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Cortical gray matter microstructural alterations in patients with type 2 diabetes mellitus
Haoming Huang1,2, Xiaomeng Ma1,2, Xiaomei Yue1,2
1The First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, P.R. China.
Type 2 diabetes mellitus (T2DM) is linked to widespread brain gray matter (GM) changes. Neurite orientation dispersion and density imaging (NODDI) reveals early microstructural alterations in T2DM patients, potentially aiding diagnosis.
Area of Science:
- Neuroimaging
- Medical Science
- Brain Research
Background:
- Type 2 diabetes mellitus (T2DM) is associated with widespread neurodegeneration.
- Current understanding of gray matter (GM) microstructural alterations in T2DM patients remains incomplete.
Purpose of the Study:
- To investigate GM microstructural alterations in T2DM patients using advanced neuroimaging techniques.
- To explore the diagnostic potential of specific microstructural metrics in T2DM.
Main Methods:
- Cross-sectional study involving 78 T2DM patients and 74 healthy controls (HCs).
- Utilized diffusion tensor imaging and neurite orientation dispersion and density imaging (NODDI) for GM microstructure assessment.
- Employed surface-based analysis, GM-based spatial statistics (GBSS), and machine learning for data analysis.
Main Results:
- No significant differences in cortical thickness or area between T2DM patients and HCs.
- GBSS revealed decreased fractional anisotropy and increased diffusivity in frontal and parietal lobes of T2DM patients.
- Significantly lower intracellular volume fraction (ICVF) observed in most brain regions of T2DM patients.
- Machine learning model achieved 74% accuracy and 83% AUC for T2DM vs HC classification using ICVF.
Conclusions:
- NODDI can detect early GM neuritic density loss in T2DM, preceding macrostructural changes.
- Cortical ICVF values show promise as diagnostic biomarkers for early GM microstructural alterations in T2DM.
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