Structural connectivity centrality changes mark the path toward Alzheimer's disease.
Alzheimer's disease
Computational modeling
Diffusion MRI
Machine learning
Network centrality
Structural brain connectivity
Journal
Alzheimer's & dementia (Amsterdam, Netherlands)
ISSN: 2352-8729
Titre abrégé: Alzheimers Dement (Amst)
Pays: United States
ID NLM: 101654604
Informations de publication
Date de publication:
Dec 2019
Dec 2019
Historique:
entrez:
7
2
2019
pubmed:
7
2
2019
medline:
7
2
2019
Statut:
epublish
Résumé
The pathophysiological process of Alzheimer's disease is thought to begin years before clinical decline, with evidence suggesting prion-like spreading processes of neurofibrillary tangles and amyloid plaques. Using diffusion magnetic resonance imaging data from the Alzheimer's Disease Neuroimaging Initiative database, we first identified relevant features for dementia diagnosis. We then created dynamic models with the Nathan Kline Institute-Rockland Sample database to estimate the earliest detectable stage associated with dementia in the simulated disease progression. A classifier based on centrality measures provides informative predictions. Strength and closeness centralities are the most discriminative features, which are associated with the medial temporal lobe and subcortical regions, together with posterior and occipital brain regions. Our model simulations suggest that changes associated with dementia begin to manifest structurally at early stages. Our analyses suggest that diffusion magnetic resonance imaging-based centrality measures can offer a tool for early disease detection before clinical dementia onset.
Identifiants
pubmed: 30723773
doi: 10.1016/j.dadm.2018.12.004
pii: S2352-8729(18)30086-1
pmc: PMC6350419
doi:
Types de publication
Journal Article
Langues
eng
Pagination
98-107Subventions
Organisme : Medical Research Council
ID : MR/N015037/1
Pays : United Kingdom
Organisme : NIA NIH HHS
ID : U01 AG024904
Pays : United States
Références
Alzheimers Dement. 2016 Apr;12(4):459-509
pubmed: 27570871
Front Hum Neurosci. 2013 Aug 15;7:484
pubmed: 23966935
Nat Rev Neurosci. 2015 Feb;16(2):109-20
pubmed: 25588378
Lancet Neurol. 2013 Feb;12(2):207-16
pubmed: 23332364
Ageing Res Rev. 2017 May;35:250-264
pubmed: 27777039
Hum Brain Mapp. 2015 Oct;36(10):3777-92
pubmed: 26173024
Neuroimage. 2017 Apr 1;149:379-392
pubmed: 28153637
Neuropsychol Rev. 2003 Jun;13(2):79-92
pubmed: 12887040
Bioinformatics. 2007 Oct 1;23(19):2507-17
pubmed: 17720704
Neuroscientist. 2013 Dec;19(6):616-28
pubmed: 24047610
Neuroimage. 2009 Mar;45(1 Suppl):S199-209
pubmed: 19070668
Alzheimers Dement (Amst). 2017 Feb 09;7:69-87
pubmed: 28275702
Neuron. 2012 Mar 22;73(6):1216-27
pubmed: 22445348
Neuron. 2013 Dec 18;80(6):1347-58
pubmed: 24360540
Nat Neurosci. 2016 Nov;19(11):1523-1536
pubmed: 27643430
Prog Neurobiol. 2014 Jun;117:20-40
pubmed: 24548606
Nat Rev Neurol. 2010 Feb;6(2):67-77
pubmed: 20139996
Lancet Neurol. 2013 Apr;12(4):357-67
pubmed: 23477989
Neuron. 2009 Apr 16;62(1):42-52
pubmed: 19376066
Neurology. 2008 Sep 2;71(10):743-9
pubmed: 18765650
Nature. 2013 Sep 5;501(7465):45-51
pubmed: 24005412
Neurology. 2010 Jan 19;74(3):201-9
pubmed: 20042704
J Neurosci. 2009 Feb 11;29(6):1860-73
pubmed: 19211893
Ageing Res Rev. 2016 Sep;30:25-48
pubmed: 26827786
Neurobiol Aging. 2013 Aug;34(8):2023-36
pubmed: 23541878
Nat Rev Neurosci. 2015 Mar;16(3):159-72
pubmed: 25697159
Neuron. 2011 Jul 14;71(1):35-48
pubmed: 21745636
Cereb Cortex. 2015 Sep;25(9):2793-805
pubmed: 24794920
Acta Neuropathol. 2006 Oct;112(4):389-404
pubmed: 16906426
J Nucl Med. 2015 Apr;56(4):567-74
pubmed: 25745095
Neuroimage. 2010 Sep;52(3):1059-69
pubmed: 19819337
Trends Neurosci. 2013 Oct;36(10):561-9
pubmed: 23876425
Radiology. 1982 Apr;143(1):29-36
pubmed: 7063747
Cereb Cortex. 2015 Jun;25(6):1477-89
pubmed: 24343892
Brain Connect. 2014 Jun;4(5):299-311
pubmed: 24796856
J Neurol. 2009 Jun;256(6):916-24
pubmed: 19252794
Nat Rev Neurosci. 2010 Mar;11(3):155-9
pubmed: 20029438
Nat Rev Neurosci. 2014 Oct;15(10):683-95
pubmed: 25186238
Ann Neurol. 2011 Oct;70(4):532-40
pubmed: 22028219
Prog Neuropsychopharmacol Biol Psychiatry. 2003 Feb;27(1):103-8
pubmed: 12551731
Front Neurosci. 2012 Oct 16;6:152
pubmed: 23087608
Neuroimage. 2011 May 15;56(2):387-99
pubmed: 21172442
Alzheimers Dement. 2011 May;7(3):280-92
pubmed: 21514248