Coupling relationship between glucose and oxygen metabolisms to differentiate preclinical Alzheimer's disease and normal individuals.
Changchang DingWenying DuQi ZhangLuyao WangYing HanJie-Hui JiangPublished in: Human brain mapping (2021)
The discovery of preclinical Alzheimer's disease (preAD) provides a wide time window for the early intervention of AD. The coupling relationships between glucose and oxygen metabolisms from hybrid PET/MRI can provide complementary information on the brain's physiological state for preAD. In this study, we purpose to explore the change of coupling relationship among 27 normal controls (NCs), 20 preADs, and 15 cognitive impairments (CIs). For each subject, we calculated the Spearman partial correlation between the fractional amplitude of low-frequency fluctuations (fALFF) and the regional homogeneity (ReHo) from functional image (fMRI), and the standard uptake value ratio (SUVR) from [18F] fluorodeoxyglucose positron emission tomography (18 F-FDG PET), in the whole-brain and default mode network (DMN) as a novel potential biomarker. The diagnostic performance of this biomarker was evaluated by the receiver operating characteristic analysis. Significant Spearman correlations between the FDG SUVR and the fALFF/ReHo were found in 98% of subjects. For the DMN-based biomarker, there was a significant decreasing trend for the preAD and CI groups compared to the NC group, whereas no significant difference in preAD based on whole-brain. The correlation ρ value for the FDG SUVR/ReHo showed the highest area under curve of the preAD classification (0.787). The results imply the coupling relationship changed during the preAD stage in the DMN area.
Keyphrases
- positron emission tomography
- resting state
- functional connectivity
- computed tomography
- pet ct
- pet imaging
- room temperature
- magnetic resonance imaging
- cognitive decline
- deep learning
- white matter
- contrast enhanced
- randomized controlled trial
- small molecule
- machine learning
- cell therapy
- high throughput
- metabolic syndrome
- multiple sclerosis
- magnetic resonance
- stem cells
- electron transfer
- blood glucose
- healthcare
- mesenchymal stem cells