Pan-Cancer Molecular Patterns and Biological Implications Associated with a Tumor-Specific Molecular Signature.


Journal

Cells
ISSN: 2073-4409
Titre abrégé: Cells
Pays: Switzerland
ID NLM: 101600052

Informations de publication

Date de publication:
31 12 2020
Historique:
received: 07 11 2020
revised: 25 11 2020
accepted: 26 11 2020
entrez: 5 1 2021
pubmed: 6 1 2021
medline: 29 6 2021
Statut: epublish

Résumé

Studying tissue-independent components of cancer and defining pan-cancer subtypes could be addressed using tissue-specific molecular signatures if classification errors are controlled. Since PAM50 is a well-known, United States Food and Drug Administration (FDA)-approved and commercially available breast cancer signature, we applied it with uncertainty assessment to classify tumor samples from over 33 cancer types, discarded unassigned samples, and studied the emerging tumor-agnostic molecular patterns. The percentage of unassigned samples ranged between 55.5% and 86.9% in non-breast tissues, and gene set analysis suggested that the remaining samples could be grouped into two classes (named C1 and C2) regardless of the tissue. The C2 class was more dedifferentiated, more proliferative, with higher centrosome amplification, and potentially more TP53 and RB1 mutations. We identified 28 gene sets and 95 genes mainly associated with cell-cycle progression, cell-cycle checkpoints, and DNA damage that were consistently exacerbated in the C2 class. In some cancer types, the C1/C2 classification was associated with survival and drug sensitivity, and modulated the prognostic meaning of the immune infiltrate. Our results suggest that PAM50 could be repurposed for a pan-cancer context when paired with uncertainty assessment, resulting in two classes with molecular, biological, and clinical implications.

Identifiants

pubmed: 33396205
pii: cells10010045
doi: 10.3390/cells10010045
pmc: PMC7823585
pii:
doi:

Substances chimiques

Biomarkers, Tumor 0
Membrane Proteins 0
RB1 protein, human 0
Retinoblastoma Binding Proteins 0
TP53 protein, human 0
Tmem43 protein, mouse 0
Tumor Suppressor Protein p53 0
Ubiquitin-Protein Ligases EC 2.3.2.27
ERBB2 protein, human EC 2.7.10.1
Receptor, ErbB-2 EC 2.7.10.1

