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PMID: 20005963 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

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

NeuroImage ·Vol. 50 ·No. 2 ·2010-04-01 ·Pages 434-45

Yushkevich PA, Avants BB, Das SR, Pluta J, Altinay M, Craige C, Alzheimer's Disease Neuroimaging Initiative

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.

MeSH Terms
Alzheimer Disease/epidemiology,pathology Atrophy/pathology Bias Brain Mapping/methods Hippocampus/pathology Humans Image Interpretation, Computer-Assisted/methods Magnetic Resonance Imaging
Authors & Affiliations
7 authors, click to expand affiliations / ORCID
Yushkevich Paul A
Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA. [email protected]
Avants Brian B
Das Sandhitsu R
Pluta John
Altinay Murat
Craige Caryne
Alzheimer's Disease Neuroimaging Initiative
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Article Info
Journal
NeuroImage
Abbr.
Neuroimage
ISSN
1095-9572
Published
2010-04-01
Epub
2009-00-31
Pages
434-45
Language
English
Region
United States
NLM ID
9215515
PMCID
PMC2823935
Subset
IM
Grants
NIA NIH HHS · K25 AG027785 · United States
NIA NIH HHS · K25 AG027785-03 · United States
NIA NIH HHS · U01 AG024904 · United States
NIA NIH HHS · U19 AG010483 · United States
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