Integrated Analysis of Microarray and RNA-Seq Data for the Identification of Hub Genes and Networks Involved in the Pancreatic Cancer.
TCGA
biomarker
co-expression network
differential expression
enrichment analysis
focal adhesion pathway
pancreatic cancer
therapeutic target
Journal
Frontiers in genetics
ISSN: 1664-8021
Titre abrégé: Front Genet
Pays: Switzerland
ID NLM: 101560621
Informations de publication
Date de publication:
2021
2021
Historique:
received:
04
02
2021
accepted:
06
04
2021
entrez:
15
7
2021
pubmed:
16
7
2021
medline:
16
7
2021
Statut:
epublish
Résumé
Pancreatic cancer (PaCa) is the seventh most fatal malignancy, with more than 90% mortality rate within the first year of diagnosis. Its treatment can be improved the identification of specific therapeutic targets and their relevant pathways. Therefore, the objective of this study is to identify cancer specific biomarkers, therapeutic targets, and their associated pathways involved in the PaCa progression. RNA-seq and microarray datasets were obtained from public repositories such as the European Bioinformatics Institute (EBI) and Gene Expression Omnibus (GEO) databases. Differential gene expression (DE) analysis of data was performed to identify significant differentially expressed genes (DEGs) in PaCa cells in comparison to the normal cells. Gene co-expression network analysis was performed to identify the modules co-expressed genes, which are strongly associated with PaCa and as well as the identification of hub genes in the modules. The key underlaying pathways were obtained from the enrichment analysis of hub genes and studied in the context of PaCa progression. The significant pathways, hub genes, and their expression profile were validated against The Cancer Genome Atlas (TCGA) data, and key biomarkers and therapeutic targets with hub genes were determined. Important hub genes identified included ITGA1, ITGA2, ITGB1, ITGB3, MET, LAMB1, VEGFA, PTK2, and TGFβ1. Enrichment analysis characterizes the involvement of hub genes in multiple pathways. Important ones that are determined are ECM-receptor interaction and focal adhesion pathways. The interaction of overexpressed surface proteins of these pathways with extracellular molecules initiates multiple signaling cascades including stress fiber and lamellipodia formation, PI3K-Akt, MAPK, JAK/STAT, and Wnt signaling pathways. Identified biomarkers may have a strong influence on the PaCa early stage development and progression. Further, analysis of these pathways and hub genes can help in the identification of putative therapeutic targets and development of effective therapies for PaCa.
Identifiants
pubmed: 34262595
doi: 10.3389/fgene.2021.663787
pmc: PMC8273913
doi:
Types de publication
Journal Article
Langues
eng
Pagination
663787Informations de copyright
Copyright © 2021 Nisar, Paracha, Arshad, Adil, Zeb, Hanif, Rafiq and Hussain.
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.
Références
BMC Bioinformatics. 2013 Apr 15;14:128
pubmed: 23586463
Pancreas. 2007 May;34(4):436-43
pubmed: 17446843
Gastroenterology. 2011 Dec;141(6):2218-2227.e5
pubmed: 21864475
Br J Cancer. 2015 Dec 22;113(12):1694-703
pubmed: 26657649
Nucleic Acids Res. 2016 May 5;44(8):e71
