Tau spatial distribution predicts domain‐specific cognitive performance: a machine learning approach

Different sets of brain regions best predict performance for each cognitive domain. Temporal lobe tau is highlighted for most domains, likely attributed to early accumulation. The parietal lobe is emphasized for attention and visuospatial measures, despite less tau. Semantic memory left-lateralization may be attributed to language production. Visuospatial right-lateralization likewise aligns with neuroimaging studies. Overall, the predictive regions of each cognitive measure align with functional connectivity studies, but constrained to regions with AD tau pathology. These results indicate high sensitivity of our cognitive measures to regional tau and the benefit of evaluating distinct brain regions depending on patient cognitive profiles.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70862_110262
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
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article

Tau spatial distribution predicts domain‐specific cognitive performance: a machine learning approach

Nicole S. McKay, Peter R Millar, Austin McCullough, Stephanie Doering et al.
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
article

Tau spatial distribution predicts domain‐specific cognitive performance: a machine learning approach

Nicole S. McKay, Peter R Millar, Austin McCullough, Stephanie Doering, Shaney Flores, Jason J. Hassenstab, John C. Morris, Brian A. Gordon, Tammie L.S. Benzinger
article en

Abstract

Different sets of brain regions best predict performance for each cognitive domain. Temporal lobe tau is highlighted for most domains, likely attributed to early accumulation. The parietal lobe is emphasized for attention and visuospatial measures, despite less tau. Semantic memory left-lateralization may be attributed to language production. Visuospatial right-lateralization likewise aligns with neuroimaging studies. Overall, the predictive regions of each cognitive measure align with functional connectivity studies, but constrained to regions with AD tau pathology. These results indicate high sensitivity of our cognitive measures to regional tau and the benefit of evaluating distinct brain regions depending on patient cognitive profiles.

Alzheimer s & DementiaVol. 21(S8)
Washington University in St. Louis (US)
Quality Education
Openalex Percentile: Top 35%
Dementia and Cognitive Impairment Research
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