Topographical Heterogeneity of Alzheimer's Disease Based on MR Imaging, Tau PET, and Amyloid PET
- Authors
- Jeon, Seun; Kang, Jae Myeong; Seo, Seongho; Jeong, Hye Jin; Funck, Thomas; Lee, Sang-Moon; Park, Kee Hyung; Lee, Yeong-Bae; Yeon, Byeong Kil; Ldo, Tatsuo; Okamura, Nobuyuki; Evans, Alan C.; Na, Duk L.; Noh, Young
- Issue Date
- Aug-2019
- Publisher
- FRONTIERS MEDIA SA
- Keywords
- Alzheimer' s disease; cluster analysis; tau; amyloid; cortical thickness; positron emission tomography; magnetic resonance imaging
- Citation
- FRONTIERS IN AGING NEUROSCIENCE, v.11
- Journal Title
- FRONTIERS IN AGING NEUROSCIENCE
- Volume
- 11
- URI
- https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/1101
- DOI
- 10.3389/fnagi.2019.00211
- ISSN
- 1663-4365
- Abstract
- Alzheimer's disease (AD) patients are known to have heterogeneous clinical presentation and pathologic patterns. We hypothesize that AD dementia can be categorized into subtypes based on multimodal imaging biomarkers such as magnetic resonance imaging (MRI), tau positron emission tomography (PET), and amyloid PET. We collected 3T MRI, F-18-THK5351 PET, and F-18-flutemetamol (FLUTE) PET data from 83 patients with AD dementia [ Clinical Dementia Rating (CDR) <= 1] and 60 normal controls (NC), and applied surface-based analyses to measure cortical thickness, THK5351 standardized uptake value ratio (SUVR) and FLUTE SUVR for each participant. For the patient group, we performed an agglomerative hierarchical clustering analysis using the three multimodal imaging features on the vertices (n = 3 x 79,950). The identified AD subtypes were compared to NC using general linear models adjusting for age, sex, and years of education. We mapped the effect size within significant cortical regions reaching a corrected p-vertex <0.05 (random field theory). Our surface-based multimodal framework has revealed three distinct subtypes among AD patients: medial temporal-dominant subtype (MT, n = 44), parietal-dominant subtype (P, n = 19), and diffuse atrophy subtype (D, n = 20). The topography of cortical atrophy and THK5351 retention differentiates between the three subtypes. In the case of FLUTE, three subtypes did not show distinct topographical differences, although cortical composite retention was significantly higher in the P type than in the MT type. These three subtypes also differed in demographic and clinical features. In conclusion, AD patients may be clustered into three subtypes with distinct topographical features of cortical atrophy and tau deposition, although amyloid deposition may not differ across the subtypes in terms of topography.
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