Longitudinal tau burden partially mediates synergistic influence of vascular risk and amyloid‐beta on cognitive decline in clinically normal older adults
Bibliographic record
Abstract
Abstract Background Vascular risk is increasingly recognized as an important contributor to late‐life cognitive impairment. Elevated vascular risk and amyloid‐beta (Aβ) burden have been synergistically associated with greater cognitive decline, however the underlying mechanisms remain unclear. We examined the combined effects of baseline vascular risk and Aβ on longitudinal tau burden. We further investigated the extent to which tau accumulation mediates the synergistic effects of increased vascular risk and Aβ on prospective cognitive decline. Method We included data from 175 older adults (cognitively unimpaired at baseline) from the Harvard Aging Brain Study (HABS) (Table 1). Baseline Aβ burden was measured with Pittsburgh Compound‐B (PiB) PET. Baseline vascular risk was quantified using the office‐based Framingham Heart Study general cardiovascular disease risk score (FHS‐CVD). Tau burden was measured longitudinally with Flortaucipir‐PET in inferior temporal cortex (ITC), an early site of neocortical tau accumulation and a region of interest based on prior work. Cognition was assessed longitudinally using Preclinical Alzheimer Cognitive Composite (PACC). Using linear mixed effects models, we examined the interactive effects of FHS‐CVD and Aβ on longitudinal ITC tau accumulation, adjusting for age, sex and APOE ε4 status. Next, we examined the FHS‐CVD*Aβ interaction using floodlight/Johnson‐Neyman analysis to determine the level of Aβ at which effects on ITC tau accumulation became significant. Using moderated mediation analysis, we further examined whether tau accumulation mediated the FHS‐CVD*Aβ interactive effects on PACC decline. Result Individual ITC‐tau trajectories are shown in Figure 1. We found an interaction between higher baseline FHS‐CVD and elevated Aβ with greater longitudinal ITC‐tau accumulation (Figure 2; Table 2). Floodlight analysis showed the FHS‐CVD*Aβ interaction became significant (p<0.05) at PiB‐DVR>1.22, lower than the conventional threshold for amyloid‐positivity (PiB‐DVR>1.32). Moderated mediation models revealed ITC‐tau accumulation partially mediated (30%) the effect of FHS‐CVD on PACC decline at high (PiB‐DVR=1.85: β=‐0.48, p<0.001) but not low (PiB‐DVR=1.17: β=‐0.16, p=0.09) levels of baseline Aβ (Figure 3). Conclusion Vascular risk may interact with Aβ to promote cognitive decline partially through accelerating tau accumulation, even at subthreshold levels of Aβ. Further studies are needed to elucidate other mechanisms that mediate the remaining effects of this clinically important interaction.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".