Literature DB >> 21349340

Bias in tensor based morphometry Stat-ROI measures may result in unrealistic power estimates.

Wesley K Thompson1, Dominic Holland2.   

Abstract

A series of reports have recently appeared using tensor based morphometry statistically-defined regions of interest, Stat-ROIs, to quantify longitudinal atrophy in structural MRIs from the Alzheimer's Disease Neuroimaging Initiative (ADNI). This commentary focuses on one of these reports, Hua et al. (2010), but the issues raised here are relevant to the others as well. Specifically, we point out a temporal pattern of atrophy in subjects with Alzheimer's disease and mild cognitive impairment whereby the majority of atrophy in two years occurs within the first 6 months, resulting in overall elevated estimated rates of change. Using publicly-available ADNI data, this temporal pattern is also found in a group of identically-processed healthy controls, strongly suggesting that methodological bias is corrupting the measures. The resulting bias seriously impacts the validity of conclusions reached using these measures; for example, sample size estimates reported by Hua et al. (2010) may be underestimated by a factor of five to sixteen.
Copyright © 2011 Elsevier Inc. All rights reserved.

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Year:  2011        PMID: 21349340      PMCID: PMC3471806          DOI: 10.1016/j.neuroimage.2010.11.092

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


  19 in total

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Authors:  J Ashburner; J L Andersson; K J Friston
Journal:  Hum Brain Mapp       Date:  2000-04       Impact factor: 5.038

2.  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

3.  Tensor-based morphometry as a neuroimaging biomarker for Alzheimer's disease: an MRI study of 676 AD, MCI, and normal subjects.

Authors:  Xue Hua; Alex D Leow; Neelroop Parikshak; Suh Lee; Ming-Chang Chiang; Arthur W Toga; Clifford R Jack; Michael W Weiner; Paul M Thompson
Journal:  Neuroimage       Date:  2008-07-22       Impact factor: 6.556

4.  Comparing registration methods for mapping brain change using tensor-based morphometry.

Authors:  Igor Yanovsky; Alex D Leow; Suh Lee; Stanley J Osher; Paul M Thompson
Journal:  Med Image Anal       Date:  2009-06-24       Impact factor: 8.545

5.  Subregional neuroanatomical change as a biomarker for Alzheimer's disease.

Authors:  Dominic Holland; James B Brewer; Donald J Hagler; Christine Fennema-Notestine; Christine Fenema-Notestine; Anders M Dale
Journal:  Proc Natl Acad Sci U S A       Date:  2009-12-08       Impact factor: 11.205

6.  Regional rates of neocortical atrophy from normal aging to early Alzheimer disease.

Authors:  C R McDonald; L K McEvoy; L Gharapetian; C Fennema-Notestine; D J Hagler; D Holland; A Koyama; J B Brewer; A M Dale
Journal:  Neurology       Date:  2009-08-11       Impact factor: 9.910

7.  Optimizing power to track brain degeneration in Alzheimer's disease and mild cognitive impairment with tensor-based morphometry: an ADNI study of 515 subjects.

Authors:  Xue Hua; Suh Lee; Igor Yanovsky; Alex D Leow; Yi-Yu Chou; April J Ho; Boris Gutman; 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:  Neuroimage       Date:  2009-07-14       Impact factor: 6.556

8.  3D characterization of brain atrophy in Alzheimer's disease and mild cognitive impairment using tensor-based morphometry.

Authors:  Xue Hua; Alex D Leow; Suh Lee; Andrea D Klunder; Arthur W Toga; Natasha Lepore; Yi-Yu Chou; Caroline Brun; Ming-Chang Chiang; Marina Barysheva; Clifford R Jack; Matt A Bernstein; Paula J Britson; Chadwick P Ward; Jennifer L Whitwell; Bret Borowski; Adam S Fleisher; Nick C Fox; Richard G Boyes; Josephine Barnes; Danielle Harvey; John Kornak; Norbert Schuff; Lauren Boreta; Gene E Alexander; Michael W Weiner; Paul M Thompson
Journal:  Neuroimage       Date:  2008-02-21       Impact factor: 6.556

9.  Change in rates of cerebral atrophy over time in early-onset Alzheimer's disease: longitudinal MRI study.

Authors:  Dennis Chan; John C Janssen; Jennifer L Whitwell; Hilary C Watt; Rhian Jenkins; Chris Frost; Martin N Rossor; Nick C Fox
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10.  Evaluation of 14 nonlinear deformation algorithms applied to human brain MRI registration.

Authors:  Arno Klein; Jesper Andersson; Babak A Ardekani; John Ashburner; Brian Avants; Ming-Chang Chiang; Gary E Christensen; D Louis Collins; James Gee; Pierre Hellier; Joo Hyun Song; Mark Jenkinson; Claude Lepage; Daniel Rueckert; Paul Thompson; Tom Vercauteren; Roger P Woods; J John Mann; Ramin V Parsey
Journal:  Neuroimage       Date:  2009-01-13       Impact factor: 6.556

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  34 in total

1.  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

2.  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

3.  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

4.  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

5.  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

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

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

7.  Global image registration using a symmetric block-matching approach.

Authors:  Marc Modat; David M Cash; Pankaj Daga; Gavin P Winston; John S Duncan; Sébastien Ourselin
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8.  Mid-space-independent deformable image registration.

Authors:  Iman Aganj; Juan Eugenio Iglesias; Martin Reuter; Mert Rory Sabuncu; Bruce Fischl
Journal:  Neuroimage       Date:  2017-02-24       Impact factor: 6.556

9.  Accelerating cortical thinning: unique to dementia or universal in aging?

Authors:  Anders M Fjell; Lars T Westlye; Håkon Grydeland; Inge Amlien; Thomas Espeseth; Ivar Reinvang; Naftali Raz; Anders M Dale; Kristine B Walhovd
Journal:  Cereb Cortex       Date:  2012-12-12       Impact factor: 5.357

10.  Brain development and aging: overlapping and unique patterns of change.

Authors:  Christian K Tamnes; Kristine B Walhovd; Anders M Dale; Ylva Østby; Håkon Grydeland; George Richardson; Lars T Westlye; J Cooper Roddey; Donald J Hagler; Paulina Due-Tønnessen; Dominic Holland; Anders M Fjell
Journal:  Neuroimage       Date:  2012-12-12       Impact factor: 6.556

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