Identification of Metabolism-Related Gene-Based Subgroup in Prostate Cancer.
International Cancer Genome Consortium (ICGC)
The Cancer Genome Atlas (TCGA)
immune
metabolism
non-negative matrix factorization (NMF)
prostate cancer
Journal
Frontiers in oncology
ISSN: 2234-943X
Titre abrégé: Front Oncol
Pays: Switzerland
ID NLM: 101568867
Informations de publication
Date de publication:
2022
2022
Historique:
received:
31
03
2022
accepted:
19
05
2022
entrez:
5
7
2022
pubmed:
6
7
2022
medline:
6
7
2022
Statut:
epublish
Résumé
Prostate cancer is still the main male health problem in the world. The role of metabolism in the occurrence and development of prostate cancer is becoming more and more obvious, but it is not clear. Here we firstly identified a metabolism-related gene-based subgroup in prostate cancer. We used metabolism-related genes to divide prostate cancer patients from The Cancer Genome Atlas into different clinical benefit populations, which was verified in the International Cancer Genome Consortium. After that, we analyzed the metabolic and immunological mechanisms of clinical beneficiaries from the aspects of functional analysis of differentially expressed genes, gene set variation analysis, tumor purity, tumor microenvironment, copy number variations, single-nucleotide polymorphism, and tumor-specific neoantigens. We identified 56 significant genes for non-negative matrix factorization after survival-related univariate regression analysis and identified three subgroups. Patients in subgroup 2 had better overall survival, disease-free interval, progression-free interval, and disease-specific survival. Functional analysis indicated that differentially expressed genes in subgroup 2 were enriched in the xenobiotic metabolic process and regulation of cell development. Moreover, the metabolism and tumor purity of subgroup 2 were higher than those of subgroup 1 and subgroup 3, whereas the composition of immune cells of subgroup 2 was lower than that of subgroup 1 and subgroup 3. The expression of major immune genes, such as CCL2, CD274, CD276, CD4, CTLA4, CXCR4, IL1A, IL6, LAG3, TGFB1, TNFRSF4, TNFRSF9, and PDCD1LG2, in subgroup 2 was almost significantly lower than that in subgroup 1 and subgroup 3, which is consistent with the results of tumor purity analysis. Finally, we identified that subgroup 2 had lower copy number variations, single-nucleotide polymorphism, and neoantigen mutation. Our systematic study established a metabolism-related gene-based subgroup to predict outcomes of prostate cancer patients, which may contribute to individual prevention and treatment.
Identifiants
pubmed: 35785167
doi: 10.3389/fonc.2022.909066
pmc: PMC9243363
doi:
Types de publication
Journal Article
Langues
eng
Pagination
909066Informations de copyright
Copyright © 2022 Yu, Liang, Yin, Zhan, Gu, Wang, Song, Liu, Yang, Ji and Xu.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. Reviewer DH declared a shared parent affiliation with authors GY, MZ, XG, JW, SS, YL, QY, TJ, and BX to the handling editor at the time of review.
