; Matt A Bernstein; Paul M Thompson; Clifford R Jack; Michael W Weiner; Nick C Fox
Journal:  Neuroimage       Date:  2014-12-04       Impact factor: 6.556

9.  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

Review 10.  Longitudinal Progression Markers of Parkinson's Disease: Current View on Structural Imaging.

Authors:  Jing Yang; Roxana G Burciu; David E Vaillancourt
Journal:  Curr Neurol Neurosci Rep       Date:  2018-10-02       Impact factor: 5.081

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