Braak neurofibrillary tangle staging prediction from in vivo MRI metrics.

Alzheimer's disease Dementia Early diagnosis Imaging biomarkers Machine-learning Neurofibrillary degeneration Neuroimaging Neuropathology Predictive model Structural MRI Tau pathology

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
Historique:
entrez: 14 9 2019
pubmed: 14 9 2019
medline: 14 9 2019
Statut: epublish

Résumé

Alzheimer's disease diagnosis requires postmortem visualization of amyloid and tau deposits. As brain atrophy can provide assessment of consequent neurodegeneration, our objective was to predict postmortem neurofibrillary tangles (NFT) from in vivo MRI measurements. All participants with neuroimaging and neuropathological data from the Alzheimer's Disease Neuroimaging Initiative, the National Alzheimer's Coordinating Center and the Rush Memory and Aging Project were selected (n = 186). Two hundred and thirty two variables were extracted from last MRI before death using FreeSurfer. Nonparametric correlation analysis and multivariable support vector machine classification were performed to provide a predictive model of Braak NFT staging. We demonstrated that 59 of our MRI variables, mostly temporal lobe structures, were significantly associated with Braak NFT stages ( Structural neuroimaging may therefore be considered as a potential biomarker for early detection of Alzheimer's disease-associated neurofibrillary degeneration.

Identifiants

pubmed: 31517022
doi: 10.1016/j.dadm.2019.07.001
pii: S2352-8729(19)30052-1
pmc: PMC6731211
doi:

Types de publication

Journal Article

Langues

eng

Pagination

599-609

Subventions

Organisme : NIA NIH HHS
ID : P50 AG005142
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG016573
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG047266
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG010161
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG025688
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005133
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005138
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG047366
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG019610
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG028383
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG033514
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG013854
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG053760
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG010124
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG023501
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005131
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG010133
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG016574
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005146
Pays : United States
Organisme : NIA NIH HHS
ID : U01 AG024904
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG035982
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG008702
Pays : United States
Organisme : NIA NIH HHS
ID : U01 AG016976
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG008051
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005681
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG013846
Pays : United States
Organisme : NIA NIH HHS
ID : R01 AG017917
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG047270
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005136
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG049638
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG012300
Pays : United States
Organisme : NIA NIH HHS
ID : P50 AG005134
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG008017
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG062715
Pays : United States
Organisme : NIA NIH HHS
ID : P30 AG010129
Pays : United States