Références
J Cell Mol Med. 2021 Dec;25(23):10990-11001
pubmed: 34755462
Cell. 2018 Jul 26;174(3):758-769.e9
pubmed: 30033370
Cell. 2011 Mar 4;144(5):646-74
pubmed: 21376230
Front Genet. 2020 Nov 13;11:595657
pubmed: 33281882
Mol Cancer Ther. 2011 Jan;10(1):29-36
pubmed: 21220489
PLoS One. 2007 Nov 21;2(11):e1195
pubmed: 18030330
BMC Bioinformatics. 2013 Jan 16;14:7
pubmed: 23323831
Front Genet. 2021 Mar 04;12:647141
pubmed: 33747053
Nat Genet. 2012 Oct;44(10):1122-5
pubmed: 22922872
Prostate. 2019 Jan;79(1):105-112
pubmed: 30221381
Cell. 2008 Sep 5;134(5):703-7
pubmed: 18775299
World J Oncol. 2019 Apr;10(2):63-89
pubmed: 31068988
BMC Complement Med Ther. 2020 Nov 13;20(1):345
pubmed: 33187508
Cell. 2018 Jul 26;174(3):564-575.e18
pubmed: 30033362
Genome Res. 2018 Nov;28(11):1747-1756
pubmed: 30341162
BMC Bioinformatics. 2014 Aug 29;15:293
pubmed: 25176396
Clin Cancer Res. 2019 Feb 15;25(4):1291-1301
pubmed: 30228209
Front Oncol. 2021 Mar 08;11:630905
pubmed: 33763366
Nat Genet. 2006 May;38(5):500-1
pubmed: 16642009
Cancer Med. 2016 Dec;5(12):3512-3519
pubmed: 27794184
J Cancer. 2020 Jun 21;11(17):4996-5006
pubmed: 32742447
J Hepatocell Carcinoma. 2021 Mar 16;8:119-132
pubmed: 33758763
Nat Methods. 2015 May;12(5):453-7
pubmed: 25822800
Antioxidants (Basel). 2018 Jul 12;7(7):
pubmed: 30002308
CA Cancer J Clin. 2020 Jan;70(1):7-30
pubmed: 31912902
Cells. 2021 Apr 22;10(5):
pubmed: 33922038
Mol Cancer Ther. 2019 Dec;18(12):2469-2479
pubmed: 31387890
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
Mol Cell. 2020 Sep 3;79(5):812-823.e4
pubmed: 32668201
BMC Bioinformatics. 2010 Jul 02;11:367
pubmed: 20598126
Theranostics. 2021 Jul 13;11(17):8283-8300
pubmed: 34373742
Oncol Lett. 2021 May;21(5):376
pubmed: 33777200
Int J Mol Sci. 2021 Jan 22;22(3):
pubmed: 33499210
Front Oncol. 2019 Dec 04;9:1361
pubmed: 31867276
CA Cancer J Clin. 2021 Jan;71(1):7-33
pubmed: 33433946
Sci Signal. 2021 Aug 17;14(696):
pubmed: 34404752
JCO Precis Oncol. 2020;4:370-381
pubmed: 32462107
Lancet Oncol. 2017 Aug;18(8):1009-1021
pubmed: 28694034
N Engl J Med. 2018 Dec 13;379(24):2319-2329
pubmed: 30575473
Ann Oncol. 2018 May 1;29(5):1312-1319
pubmed: 29554212
Acta Neuropathol Commun. 2019 Jun 10;7(1):92
pubmed: 31177992
JAMA. 2017 Jun 27;317(24):2532-2542
pubmed: 28655021
Cold Spring Harb Perspect Med. 2018 Dec 3;8(12):
pubmed: 29311132
Metab Syndr Relat Disord. 2009 Aug;7(4):279-88
pubmed: 19284314
J Nucl Med. 2012 Jan;53(1):98-105
pubmed: 22173839
Prostate. 2016 Oct;76(14):1293-302
pubmed: 27338236
Nucleic Acids Res. 2021 Jan 8;49(D1):D939-D946
pubmed: 33152070
Genomics Proteomics Bioinformatics. 2018 Aug;16(4):276-282
pubmed: 30223042
Nat Rev Cancer. 2020 Oct;20(10):555-572
pubmed: 32778778
Prostate. 2019 Mar;79(4):363-369
pubmed: 30500076
N Engl J Med. 2010 Jul 29;363(5):411-22
pubmed: 20818862
Oncogene. 2019 Jan;38(3):332-344
pubmed: 30111818
Nat Commun. 2019 Apr 3;10(1):1523
pubmed: 30944313
Nature. 2011 Aug 18;476(7360):346-50
pubmed: 21760589
Expert Rev Vaccines. 2018 Aug;17(8):697-705
pubmed: 30058393
Mol Cell. 2020 Sep 17;79(6):1008-1023.e4
pubmed: 32871104
Nat Commun. 2013;4:2612
pubmed: 24113773
Int J Oncol. 2012 Jun;40(6):2029-37
pubmed: 22344367
Cell Rep. 2018 Mar 13;22(11):3006-3020
pubmed: 29539427
Mol Med. 2021 Aug 3;27(1):83
pubmed: 34344319