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Identifying Type 2 Diabetic Brains by Investigating Disease-Related Structural Changes in Magnetic Resonance Imaging
- Source :
- Frontiers in Neuroscience, Vol 15 (2021), Frontiers in Neuroscience
- Publication Year :
- 2021
- Publisher :
- Frontiers Media S.A., 2021.
-
Abstract
- Diabetes with high blood glucose levels may damage the brain nerves and thus increase the risk of dementia. Previous studies have shown that dementia can be reflected in altered brain structure, facilitating computer-aided diagnosis of brain diseases based on structural magnetic resonance imaging (MRI). However, type 2 diabetes mellitus (T2DM)-mediated changes in the brain structures have not yet been studied, and only a few studies have focused on the use of brain MRI for automated diagnosis of T2DM. Hence, identifying MRI biomarkers is essential to evaluate the association between changes in brain structure and T2DM as well as cognitive impairment (CI). The present study aims to investigate four methods to extract features from MRI, characterize imaging biomarkers, as well as identify subjects with T2DM and CI.
- Subjects :
- Pathology
medicine.medical_specialty
endocrine system diseases
type 2 diabetes mellitus
Neurosciences. Biological psychiatry. Neuropsychiatry
Disease
Type 2 diabetes
Diabetes mellitus
medicine
Brain mri
Dementia
Cognitive impairment
structural MRI
cognitive impairment
medicine.diagnostic_test
business.industry
General Neuroscience
Type 2 Diabetes Mellitus
nutritional and metabolic diseases
Magnetic resonance imaging
Brief Research Report
medicine.disease
medical image
machine learning
business
Neuroscience
RC321-571
Subjects
Details
- Language :
- English
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- Frontiers in Neuroscience
- Accession number :
- edsair.doi.dedup.....90a5aeada94db3cf335440d80c1c2c11