Amyloid-Tau PET Fusion Reveals Covarying Network Territories Linked to Disease Stage, Cognition, and APOE4 in Alzheimers Disease
Bimali, B.; Chen, J.; Iraji, A.
Show abstract
BackgroundAmyloid-beta (A{beta}) and Tau are defining pathologies of Alzheimers disease, but their relationship varies substantially across the brain. Amyloid deposition is spatially widespread, whereas Tau shows greater regional heterogeneity and closer relationships with disease severity. Consequently, understanding the disease requires more than measuring the two pathologies independently or summarizing them within predefined regions. A major unresolved question is how Amyloid and Tau covary across the whole brain, where their spatial patterns converge or diverge, and whether their local combination carries distinct information about disease stage and cognition. MethodsWe analyzed paired florbetapir Amyloid PET and flortaucipir Tau PET from the Alzheimers Disease Neuroimaging Initiative (ADNI), comprising 378 paired imaging sessions from 320 participants spanning cognitively normal (CN), mild cognitive impairment (MCI), and Alzheimers Dementia (AD). High-order joint independent component analysis was used to identify fine-grained, data-driven patterns of Amyloid-Tau covariance across individuals. The resulting Amyloid and Tau maps were characterized by their spatial similarity and correspondence with rsfMRI-derived intrinsic functional networks. We then used the same data-driven spatial regions to quantify, for each participant, the relative extent of Amyloid abnormality alone, Tau abnormality alone, and spatially overlapping Amyloid-Tau abnormality. ResultsNinety-six non-artifactual Amyloid-Tau components were identified, of which 73 showed appreciable spatial correspondence between their paired Amyloid and Tau maps, while 17 were Tau-localized and 6 Amyloid-localized. Amyloid component maps more frequently corresponded with rsfMRI-derived intrinsic network organization than Tau maps. Expression of the joint components differed across diagnosis groups, demonstrating spatially heterogeneous disease-stage patterns. Within the same data-driven regions, isolated Amyloid, isolated Tau, and overlapping Amyloid-Tau abnormality showed markedly different disease-stage profiles: Amyloid-only abnormality was more prominent in the earlier CN-to-MCI contrast, Tau-only abnormality in contrasts involving AD, whereas spatially overlapping Amyloid-Tau abnormality showed the broadest differences across disease stages and the largest mean CN-to-AD expansion. Overlapping abnormality was also associated with cognition across the greatest number of components and showed the strongest overall association with ADAS13. APOE4-related diagnosis-stage differences were considerably more widespread for pathology measures containing Amyloid than for Tau-only abnormality.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Neuro-Metabolic and Vascular Dysfunction as an Early Diagnostic for Alzheimer's Disease and Related Dementias. 97%
- Multiscale Metabolic Covariance Networks Uncover Stage-Specific Biomarker Signatures Across the Alzheimer's Disease Continuum. 96%
- Mapping cross-domain drivers of Alzheimer's disease risk through integrated network analysis 92%
Similar papers in this journal
- Amyloid-associated increases in soluble tau is a key driver in accumulation of tau aggregates and cognitive decline in early Alzheimer 96%
- Dysfunction of the episodic memory network in the Alzheimer's disease cascade 96%
- Hemispheric Asymmetry of Tau Pathology is Related to Asymmetric Amyloid Deposition in Alzheimer's Disease 96%
Similar papers in this journal
- Default mode network tau predicts future clinical decline in atypical early Alzheimer’s disease 96%
- Selective vulnerability and resilience to Alzheimer's disease tauopathy as a function of genes and the connectome 96%
- Glucose metabolism reflects local atrophy and tau pathology in symptomatic Alzheimer’s disease 96%
Similar papers in this journal
- Reduced expression of fMRI subsequent memory effects with increasing severity across the Alzheimer’s disease risk spectrum 93%
- NODDI-derived measures of microstructural integrity in medial temporal lobe white matter pathways are associated with Alzheimer's disease pathology and cognitive outcomes 93%
- Sensitivity of unconstrained quantitative magnetization transfer MRI to Amyloid burden in preclinical Alzheimer’s disease 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.