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Structural Brain Changes in Early-Onset Alzheimer's Disease Subjects Using the LONI Pipeline Environment.
- Source :
-
Journal of neuroimaging : official journal of the American Society of Neuroimaging [J Neuroimaging] 2015 Sep-Oct; Vol. 25 (5), pp. 728-37. Date of Electronic Publication: 2015 May 04. - Publication Year :
- 2015
-
Abstract
- Background and Purpose: This study investigates 36 subjects aged 55-65 from the Alzheimer's Disease Neuroimaging Initiative (ADNI) database to expand our knowledge of early-onset (EO) Alzheimer's Disease (EO-AD) using neuroimaging biomarkers.<br />Methods: Nine of the subjects had EO-AD, and 27 had EO mild cognitive impairment (EO-MCI). The structural ADNI data were parcellated using BrainParser, and the 15 most discriminating neuroimaging markers between the two cohorts were extracted using the Global Shape Analysis (GSA) Pipeline workflow. Then the Local Shape Analysis (LSA) Pipeline workflow was used to conduct local (per-vertex) post-hoc statistical analyses of the shape differences based on the participants' diagnoses (EO-MCI+EO-AD). Tensor-based Morphometry (TBM) and multivariate regression models were used to identify the significance of the structural brain differences based on the participants' diagnoses.<br />Results: The significant between-group regional differences using GSA were found in 15 neuroimaging markers. The results of the LSA analysis workflow were based on the subject diagnosis, age, years of education, apolipoprotein E (ε4), Mini-Mental State Examination, visiting times, and logical memory as regressors. All the variables had significant effects on the regional shape measures. Some of these effects survived the false discovery rate (FDR) correction. Similarly, the TBM analysis showed significant effects on the Jacobian displacement vector fields, but these effects were reduced after FDR correction.<br />Conclusions: These results may explain some of the differences between EO-AD and EO-MCI, and some of the characteristics of the EO cognitive impairment subjects.<br /> (Copyright © 2015 by the American Society of Neuroimaging.)
- Subjects :
- Aged
Early Diagnosis
Female
Humans
Image Enhancement methods
Male
Middle Aged
Reproducibility of Results
Sensitivity and Specificity
Alzheimer Disease pathology
Brain pathology
Image Interpretation, Computer-Assisted methods
Magnetic Resonance Imaging methods
Neuroimaging methods
Pattern Recognition, Automated methods
Subjects
Details
- Language :
- English
- ISSN :
- 1552-6569
- Volume :
- 25
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- Journal of neuroimaging : official journal of the American Society of Neuroimaging
- Publication Type :
- Academic Journal
- Accession number :
- 25940587
- Full Text :
- https://doi.org/10.1111/jon.12252