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Individual subject classification of mixed dementia from pure subcortical vascular dementia based on subcortical
Hee Jin Kim1, Jeonghun Kim, Hanna Cho
1Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea.
Abstract:
Subcortical vascular dementia (SVaD), one of common causes of dementia, has concomitant Alzheimer's disease (AD) pathology in over 30%, termed "mixed dementia". Identifying mixed dementia from SVaD is important because potential amyloid-targeted therapies may be effective for treatment in mixed dementia. The purpose of this study was to discriminate mixed dementia from pure SVaD using magnetic resonance imaging (MRI). We measured brain amyloid deposition using the 11C-Pittsburgh compound B positron emission tomography (PiB-PET) in 68 patients with SVaD. A PiB retention ratio greater than 1.5 was considered PiB(+). Hippocampal and amygdalar shape were used in the incremental learning method to discriminate mixed dementia from pure SVaD because these structures are known to be prominently involved by AD pathologies. Among 68 patients, 23 (33.8%) patients were positive for PiB binding. With use of hippocampal shape analysis alone, PiB(+) SVaD could be discriminated from PiB(-) SVaD with 77.9% accuracy (95.7% sensitivity and 68.9% specificity). With use of amygdalar shape, the discrimination accuracy was 75.0% (87.0% sensitivity and 68.9% specificity). When hippocampal and amygdalar shape were analyzed together, accuracy increased to 82.4% (95.7% sensitivity and 75.6% specificity). An incremental learning method using hippocampal and amygdalar shape distinguishes mixed dementia from pure SVaD. Furthermore, our results suggest that amyloid pathology and vascular pathology have different effects on the shape of the hippocampus and amygdala.
Insights
This study shows that analyzing hippocampal and amygdalar shape with MRI can accurately distinguish mixed dementia from subcortical vascular dementia, aiding treatment decisions for Alzheimer's disease pathology.
Area of Science:
- Neuroimaging
- Neurology
- Dementia Research
Background:
- Subcortical vascular dementia (SVaD) often co-occurs with Alzheimer's disease (AD) pathology, forming mixed dementia.
- Accurate identification of mixed dementia is crucial for effective amyloid-targeted therapies.
Purpose of the Study:
- To differentiate mixed dementia from pure SVaD using MRI.
- To investigate the utility of hippocampal and amygdalar shape analysis in this discrimination.
Main Methods:
- Utilized 11C-Pittsburgh compound B positron emission tomography (PiB-PET) to assess brain amyloid deposition in 68 SVaD patients.
- Employed incremental learning with hippocampal and amygdalar shape analysis via MRI.
- Defined PiB positivity with a retention ratio > 1.5.
Main Results:
- 23 out of 68 SVaD patients (33.8%) were PiB(+), indicating mixed dementia.
- Hippocampal shape analysis achieved 77.9% accuracy; amygdalar shape analysis achieved 75.0% accuracy.
- Combined hippocampal and amygdalar shape analysis yielded the highest accuracy of 82.4%.
Conclusions:
- Incremental learning using hippocampal and amygdalar shape effectively distinguishes mixed dementia from pure SVaD.
- Amyloid and vascular pathologies differentially impact hippocampal and amygdalar shape.
- This MRI-based approach offers a promising method for diagnosing mixed dementia.
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