A computational model of neurodegeneration in Alzheimer's disease

被引:50
作者
Jones, D. [1 ,2 ]
Lowe, V [2 ]
Graff-Radford, J. [1 ]
Botha, H. [1 ]
Barnard, L. [1 ]
Wiepert, D. [1 ]
Murphy, M. C. [2 ]
Murray, M. [3 ]
Senjem, M. [4 ]
Gunter, J. [4 ]
Wiste, H. [5 ]
Boeve, B. [1 ]
Knopman, D. [1 ]
Petersen, R. [1 ]
Jack, C. [2 ]
机构
[1] Mayo Clin, Dept Neurol, Rochester, MN 55905 USA
[2] Mayo Clin, Dept Radiol, Rochester, MN 55905 USA
[3] Mayo Clin, Dept Neurosci, Jacksonville, FL 32224 USA
[4] Mayo Clin, Dept Informat Technol, Rochester, MN 55905 USA
[5] Mayo Clin, Dept Hlth Sci Res, Rochester, MN 55905 USA
关键词
MILD COGNITIVE IMPAIRMENT; CASCADING NETWORK FAILURE; DEFAULT-MODE; BRAIN NETWORKS; FUNCTIONAL CONNECTIVITY; ASSOCIATION WORKGROUPS; DIAGNOSTIC GUIDELINES; NATIONAL INSTITUTE; SCALE; DEMENTIA;
D O I
10.1038/s41467-022-29047-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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. Low-dimensional representations of functional brain anatomy relevant for dementia syndromes may exist. Here the authors propose a computational model of mental functions to catalogue this anatomy in Alzheimer's and related dementias.
引用
收藏
页数:13
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