Forecasting individualized progression of Alzheimer’s disease using structural MRI and population spatiotemporal priors

Incorporating group-level progression priors into the generative model can significantly improve the accuracy and anatomical fidelity of predicted MRIs, enhance the visualization of disease progression at the voxel level, and advance the development of precision treatment for AD.

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Publication Details

Journal
Frontiers in Aging Neuroscience
Published
2026-02-04
DOI
https://doi.org/10.3389/fnagi.2026.1691084
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

Forecasting individualized progression of Alzheimer’s disease using structural MRI and population spatiotemporal priors

Songze Li, Tongtong Che, Yan Zhao
Frontiers in Aging Neuroscience
Functional Brain Connectivity Studies
article

Forecasting individualized progression of Alzheimer’s disease using structural MRI and population spatiotemporal priors

Songze Li, Tongtong Che, Yan Zhao
article en

Abstract

Incorporating group-level progression priors into the generative model can significantly improve the accuracy and anatomical fidelity of predicted MRIs, enhance the visualization of disease progression at the voxel level, and advance the development of precision treatment for AD.

Frontiers in Aging NeuroscienceVol. 18
The University of Sydney (AU), University of Shanghai for Science and Technology (CN), Beijing Normal University (CN)
U.S. Department of Defense, Alzheimer's Disease Neuroimaging Initiative, National Natural Science Foundation of China, Beijing Normal University, China Scholarship Council, National Institutes of Health
Openalex Percentile: Top 68%
Functional Brain Connectivity Studies
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