Meta-topologies define distinct anatomical classes of brain tumours linked to histology and survival.
anatomy
artificial intelligence
glioma
machine learning
metastases
Journal
Brain communications
ISSN: 2632-1297
Titre abrégé: Brain Commun
Pays: England
ID NLM: 101755125
Informations de publication
Date de publication:
2023
2023
Historique:
received:
20
04
2022
revised:
06
08
2022
accepted:
20
12
2022
entrez:
12
1
2023
pubmed:
13
1
2023
medline:
13
1
2023
Statut:
epublish
Résumé
The current World Health Organization classification integrates histological and molecular features of brain tumours. The aim of this study was to identify generalizable topological patterns with the potential to add an anatomical dimension to the classification of brain tumours. We applied non-negative matrix factorization as an unsupervised pattern discovery strategy to the fine-grained topographic tumour profiles of 936 patients with neuroepithelial tumours and brain metastases. From the anatomical features alone, this machine learning algorithm enabled the extraction of latent topological tumour patterns, termed
Identifiants
pubmed: 36632188
doi: 10.1093/braincomms/fcac336
pii: fcac336
pmc: PMC9830987
doi:
Types de publication
Journal Article
Langues
eng
Pagination
fcac336Informations de copyright
© The Author(s) 2022. Published by Oxford University Press on behalf of the Guarantors of Brain.
Références
Brain. 2022 Apr 29;145(3):1162-1176
pubmed: 34554211
Acta Neurol Scand. 2014 Jul;130(1):1-10
pubmed: 24313862
Psychol Methods. 2004 Sep;9(3):386-96
pubmed: 15355155
Nat Rev Clin Oncol. 2021 Mar;18(3):170-186
pubmed: 33293629
Neuron. 2011 Jul 14;71(1):35-48
pubmed: 21745636
Biol Psychiatry. 2020 Feb 1;87(3):282-293
pubmed: 31748126
Neuron. 2011 May 26;70(4):687-702
pubmed: 21609825
Brain Struct Funct. 2021 Jul;226(6):1699-1711
pubmed: 33961092
Nat Med. 2013 May;19(5):619-25
pubmed: 23584089
Science. 2015 Jul 17;349(6245):255-60
pubmed: 26185243
N Engl J Med. 2018 Mar 1;378(9):840-851
pubmed: 29490181
J Neurobiol. 1998 Aug;36(2):249-66
pubmed: 9712308
Lancet Neurol. 2019 Apr;18(4):376-393
pubmed: 30797715
J Neurobiol. 1998 Aug;36(2):234-48
pubmed: 9712307
Trends Neurosci. 2013 Oct;36(10):570-8
pubmed: 23871546
N Engl J Med. 2012 Mar 8;366(10):956-7
pubmed: 22397658
Nat Methods. 2013 Nov;10(11):1108-15
pubmed: 24037242
Nature. 2001 Feb 8;409(6821):714-20
pubmed: 11217860
Cancer Cell. 2005 Oct;8(4):323-35
pubmed: 16226707
N Engl J Med. 2010 Jul 22;363(4):301-4
pubmed: 20551152
Nature. 1999 Oct 21;401(6755):788-91
pubmed: 10548103
Neurooncol Adv. 2019 Sep 13;1(1):vdz017
pubmed: 32642653
Cell. 2018 Aug 9;174(4):999-1014.e22
pubmed: 30096314
J Neurobiol. 1997 Jun 5;32(6):554-66
pubmed: 9183737
Neurosurg Rev. 2018 Apr;41(2):599-604
pubmed: 28856492
Nat Rev Clin Oncol. 2019 Aug;16(8):509-520
pubmed: 30733593
Lancet. 2007 Oct 20;370(9596):1453-7
pubmed: 18064739
J Clin Neurosci. 2016 Dec;34:128-132
pubmed: 27593971
J Neurooncol. 2020 Aug;149(1):73-85
pubmed: 32643065
J Neurosci. 1996 Mar 15;16(6):2027-33
pubmed: 8604047
Nat Genet. 2016 Jun;48(6):600-606
pubmed: 27111033
Nature. 2018 Aug;560(7717):243-247
pubmed: 30069053
Neuro Oncol. 2021 Aug 2;23(8):1231-1251
pubmed: 34185076
Cancer. 1996 Apr 15;77(8):1551-5
pubmed: 8608542
J Neurooncol. 2020 Mar;147(1):229-235
pubmed: 32065345
Brain. 2009 Jun;132(Pt 6):1523-35
pubmed: 19336457
Proc Natl Acad Sci U S A. 2004 Dec 14;101(50):17528-32
pubmed: 15574494
Acta Neuropathol. 2016 Jun;131(6):803-20
pubmed: 27157931