Connectome sorting by consensus clustering increases separability in group neuroimaging studies.

Brain connectivity Classification Consensus clustering Unsupervised learning

Journal

Network neuroscience (Cambridge, Mass.)
ISSN: 2472-1751
Titre abrégé: Netw Neurosci
Pays: United States
ID NLM: 101719149

Informations de publication

Date de publication:
2019
Historique:
received: 18 06 2018
accepted: 09 11 2018
entrez: 23 2 2019
pubmed: 23 2 2019
medline: 23 2 2019
Statut: epublish

Résumé

A fundamental challenge in preprocessing pipelines for neuroimaging datasets is to increase the signal-to-noise ratio for subsequent analyses. In the same line, we suggest here that the application of the consensus clustering approach to brain connectivity matrices can be a valid additional step for

Identifiants

pubmed: 30793085
doi: 10.1162/netn_a_00074
pii: netn_a_00074
pmc: PMC6370473
doi:

Types de publication

Journal Article

Langues

eng

Pagination

325-343

Déclaration de conflit d'intérêts

Competing Interests: The authors have declared that no competing interests exist.

Références

Netw Neurosci. 2017 Oct 01;1(3):242-253
pubmed: 29601048
Netw Neurosci. 2019 Feb 01;3(2):344-362
pubmed: 30793086
Cereb Cortex. 2021 Jan 1;31(1):547-561
pubmed: 32909037
Mol Psychiatry. 2000 Mar;5(2):142-9
pubmed: 10822341
Nat Neurosci. 2006 Jan;9(1):28-30
pubmed: 16327784
Netw Neurosci. 2019 Feb 01;3(2):325-343
pubmed: 30793085
Biol Psychiatry. 2000 Jul 15;48(2):147-62
pubmed: 10903411
Curr Opin Psychiatry. 2010 May;23(3):239-49
pubmed: 20216219
Neuropsychopharmacology. 1999 Jul;21(1):63-8
pubmed: 10379520
Sci Rep. 2012;2:336
pubmed: 22468223
Neuroimage. 2013 Nov 15;82:403-15
pubmed: 23747961
Front Psychiatry. 2012 Jan 10;2:75
pubmed: 22291663
Hum Brain Mapp. 2008 Nov;29(11):1265-75
pubmed: 17894392
Br J Psychiatry. 2005 May;186:369-77
pubmed: 15863740
Neuroimage. 2014 Jun;93 Pt 1:74-94
pubmed: 24583255
Neuroimage. 2012 Feb 15;59(4):4160-7
pubmed: 22178299
Schizophr Bull. 2013 Mar;39(2):358-65
pubmed: 22080493
Psychiatry Res. 2010 Jul 30;183(1):59-68
pubmed: 20553873
World J Biol Psychiatry. 2011 Jun;12(4):260-70
pubmed: 20879808
Front Aging Neurosci. 2017 Jul 07;9:215
pubmed: 28736521
Neurology. 1998 Apr;50(4):1087-93
pubmed: 9566399
Psychometrika. 2017 Dec;82(4):1052-1077
pubmed: 27738957
Neuroimage. 2017 Jul 1;154:169-173
pubmed: 27888059
Mol Psychiatry. 2014 Jun;19(6):659-67
pubmed: 23774715
Ann Neurol. 2004 Dec;56(6):757-66
pubmed: 15478219
IEEE Trans Neural Netw. 2005 May;16(3):645-78
pubmed: 15940994
Sci Data. 2016 Dec 06;3:160110
pubmed: 27922632
Proc Natl Acad Sci U S A. 2006 Dec 19;103(51):19430-5
pubmed: 17146048
Phys Rep. 2014 Nov 1;544(1):1-122
pubmed: 32834429
Neuroimage. 2010 Sep;52(3):1059-69
pubmed: 19819337
J Neurochem. 1989 Jun;52(6):1781-6
pubmed: 2566649
Front Neurosci. 2016 May 03;10:191
pubmed: 27199653
Neuropsychiatr Dis Treat. 2015 May 18;11:1211-9
pubmed: 26056452
Eur J Neurosci. 1999 Jun;11(6):1891-8
pubmed: 10336657
Ann Neurol. 2002 Nov;52(5):588-96
pubmed: 12402256
Phys Rev E Stat Nonlin Soft Matter Phys. 2006 Jul;74(1 Pt 2):016110
pubmed: 16907154
Front Hum Neurosci. 2013 Jul 12;7:356
pubmed: 23874279
J Neurol Neurosurg Psychiatry. 1989 Jun;52(6):736-41
pubmed: 2746266

Auteurs

Javier Rasero (J)

Biocruces Health Research Institute, Hospital Universitario de Cruces, Barakaldo, Spain.

Ibai Diez (I)

Functional Neurology Research Group, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.

Jesus M Cortes (JM)

Biocruces Health Research Institute, Hospital Universitario de Cruces, Barakaldo, Spain.

Daniele Marinazzo (D)

Faculty of Psychology and Educational Sciences, Department of Data Analysis, Ghent University, Ghent, Belgium.

Sebastiano Stramaglia (S)

Dipartimento di Fisica, Universitá degli Studi "Aldo Moro" Bari, Italy.

Classifications MeSH