Références

Ann Neurol. 2000 Apr;47(4):430-9
pubmed: 10762153
Neurobiol Aging. 2000 Jan-Feb;21(1):19-26
pubmed: 10794844
Cereb Cortex. 2000 May;10(5):464-72
pubmed: 10847596
Neurobiol Aging. 2001 Sep-Oct;22(5):747-54
pubmed: 11705634
Neurology. 2002 Mar 12;58(5):750-7
pubmed: 11889239
Neurology. 2002 Jun 25;58(12):1791-800
pubmed: 12084879
Neuroreport. 2002 Oct 28;13(15):1939-43
pubmed: 12395096
Neurology. 2003 Aug 26;61(4):487-92
pubmed: 12939422
Alzheimer Dis Assoc Disord. 2004 Oct-Dec;18(4):190-5
pubmed: 15592129
Eur J Nucl Med Mol Imaging. 2005 Aug;32(8):959-63
pubmed: 15800784
Ann Neurol. 2005 Jun;57(6):896-903
pubmed: 15929035
Neurobiol Aging. 2006 May;27(5):663-72
pubmed: 16005548
Acta Neuropathol. 2006 Oct;112(4):389-404
pubmed: 16906426
Psychiatry Res. 2007 Jul 15;155(2):147-54
pubmed: 17524628
Acta Neuropathol. 1991;82(4):239-59
pubmed: 1759558
Ann Neurol. 2008 Feb;63(2):204-12
pubmed: 17894374
Ann Neurol. 2008 Jan;63(1):72-80
pubmed: 18157909
Neuroimage. 2008 Jun;41(2):277-85
pubmed: 18400519
Neuroimage. 2008 Aug 15;42(2):559-67
pubmed: 18572417
Neurology. 2008 Sep 2;71(10):743-9
pubmed: 18765650
Brain. 2009 Jan;132(Pt 1):195-203
pubmed: 19022858
Neurology. 2009 Jan 27;72(4):354-60
pubmed: 19171833
Neuroimage. 2009 Aug 1;47(1):8-17
pubmed: 19376238
Neurology. 1991 Apr;41(4):479-86
pubmed: 2011243
Neurobiol Aging. 2012 Sep;33(9):2091-105
pubmed: 22018896
Acta Neuropathol. 2012 Jan;123(1):1-11
pubmed: 22101365
J Neurosci. 2011 Dec 7;31(49):17941-54
pubmed: 22159109
Acta Neuropathol. 2012 Mar;123(3):449-52
pubmed: 22222584
Neuroimage. 2012 Aug 15;62(2):774-81
pubmed: 22248573
J Neuropathol Exp Neurol. 2012 May;71(5):362-81
pubmed: 22487856
N Engl J Med. 2012 Aug 30;367(9):795-804
pubmed: 22784036
Lancet Neurol. 2012 Oct;11(10):868-77
pubmed: 22951070
Neuroimage. 2013 Jan 1;64:32-42
pubmed: 22960087
Front Neurosci. 2012 Dec 05;6:171
pubmed: 23227001
JAMA Neurol. 2013 May;70(5):616-22
pubmed: 23552688
Acta Neuropathol. 2014 Mar;127(3):441-50
pubmed: 24240737
Neuroimage. 2014 May 15;92:169-81
pubmed: 24521851
Alzheimer Dis Assoc Disord. 2014 Jul-Sep;28(3):219-25
pubmed: 24614264
Neurology. 2014 Jun 3;82(22):1951-8
pubmed: 24793188
Acta Neuropathol. 2014 Dec;128(6):755-66
pubmed: 25348064
Front Syst Neurosci. 2015 Mar 03;9:23
pubmed: 25784862
PLoS One. 2015 Jun 11;10(6):e0130017
pubmed: 26066658
Comput Methods Programs Biomed. 2016 Dec;137:177-193
pubmed: 28110723
AJNR Am J Neuroradiol. 2017 May;38(5):961-965
pubmed: 28279988
J Alzheimers Dis. 2017;57(2):575-601
pubmed: 28282807
Neuroimage. 2017 Aug 1;156:315-339
pubmed: 28512057
Lancet Neurol. 2017 Nov;16(11):917-924
pubmed: 28919059
Alzheimers Dement. 2018 Apr;14(4):535-562
pubmed: 29653606
J Alzheimers Dis. 2018;64(s1):S161-S189
pubmed: 29865057
J Neurol. 2019 Jun;266(6):1293-1302
pubmed: 30120563
Neurology. 1983 Aug;33(8):961-5
pubmed: 6603596
J Neuropathol Exp Neurol. 1994 May;53(3):303-15
pubmed: 8176413
Histol Histopathol. 1996 Oct;11(4):1075-88
pubmed: 8930649
Neurology. 1997 May;48(5):1297-304
pubmed: 9153461
Alzheimer Dis Assoc Disord. 1997 Dec;11(4):207-19
pubmed: 9437438
Dement Geriatr Cogn Disord. 1998 May-Jun;9(3):140-4
pubmed: 9622001

Auteurs

Caroline Dallaire-Théroux (C)

CERVO Brain Research Center, Quebec City, Quebec, Canada.
Faculty of Medicine, Université Laval, Quebec City, Quebec, Canada.

Iman Beheshti (I)

CERVO Brain Research Center, Quebec City, Quebec, Canada.

Olivier Potvin (O)

CERVO Brain Research Center, Quebec City, Quebec, Canada.

Louis Dieumegarde (L)

CERVO Brain Research Center, Quebec City, Quebec, Canada.

Stephan Saikali (S)

Faculty of Medicine, Université Laval, Quebec City, Quebec, Canada.
Department of pathology, Centre Hospitalier Universitaire de Quebec, Quebec City, Quebec, Canada.

Simon Duchesne (S)

CERVO Brain Research Center, Quebec City, Quebec, Canada.
Faculty of Medicine, Université Laval, Quebec City, Quebec, Canada.

Classifications MeSH