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
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
325-343Déclaration 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