Application of weighted gene co-expression network analysis to identify key modules and hub genes in oral squamous cell carcinoma tumorigenesis

被引:114
作者
Zhang, Xiaoqi [1 ]
Feng, Hao [1 ]
Li, Ziyu [1 ]
Li, Dongfang [1 ]
Liu, Shanshan [1 ]
Huang, Haiyun [1 ]
Li, Minqi [1 ]
机构
[1] Shandong Univ, Sch Stomatol, Dept Bone Metab, Shandong Prov Key Lab Oral Tissue Regenerat, Wenhua West Rd 44-1, Jinan 250012, Shandong, Peoples R China
关键词
oral squamous cell carcinoma; co-expression; WGCNA; hub gene; LARYNGEAL-CANCER; BREAST-CANCER; EXTRACELLULAR-MATRIX; EXPRESSION; IDENTIFICATION; PROGRESSION; HEAD; RISK; PROGNOSIS; TARGET;
D O I
10.2147/OTT.S171791
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Purpose: Oral squamous cell carcinoma (OSCC) is one of the most common malignant diseases worldwide, yet its molecular mechanisms are largely unknown. We aimed to construct gene co-expression networks to identify key modules and hub genes involved in the pathogenesis of OSCC. Patients and methods: We used dataset GSE30784 to construct co-expression networks by weighted gene co-expression network analysis (WGCNA). Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed by Database for Annotation, Visualization and Integrated Discovery (DAVID). Hub genes were screened and validated by other datasets. Results: Turquoise and brown modules were found to be the most significantly related to turnorigenesis. Functional enrichment analysis showed that the turquoise module was associated with cell cell adhesion, extracellular matrix and collagen catabolic process. A total of 10 hub genes (MMPI, TNFRSF12A, PLAU, FSCNI, PDPN, KRT78, EVPL, GGT6, SMIM5 and CYSRTI) were identified and validated at transcriptional and translational levels. Their genetic alteration and survival analysis were also revealed. Conclusion: We identified two modules and 10 hub genes, which were associated with the tumorigenesis of OSCC. The two modules provided references that will advance the understanding of mechanisms of tumorigenesis in OSCC. Moreover, the hub genes may serve as biomarkers and therapeutic targets for precise diagnosis and treatment of OSCC in the future.
引用
收藏
页码:6001 / 6021
页数:21
相关论文
共 48 条
[1]   Tyrosine-kinase inhibition results in EGFR clustering at focal adhesions and consequent exocytosis in uPAR down-regulated cells of Head and Neck cancers [J].
Abu-Ali, Samah ;
Fotovati, Abbas ;
Shirasuna, Kanemitsu .
MOLECULAR CANCER, 2008, 7 (1)
[2]   jvenn: an interactive Venn diagram viewer [J].
Bardou, Philippe ;
Mariette, Jerome ;
Escudie, Frederic ;
Djemiel, Christophe ;
Klopp, Christophe .
BMC BIOINFORMATICS, 2014, 15
[3]  
Boonyaphiphat Pleumjit, 2012, Journal of the Medical Association of Thailand, V95, P1317
[4]   The cBio Cancer Genomics Portal: An Open Platform for Exploring Multidimensional Cancer Genomics Data [J].
Cerami, Ethan ;
Gao, Jianjiong ;
Dogrusoz, Ugur ;
Gross, Benjamin E. ;
Sumer, Selcuk Onur ;
Aksoy, Buelent Arman ;
Jacobsen, Anders ;
Byrne, Caitlin J. ;
Heuer, Michael L. ;
Larsson, Erik ;
Antipin, Yevgeniy ;
Reva, Boris ;
Goldberg, Arthur P. ;
Sander, Chris ;
Schultz, Nikolaus .
CANCER DISCOVERY, 2012, 2 (05) :401-404
[5]   Involvement of PI3K/Akt pathway in cell cycle progression, apoptosis, and neoplastic transformation: a target for cancer chemotherapy [J].
Chang, F ;
Lee, JT ;
Navolanic, PM ;
Steelman, LS ;
Shelton, JG ;
Blalock, WL ;
Franklin, RA ;
McCubrey, JA .
LEUKEMIA, 2003, 17 (03) :590-603
[6]   Molecular pathogenesis of oral squamous cell carcinoma: Implications for therapy [J].
Choi, S. ;
Myers, J. N. .
JOURNAL OF DENTAL RESEARCH, 2008, 87 (01) :14-32
[7]   Gene expression profiles identify epithelial-to-mesenchymal transition and activation of nuclear factor-κB signaling as characteristics of a high-risk head and neck squamous cell carcinoma [J].
Chung, Christine H. ;
Parker, Joe S. ;
Ely, Kim ;
Carter, Jesse ;
Yi, Yajun ;
Murphy, Barbara A. ;
Ang, K. Man ;
El-Naggar, Adel K. ;
Zanation, Adam M. ;
Cmelak, Anthony J. ;
Levy, Shawn ;
Slebos, Robbert J. ;
Yarbrough, Wendell G. .
CANCER RESEARCH, 2006, 66 (16) :8210-8218
[8]   Correlating transcriptional networks to breast cancer survival: a large-scale coexpression analysis [J].
Clarke, Colin ;
Madden, Stephen F. ;
Doolan, Padraig ;
Aherne, Sinead T. ;
Joyce, Helena ;
O'Driscoll, Lorraine ;
Gallagher, William M. ;
Hennessy, Bryan T. ;
Moriarty, Michael ;
Crown, John ;
Kennedy, Susan ;
Clynes, Martin .
CARCINOGENESIS, 2013, 34 (10) :2300-2308
[9]  
FALK RT, 1989, CANCER RES, V49, P4024
[10]   Identification and Validation of a Multigene Predictor of Recurrence in Primary Laryngeal Cancer [J].
Fountzilas, Elena ;
Kotoula, Vassiliki ;
Angouridakis, Nikolaos ;
Karasmanis, Ilias ;
Wirtz, Ralph M. ;
Eleftheraki, Anastasia G. ;
Veltrup, Elke ;
Markou, Konstantinos ;
Nikolaou, Angelos ;
Pectasides, Dimitrios ;
Fountzilas, George .
PLOS ONE, 2013, 8 (08)