Identification of Prognostic Gene Biomarkers in Non-Small Cell Lung Cancer Progression by Integrated Bioinformatics Analysis.
TGF-β
epithelial-mesenchymal transition
gene biomarkers
integrated bioinformatics analysis
non-small cell lung cancer
Journal
Biology
ISSN: 2079-7737
Titre abrégé: Biology (Basel)
Pays: Switzerland
ID NLM: 101587988
Informations de publication
Date de publication:
18 Nov 2021
18 Nov 2021
Historique:
received:
18
10
2021
revised:
08
11
2021
accepted:
15
11
2021
entrez:
27
11
2021
pubmed:
28
11
2021
medline:
28
11
2021
Statut:
epublish
Résumé
The progression of non-small cell lung cancer (NSCLC) is linked to epithelial-mesenchymal transition (EMT), a biologic process that enables tumor cells to acquire a migratory phenotype and resistance to chemo- and immunotherapies. Discovery of novel biomarkers in NSCLC progression is essential for improved prognosis and pharmacological interventions. In the current study, we performed an integrated bioinformatics analysis on gene expression datasets of TGF-β-induced EMT in NSCLC cells to identify novel gene biomarkers and elucidate their regulation in NSCLC progression. The gene expression datasets were extracted from the NCBI Gene Expression Omnibus repository, and differentially expressed genes (DEGs) between TGF-β-treated and untreated NSCLC cells were retrieved. A protein-protein interaction network was constructed and hub genes were identified. Functional and pathway enrichment analyses were conducted on module DEGs, and a correlation between the expression levels of module genes and survival of NSCLC patients was evaluated. Prediction of interactions of the biomarker genes with transcription factors and miRNAs was also carried out. We described four protein clusters in which DEGs were associated with ubiquitination (Module 1), regulation of cell death and cell adhesions (Module 2), oxidation-reduction reactions of aerobic respiration (Module 3) and mitochondrial translation (Module 4). From the module genes, we identified ten prognostic gene biomarkers in NSCLC. Low expression levels of
Identifiants
pubmed: 34827193
pii: biology10111200
doi: 10.3390/biology10111200
pmc: PMC8615219
pii:
doi:
Types de publication
Journal Article
Langues
eng
Références
J Biol Chem. 2004 Jul 23;279(30):31365-73
pubmed: 15140894
Oncotarget. 2016 Dec 27;7(52):86420-86432
pubmed: 27861158
Thorax. 2013 Jun;68(6):551-64
pubmed: 23399908
Sci Rep. 2018 Feb 13;8(1):2918
pubmed: 29440769
Carcinogenesis. 2018 Apr 5;39(4):534-545
pubmed: 29635378
Oncol Rep. 2018 Jun;39(6):2613-2623
pubmed: 29620222
Front Oncol. 2020 Oct 19;10:516850
pubmed: 33194579
Mol Cell. 2015 Mar 19;57(6):995-1010
pubmed: 25684205
J Thorac Oncol. 2013 Sep;8(9):1163-9
pubmed: 23945386
Genes Dev. 2016 Sep 1;30(17):1956-70
pubmed: 27664236
Int J Mol Sci. 2019 Jun 05;20(11):
pubmed: 31195692
Transl Lung Cancer Res. 2016 Apr;5(2):172-82
pubmed: 27186512
Cancer Res. 2010 Mar 1;70(5):2115-25
pubmed: 20160041
Mol Cancer. 2017 Feb 28;16(1):50
pubmed: 28241836
Cancer Sci. 2010 Feb;101(2):306-12
pubmed: 20067465
Front Oncol. 2019 Jul 31;9:693
