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A computational model of neurodegeneration in Alzheimer’s disease

David Thomas Jones, Val J. Lowe, Jonathan Graff‐Radford, Hugo Botha, Leland R Barnard, Daniela A. Wiepert, Matthew C. Murphy, Melissa Erin Murray, Matthew L. Senjem, Jeffrey L. Gunter, H. J. Wiste, Bradley F. Boeve, David S. Knopman, Ronald Petersen, Clifford R. Jack

Nature Communications · 2022 · ▲ 78 citations

Abstract

Disruption of mental functions in Alzheimer's disease (AD) and related disorders is accompanied by selective degeneration of brain regions. These regions comprise large-scale ensembles of cells organized into systems for mental functioning, however the relationship between clinical symptoms of dementia, patterns of neurodegeneration, and functional systems is not clear. Here we present a model of the association between dementia symptoms and degenerative brain anatomy using F18-fluorodeoxyglucose PET and dimensionality reduction techniques in two cohorts of patients with AD. This reflected a simple information processing-based functional description of macroscale brain anatomy which we link to AD physiology, functional networks, and mental abilities. We further apply the model to normal aging and seven degenerative diseases of mental functions. We propose a global information processing model for mental functions that links neuroanatomy, cognitive neuroscience and clinical neurology.

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Provenance

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OpenAlex
DOI
10.1038/s41467-022-29047-4
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2026-10-16 MST

Cite this

APA
Jones, D.T., Lowe, V.J., Graff‐Radford, J., Botha, H., Barnard, L.R., Wiepert, D.A., Murphy, M.C., Murray, M.E., Senjem, M.L., Gunter, J.L., Wiste, H.J., Boeve, B.F., Knopman, D.S., Petersen, R., &amp; Jack, C.R. (2022). A computational model of neurodegeneration in Alzheimer’s disease. <em>Nature Communications</em>. https://doi.org/10.1038/s41467-022-29047-4
Vancouver
Jones DT, Lowe VJ, Graff‐Radford J, Botha H, Barnard LR, Wiepert DA, et al. A computational model of neurodegeneration in Alzheimer’s disease. Nature Communications. 2022. doi:10.1038/s41467-022-29047-4.
BibTeX
@article{david2022Acompu, title = {A computational model of neurodegeneration in Alzheimer’s disease}, author = {David Thomas Jones and Val J. Lowe and Jonathan Graff‐Radford and Hugo Botha and Leland R Barnard and Daniela A. Wiepert and Matthew C. Murphy and Melissa Erin Murray and Matthew L. Senjem and Jeffrey L. Gunter and H. J. Wiste and Bradley F. Boeve and David S. Knopman and Ronald Petersen and Clifford R. Jack}, journal = {Nature Communications}, year = {2022}, doi = {10.1038/s41467-022-29047-4}, }

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