pubmed: 26704973
CA Cancer J Clin. 2018 Nov;68(6):394-424
pubmed: 30207593
Cancer Res. 2010 Sep 15;70(18):7114-24
pubmed: 20807812
Sci Rep. 2021 Jan 14;11(1):1331
pubmed: 33446695
J Biol Chem. 2007 May 11;282(19):14048-55
pubmed: 17353198
Bioinformatics. 2015 Jan 15;31(2):166-9
pubmed: 25260700
Cancer Metastasis Rev. 2008 Mar;27(1):85-94
pubmed: 18175071
F1000Res. 2016 Jun 15;5:1384
pubmed: 30101006
Int J Oncol. 2013 Sep;43(3):877-85
pubmed: 23857344
J Exp Clin Cancer Res. 2019 Dec 9;38(1):485
pubmed: 31818309
World J Oncol. 2019 Feb;10(1):10-27
pubmed: 30834048
BMC Syst Biol. 2014;8 Suppl 4:S11
pubmed: 25521941
Gut. 2015 Nov;64(11):1790-9
pubmed: 25336113
Oncogene. 2004 Dec 9;23(57):9173-82
pubmed: 15516982
Cancer Lett. 2017 Nov 1;408:92-101
pubmed: 28866095
Nucleic Acids Res. 1988 Aug 25;16(16):7773-82
pubmed: 3047672
Genome Biol. 2014;15(12):550
pubmed: 25516281
Expert Rev Gastroenterol Hepatol. 2018 Apr;12(4):315-317
pubmed: 29495889
Mol Cancer. 2017 Mar 14;16(1):61
pubmed: 28288630
Gastroenterology. 2005 Nov;129(5):1454-63
pubmed: 16285947
World J Gastroenterol. 2015 May 28;21(20):6127-45
pubmed: 26034349
Mol Cancer. 2015 Apr 25;14:94
pubmed: 25910082
Rom J Intern Med. 2015 Jul-Sep;53(3):199-208
pubmed: 26710495
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
Cancers (Basel). 2020 Jun 30;12(7):
pubmed: 32629766
BMC Cancer. 2012 Nov 16;12:527
pubmed: 23157946
Bioinformatics. 2018 Sep 1;34(17):i884-i890
pubmed: 30423086
Aging (Albany NY). 2019 Jun 10;11(11):3679-3703
pubmed: 31182680
Science. 2020 Sep 11;369(6509):1318-1330
pubmed: 32913098
Am Fam Physician. 2014 Apr 15;89(8):626-32
pubmed: 24784121
Cancer Res. 2010 Jul 15;70(14):6015-25
pubmed: 20610624
PLoS One. 2018 Feb 5;13(2):e0191629
pubmed: 29401521
Biostatistics. 2018 Apr 1;19(2):185-198
pubmed: 29036413
BMC Cancer. 2010 Feb 11;10:40
pubmed: 20149256
Genome Biol. 2019 Sep 2;20(1):185
pubmed: 31477170
PLoS One. 2012;7(2):e31507
pubmed: 22363658
Annu Rev Physiol. 2019 Feb 10;81:211-233
pubmed: 30418798
Bioinformatics. 2016 Sep 15;32(18):2847-9
pubmed: 27207943
J Biol Chem. 2006 Dec 22;281(51):39142-51
pubmed: 17077088
Bioinformatics. 2010 Jan 1;26(1):139-40
pubmed: 19910308
Hepatogastroenterology. 2008 Nov-Dec;55(88):2016-27
pubmed: 19260470
Br J Cancer. 2006 May 8;94(9):1311-9
pubmed: 16622460
Sci Rep. 2017 Aug 30;7(1):10060
pubmed: 28855593
Cell. 2011 Jun 24;145(7):1012-22
pubmed: 21703446
Lancet. 2001 Nov 10;358(9293):1576-85
pubmed: 11716884
Int J Cancer. 2006 Jan 1;118(1):43-54
pubmed: 16003754
Nucleic Acids Res. 2019 Jan 8;47(D1):D607-D613
pubmed: 30476243
Oncologist. 2013;18(5):543-8
pubmed: 23657686
Gastroenterology. 2014 Jan;146(1):268-77.e18
pubmed: 24120476
Am J Surg. 2008 Sep;196(3):430-41
pubmed: 18718222
Pancreatology. 2015 Jan-Feb;15(1):8-18
pubmed: 25547205
BMC Bioinformatics. 2008 Dec 29;9:559
pubmed: 19114008
Cancer Res. 2016 Jul 1;76(13):3838-50
pubmed: 27197190
J Exp Clin Cancer Res. 2019 Jun 11;38(1):250
pubmed: 31186061
Mol Carcinog. 2019 Feb;58(2):206-218
pubmed: 30294829
Lancet. 2004 Mar 27;363(9414):1049-57
pubmed: 15051286
BMC Bioinformatics. 2003 Jan 13;4:2
pubmed: 12525261
Cancer Res. 2013 Jun 1;73(11):3235-47
pubmed: 23633488
Med Sci Monit. 2018 Jul 27;24:5216-5224
pubmed: 30052620