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Modeling the brain morphology distribution in the general aging population
- Source :
- Medical Imaging: Biomedical Applications in Molecular, Structural, and Functional Imaging, Medical Imaging 2016: Biomedical Applications in Molecular, Structural, and Functional Imaging, 9788
- Publication Year :
- 2016
-
Abstract
- Both normal aging and neurodegenerative diseases such as Alzheimer's disease cause morphological changes of the brain. To better distinguish between normal and abnormal cases, it is necessary to model changes in brain morphology owing to normal aging. To this end, we developed a method for analyzing and visualizing these changes for the entire brain morphology distribution in the general aging population. The method is applied to 1000 subjects from a large population imaging study in the elderly, from which 900 were used to train the model and 100 were used for testing. The results of the 100 test subjects show that the model generalizes to subjects outside the model population. Smooth percentile curves showing the brain morphology changes as a function of age and spatiotemporal atlases derived from the model population are publicly available via an interactive web application at agingbrain.bigr.nl.
- Subjects :
- education.field_of_study
Population ageing
business.industry
Computer science
Population
Brain morphometry
Imaging study
Statistical model
Spatiotemporal atlas
Disease cause
030218 nuclear medicine & medical imaging
Entire brain
Partial least squares regression
Statistical modeling
03 medical and health sciences
0302 clinical medicine
Non-rigid groupwise registration
LMS method
Artificial intelligence
sense organs
education
business
Neuroscience
030217 neurology & neurosurgery
Subjects
Details
- Language :
- English
- ISSN :
- 16057422
- Volume :
- 9788
- Database :
- OpenAIRE
- Journal :
- Medical Imaging 2016
- Accession number :
- edsair.doi.dedup.....59376008203f635f1df1fc6ec95ed728