Cortical freewater increases in areas of tau tangle aggregation, independent of cortical thinning
Bibliographic record
Abstract
Abstract Background It is unclear how cortical microstructure changes across biological stages of Alzheimer's disease (AD), and how this occurs in response to amyloid plaques, tauopathy, and inflammation. We hypothesize that tauopathy is chiefly responsible. To test this, we investigated how different measures of tauopathy, including plasma and PET, influence the microstructure in the whole brain, temporal meta‐ROI, and hippocampus. Method We sampled 301 participants (59% female, age 67±10) from the TRIAD cohort with T1 MRI, diffusion‐weighted MRI, amyloid PET (F 18 ‐NAV4694), tau PET (F 18 ‐MK6240), and plasma biomarkers. We used the NODDI‐flow pipeline to estimate the diffusion characters of the TRIAD cohort (D parallel , D orthogonal ,D isotropic ) and run the NODDI‐Bingham algorithm to calculate whole‐brain isotropic volume fraction images (“freewater”). FreeSurfer 7 was used to derive hippocampal and temporal meta‐ROI masks (entorhinal, fusiform, interior temporal, and middle temporal gyri). The Standard Uptake Value Ratio (SUVR) method produced amyloid and tau PET images. Plasma biomarkers were measured by Simoa assay. For group comparison, we stratified participants by amyloid SUVR positivity, plasma ptau 217 positivity (T1), and tau SUVR positivity (T2). We performed voxel‐wise correlations between freewater and tauopathy markers via VoxelStats MATLAB toolbox. Mediation analyses were performed in R 4.4.1. Models covaried for amyloid SUVR, age, sex, APOE4 genotype status, and meta‐ROI cortical thickness. Multiple comparisons correction performed by random field theory method. Result Tau PET positively correlated with freewater in gray matter within temporal and occipital regions, whereas p ‐tau217 did so in periventricular white matter (Figure 1A, Figure 2A). The effect of p ‐tau217 is only present in participants positive for tau tangles (Figure 2C). Freewater increased only in the A+T2+ group in the meta‐ROI and hippocampus (Figure 1B,C). Tau SUVR in meta‐ROI mediated the correlations between both GFAP and ‐tau217 with freewater in the A+T+ group (Figure 3). Conclusion In regions of AD‐relevant gray matter, increased freewater correlates with tau tangle accumulation independent of cortical thinning and amyloidopathy. Additionally, the positive correlation of p ‐tau217 with freewater in the periventricular white matter suggests involvement with ventricular remodeling or local CSF/ISF dynamics. Astrogliosis may be involved with microstructural changes secondary to neurofibrillary tangles.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".