pubmed: 31417870
Oncotarget. 2019 Jan 25;10(8):810-824
pubmed: 30783512
Lung Cancer. 2012 Jul;77(1):31-7
pubmed: 22341411
Cancer Genet. 2012 Mar;205(3):113-23
pubmed: 22469510
Med Oncol. 2017 Mar;34(3):45
pubmed: 28197929
Cancer Lett. 2017 Aug 28;402:190-202
pubmed: 28610956
Biochem Biophys Res Commun. 2016 Apr 8;472(3):465-70
pubmed: 26827826
Mol Genet Genomic Med. 2020 Apr;8(4):e1161
pubmed: 32037691
Curr Opin Cell Biol. 2009 Apr;21(2):166-76
pubmed: 19237272
Bioinformatics. 2011 Jun 15;27(12):1739-40
pubmed: 21546393
PLoS One. 2013 Dec 18;8(12):e82241
pubmed: 24367507
Biomed Pharmacother. 2021 Feb;134:111046
pubmed: 33341049
Transl Lung Cancer Res. 2016 Oct;5(5):505-510
pubmed: 27826531
Cancer Manag Res. 2020 Apr 16;12:2559-2566
pubmed: 32368137
Epigenetics Chromatin. 2013 Sep 02;6(1):28
pubmed: 24004852
J Biol Chem. 2011 Mar 18;286(11):9009-19
pubmed: 21199876
Oral Dis. 2020 May;26(4):756-765
pubmed: 31957176
Biochem Biophys Res Commun. 2019 Feb 12;509(3):647-656
pubmed: 30611568
Bioinformatics. 2019 Mar 1;35(5):880-882
pubmed: 30137226
Future Oncol. 2009 Mar;5(2):259-71
pubmed: 19284383
Bioinformatics. 2010 Feb 15;26(4):456-63
pubmed: 20007254
Genome Res. 2003 Nov;13(11):2498-504
pubmed: 14597658
Cancer Sci. 2010 Jun;101(6):1463-70
pubmed: 20384626
Neoplasia. 2011 Apr;13(4):374-85
pubmed: 21472142
Oncol Lett. 2020 Aug;20(2):1256-1262
pubmed: 32724366
Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15545-50
pubmed: 16199517
F1000Res. 2014 Jul 01;3:139
pubmed: 26594322
Hematol Oncol Clin North Am. 2017 Feb;31(1):13-29
pubmed: 27912828
Immunity. 2019 Apr 16;50(4):924-940
pubmed: 30995507
Nucleic Acids Res. 2019 Jan 8;47(D1):D607-D613
pubmed: 30476243
Oncogene. 2019 Jan;38(4):455-468
pubmed: 30111817
Lung Cancer. 2018 Nov;125:174-184
pubmed: 30429017
Cancer Metab. 2014 Nov 03;2(1):20
pubmed: 25379179
J Biol Chem. 2006 Apr 28;281(17):11610-7
pubmed: 16513638
ACS Chem Biol. 2010 Jun 18;5(6):529-31
pubmed: 20557136
Hum Genomics. 2013 May 15;7:13
pubmed: 23676014
Cell Res. 2011 Feb;21(2):316-26
pubmed: 20820189
Nat Commun. 2019 Nov 12;10(1):5125
pubmed: 31719531
J Med Genet. 2019 Apr;56(4):199-208
pubmed: 30661051
Cancer Lett. 2015 Jun 1;361(2):174-84
pubmed: 25766658
BMC Bioinformatics. 2003 Jan 13;4:2
pubmed: 12525261
Cell. 2009 Jul 10;138(1):51-62
pubmed: 19576624
Cell Mol Life Sci. 2020 Jun;77(11):2103-2123
pubmed: 31822964
Cold Spring Harb Perspect Biol. 2016 May 02;8(5):
pubmed: 27141051
Curr Cancer Drug Targets. 2018;18(1):89-96
pubmed: 28176646
J Thorac Dis. 2010 Sep;2(3):154-9
pubmed: 22263037
Cancer Res. 2015 Jan 15;75(2):426-35
pubmed: 25432175
J Biol Chem. 2014 Jun 13;289(24):16615-23
pubmed: 24798336
Mol Cancer Res. 2018 Oct;16(10):1458-1469
pubmed: 29934325
FEBS Lett. 2013 Dec 11;587(24):3995-4000
pubmed: 24211838
Eur J Pharmacol. 2017 Sep 15;811:180-190
pubmed: 28554854
Nucleic Acids Res. 2009 Jul;37(Web Server issue):W305-11
pubmed: 19465376
Anticancer Res. 2017 Apr;37(4):1773-1778
pubmed: 28373440
Front Oncol. 2021 Jul 07;11:599719
pubmed: 34307117
Transl Lung Cancer Res. 2016 Jun;5(3):288-300
pubmed: 27413711