Comprehensive Analysis of DNA Methylation and Gene Expression Datasets Identified MMP9 and TWIST1 as Important Pathogenic Genes of Lung Adenocarcinoma

被引:6
作者
Tian, Wen [1 ]
Li, Yong-sheng [1 ]
Zhang, Jing-hua [1 ]
Li, Ji-jun [1 ]
Gao, Jing-hua [1 ]
机构
[1] Cangzhou Cent Hosp, Dept Internal Med Oncol, Cangzhou, Peoples R China
关键词
GEO; lung adenocarcinoma; DNA methylation; gene expression; VASCULOGENIC MIMICRY; INITIATING CELLS; EARLY-DIAGNOSIS; STEM-CELLS; R PACKAGE; CANCER; HETEROGENEITY; ASSOCIATION; METASTASIS; CARCINOMA;
D O I
10.1089/dna.2017.4085
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Due to the high mortality of lung cancer, early diagnosis followed by early effective treatment is the key to prognosis improvement, which demands to identify the biological targets. Therefore, a multistage screening analysis was used to identify biological targets of lung adenocarcinoma. Two independent datasets of DNA methylation and RNA expression microarray in lung adenocarcinoma and normal lung tissues were chosen from the Gene Expression Omnibus. The association between DNA methylation and gene expression was explored, and the prognostic value of the hub genes was also evaluated. In this study, 8533 differential methylation sites, mostly located in the CpG island region and corresponding to 2754 genes (referred as differential methylation genes), were detected from methylation microarray. Besides, we obtained 830 differential expression genes, including 570 downregulated and 260 upregulated genes, through differential expression analysis. Protein-protein interaction analysis identified CXCL12, GFR, KDR, MMP9, TEK, and TWIST as core nodes, involving in the process of tumor cell identification, cell growth, cytokine secretion, inflammatory response, and angiogenesis. Among them, MMP9 and TWIST1 were identified as more valuable biological targets for the early diagnosis and targeted therapy of lung cancer through Kaplan-Meier analysis of TCGA lung adenocarcinoma datasets. Our study should contribute to the diagnosis and treatment of lung adenocarcinoma.
引用
收藏
页码:336 / 346
页数:11
相关论文
共 46 条
[1]   An automated method for finding molecular complexes in large protein interaction networks [J].
Bader, GD ;
Hogue, CW .
BMC BIOINFORMATICS, 2003, 4 (1)
[2]   Gene-expression profiles predict survival of patients with lung adenocarcinoma [J].
Beer, DG ;
Kardia, SLR ;
Huang, CC ;
Giordano, TJ ;
Levin, AM ;
Misek, DE ;
Lin, L ;
Chen, GA ;
Gharib, TG ;
Thomas, DG ;
Lizyness, ML ;
Kuick, R ;
Hayasaka, S ;
Taylor, JMG ;
Iannettoni, MD ;
Orringer, MB ;
Hanash, S .
NATURE MEDICINE, 2002, 8 (08) :816-824
[3]   Inhibition of TWIST1 Leads to Activation of Oncogene-Induced Senescence in Oncogene-Driven Non-Small Cell Lung Cancer [J].
Burns, Timothy F. ;
Dobromilskaya, Irina ;
Murphy, Sara C. ;
Gajula, Rajendra P. ;
Thiyagarajan, Saravanan ;
Chatley, Sarah N. H. ;
Aziz, Khaled ;
Cho, Yoon-Jae ;
Tran, Phuoc T. ;
Rudin, Charles M. .
MOLECULAR CANCER RESEARCH, 2013, 11 (04) :329-338
[4]   DNA methylation and cancer [J].
Das, PM ;
Singal, R .
JOURNAL OF CLINICAL ONCOLOGY, 2004, 22 (22) :4632-4642
[5]   A Novel Epigenetic Signature for Early Diagnosis in Lung Cancer [J].
Diaz-Lagares, Angel ;
Mendez-Gonzalez, Jesus ;
Hervas, David ;
Saigi, Maria ;
Pajares, Maria J. ;
Garcia, Diana ;
Crujerias, Ana B. ;
Pio, Ruben ;
Montuenga, Luis M. ;
Zulueta, Javier ;
Nadal, Ernest ;
Rosell, Antoni ;
Esteller, Manel ;
Sandoval, Juan .
CLINICAL CANCER RESEARCH, 2016, 22 (13) :3361-3371
[6]   Microarray analysis after RNA amplification can detect pronounced differences in gene expression using limma [J].
Diboun, Ilhem ;
Wernisch, Lorenz ;
Orengo, Christine Anne ;
Koltzenburg, Martin .
BMC GENOMICS, 2006, 7 (1)
[7]   Gene Expression Omnibus: NCBI gene expression and hybridization array data repository [J].
Edgar, R ;
Domrachev, M ;
Lash, AE .
NUCLEIC ACIDS RESEARCH, 2002, 30 (01) :207-210
[8]   NCBI GEO standards and services for microarray data [J].
Edgar, Ron ;
Barrett, Tanya .
NATURE BIOTECHNOLOGY, 2006, 24 (12) :1471-1472
[9]   affy -: analysis of Affymetrix GeneChip data at the probe level [J].
Gautier, L ;
Cope, L ;
Bolstad, BM ;
Irizarry, RA .
BIOINFORMATICS, 2004, 20 (03) :307-315
[10]   Vasculogenic mimicry and tumour-cell plasticity: Lessons from melanoma [J].
Hendrix, MJC ;
Seftor, EA ;
Hess, AR ;
Seftor, REB .
NATURE REVIEWS CANCER, 2003, 3 (06) :411-421