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Références

Cell Commun Signal. 2018 Sep 12;16(1):57
pubmed: 30208972
Cancer Lett. 2019 Jul 10;454:191-203
pubmed: 30998963
Am J Cancer Res. 2020 Mar 01;10(3):757-768
pubmed: 32266089
Bioinformatics. 2018 May 1;34(9):1615-1617
pubmed: 29272348
Oncotarget. 2016 Dec 23;8(64):107877-107885
pubmed: 29296209
Nat Biotechnol. 2019 Jul;37(7):773-782
pubmed: 31061481
Curr Med Chem Anticancer Agents. 2005 Jul;5(4):363-72
pubmed: 16101488
Cell Rep. 2019 Jul 30;28(5):1370-1384.e5
pubmed: 31365877
Comput Biol Med. 2016 Dec 1;79:10-20
pubmed: 27723507
Bioinformatics. 2015 Sep 15;31(18):3069-71
pubmed: 25990557
Nat Commun. 2018 May 3;9(1):1777
pubmed: 29725014
PLoS Med. 2013;10(5):e1001453
pubmed: 23700391
Med Sci Monit. 2015 Mar 25;21:882-9
pubmed: 25807305
Nucleic Acids Res. 2014 Jan;42(Database issue):D472-7
pubmed: 24243840
Cell. 2011 Mar 4;144(5):646-74
pubmed: 21376230
Nucleic Acids Res. 2002 Jan 1;30(1):207-10
pubmed: 11752295
Cancer Med. 2019 Jun;8(6):2897-2907
pubmed: 31038851
Mol Cancer Ther. 2011 Jun;10(6):1046-58
pubmed: 21518729
Cancer Res. 2012 Feb 1;72(3):571-5
pubmed: 22298593
PLoS Comput Biol. 2014 Jul 24;10(7):e1003731
pubmed: 25058159
CA Cancer J Clin. 2014 Jan-Feb;64(1):70-4
pubmed: 24249308
Br J Cancer. 2008 Dec 2;99(11):1884-90
pubmed: 18985037
Oncotarget. 2017 Jun 13;8(24):38668-38681
pubmed: 28454104
Nature. 2004 Nov 18;432(7015):316-23
pubmed: 15549093
PLoS Comput Biol. 2018 Feb 22;14(2):e1006026
pubmed: 29470520
Int J Cancer. 2009 Mar 15;124(6):1338-48
pubmed: 19058218
Bioinformatics. 2011 Jun 15;27(12):1739-40
pubmed: 21546393
Br J Cancer. 2017 Apr 11;116(8):1088-1091
pubmed: 28334730
Cell Death Dis. 2018 May 9;9(5):527
pubmed: 29743521
Nat Methods. 2015 May;12(5):453-7
pubmed: 25822800
Nature. 2012 Oct 4;490(7418):61-70
pubmed: 23000897
Nat Genet. 2002 Dec;32 Suppl:533-40
pubmed: 12454650
Breast Cancer Res. 2018 Jan 30;20(1):8
pubmed: 29382369
Nature. 2000 Aug 17;406(6797):747-52
pubmed: 10963602
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
Cancer Cell. 2014 Feb 10;25(2):152-65
pubmed: 24525232
J Biomed Inform. 2019 May;93:103157
pubmed: 30928514
J Immunother Cancer. 2019 Feb 1;7(1):27
pubmed: 30709424
Breast Cancer Res. 2014 Sep 12;16(5):436
pubmed: 25213081
Pharmaceuticals (Basel). 2020 Aug 14;13(8):
pubmed: 32823992
Nat Genet. 2015 Oct;47(10):1168-78
pubmed: 26343385
Nucleic Acids Res. 2013 Jan;41(Database issue):D991-5
pubmed: 23193258
Asia Pac J Clin Oncol. 2020 Apr;16 Suppl 1:3-12
pubmed: 32348018
Nat Rev Cancer. 2017 Jan 27;17(2):93-115
pubmed: 28127048
Commun Biol. 2020 Apr 2;3(1):158
pubmed: 32242058
J Clin Oncol. 2009 Mar 10;27(8):1160-7
pubmed: 19204204
PLoS Comput Biol. 2019 Mar 11;15(3):e1006832
pubmed: 30856170
Expert Opin Ther Targets. 2020 Mar;24(3):205-217
pubmed: 32067537
Sci Rep. 2017 Mar 21;7(1):262
pubmed: 28325915
Bioinformatics. 2010 Jan 1;26(1):139-40
pubmed: 19910308
NPJ Breast Cancer. 2019 Nov 29;5:45
pubmed: 31815181
Nucleic Acids Res. 2013 Jan;41(Database issue):D955-61
pubmed: 23180760
Bioinformatics. 2007 Jul 15;23(14):1846-7
pubmed: 17496320
Nucleic Acids Res. 1999 Jan 1;27(1):29-34
pubmed: 9847135
Lancet. 2006 Sep 2;368(9538):843-54
pubmed: 16950362
Health Aff (Millwood). 2018 May;37(5):694-701
pubmed: 29733705
Oncoimmunology. 2018 Jan 15;7(4):e1419113
pubmed: 29632737
Clin Cancer Res. 2019 Apr 15;25(8):2450-2457
pubmed: 30573691
JAMA Oncol. 2017 Dec 1;3(12):1663-1672
pubmed: 28494073
Expert Opin Ther Targets. 2019 Mar;23(3):161-164
pubmed: 30724632
BMC Bioinformatics. 2013 Jan 16;14:7
pubmed: 23323831
Nat Genet. 2008 May;40(5):499-507
pubmed: 18443585
J Control Release. 2010 Sep 15;146(3):264-75
pubmed: 20385184
Sci Rep. 2015 Oct 14;5:15179
pubmed: 26462617
Nat Genet. 2013 Oct;45(10):1113-20
pubmed: 24071849
Clin Cancer Res. 2019 Apr 1;25(7):2155-2165
pubmed: 30617134
Cancer Res. 1998 Oct 1;58(19):4292-6
pubmed: 9766655
Bioinformatics. 2017 Mar 1;33(5):693-700
pubmed: 28062443
Cell. 2000 Jan 7;100(1):57-70
pubmed: 10647931
PLoS Comput Biol. 2011 Oct;7(10):e1002240
pubmed: 22028643
Leukemia. 2016 Apr;30(4):873-82
pubmed: 26648534
Nucleic Acids Res. 2016 Jul 8;44(W1):W90-7
pubmed: 27141961
Am J Med Genet B Neuropsychiatr Genet. 2015 Oct;168(7):517-27
pubmed: 26059482
Cell. 2018 Apr 5;173(2):291-304.e6
pubmed: 29625048
Nat Rev Cancer. 2006 Feb;6(2):99-106
pubmed: 16491069
Nat Rev Cancer. 2020 Nov;20(11):662-680
pubmed: 32753728
Biologics. 2016 Dec 13;10:167-176
pubmed: 28008224
Ups J Med Sci. 2012 May;117(2):217-24
pubmed: 22376239
Neoplasia. 2015 Nov;17(11):817-25
pubmed: 26678909
Cell Res. 2020 Jun;30(6):507-519
pubmed: 32467593
Dev Cell. 2017 Feb 6;40(3):217-218
pubmed: 28171744
Oncotarget. 2017 Oct 13;8(59):100614-100630
pubmed: 29246006

Auteurs

Darío Rocha (D)

Facultad de Ciencias Exactas, Físicas y Naturales, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.

Iris A García (IA)

Centro de Investigación y Desarrollo en Inmunología y Enfermedades Infecciosas, Consejo Nacional de Investigaciones Científicas y Técnicas, Universidad Católica de Córdoba, Córdoba X5016DHK, Argentina.
Departamento de Bioquímica Clínica, Facultad de Ciencias Químicas, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.

Aldana González Montoro (A)

Facultad de Ciencias Exactas, Físicas y Naturales, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.
Facultad de Matemática, Astronomía y Física, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.

Andrea Llera (A)

Laboratorio de Terapia Molecular y Celular-Genocan, Fundación Instituto Leloir, Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires C1405BWE, Argentina.

Laura Prato (L)

Instituto Académico Pedagógico de Ciencias Básicas y Aplicadas, Universidad Nacional de Villa María, Villa María, Córdoba X5900, Argentina.

María R Girotti (MR)

Laboratorio de Inmuno Oncología Traslacional, Instituto de Biología y Medicina Experimental, Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires C1428ADN, Argentina.

Gastón Soria (G)

Departamento de Bioquímica Clínica, Facultad de Ciencias Químicas, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.
Centro de Investigaciones en Bioquímica Clínica e Inmunología, Consejo Nacional de Investigaciones Científicas y Técnicas, Córdoba X5000HUA, Argentina.

Elmer A Fernández (EA)

Facultad de Ciencias Exactas, Físicas y Naturales, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.
Centro de Investigación y Desarrollo en Inmunología y Enfermedades Infecciosas, Consejo Nacional de Investigaciones Científicas y Técnicas, Universidad Católica de Córdoba, Córdoba X5016DHK, Argentina.

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Classifications MeSH