Ventricular remodeling and astrocyte activation drive early protein aggregation in Alzheimer’s disease
Bibliographic record
Abstract
BACKGROUND: Pro-inflammatory astrocyte activation, choroid plexus dysfunction, and ventricular enlargement may collectively impair cerebrospinal fluid (CSF) clearance, a process which removes metabolic waste, including amyloid-β and tau. Dysregulated clearance mechanisms may contribute to Alzheimer's disease pathogenesis (AD) by facilitating protein aggregation. This study investigated whether ventricular remodeling and astrocyte activation drive amyloid-β and tau accumulation in AD. METHOD: We analyzed multimodal neuroimaging and fluid biomarker data from 500 participants from the Translational Biomarkers in Aging and Dementia (TRIAD) cohort, 383 of whom had longitudinal imaging data (2-4 years follow-up). Structural MRI and PET scans with [18F]AZD4694 (amyloid-β), and [18F]MK6240 (tau) tracers were utilized. Choroid plexus and ventricular volumes were segmented using FreeSurfer and adjusted for intracranial volume. Ventricular radioactivity served as a proxy for choroid plexus function. Plasma glial fibrillary acidic protein (GFAP) levels were used as a biomarker for astrocyte activation. Associations between ventricular remodeling, astrocyte reactivity, and amyloid-β and tau burden were assessed using both region-of-interest and voxel-wise approaches. RESULT: We observed significant reductions in ventricular radioactivity, indicative of choroid plexus dysfunction, along with significantly increased choroid plexus and ventricular volumes in individuals with amyloid-β and tau pathology (Figure 1). The [18F]MK6240 time-activity curves in the lateral ventricles highlighted initial peak differences across diagnostic groups (CN (Y), A-T-, A-T+, A+T+), suggesting impaired CSF production and altered choroid plexus function (Figure 1F). Voxel-wise analyses revealed that amyloid-β accumulation was significantly associated with ventricular volume and GFAP levels (Figure 2). Furthermore, the impact of ventricular enlargement and astrocyte activation on tau accumulation was secondary to amyloid-β (Figure 3), where individuals with larger ventricles and higher amyloid burden exhibited higher tau load (Figure 1c). Kaplan-Meier survival analysis demonstrated that individuals in the highest tertiles of GFAP, ventricular volume, and choroid plexus volume exhibited faster cognitive decline (Figure 1G-J). These effects survived adjustment for amyloid-β and tau loads, without evidence of interaction or mediation. CONCLUSION: Our findings suggest that astrocyte activation and ventricular remodeling independently contribute to early amyloid-β and tau aggregation. Elevated GFAP and enlarged ventricles may serve as biomarkers for individuals at risk of accelerated disease progression, emphasizing the importance of CSF clearance in AD pathophysiology.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".