Identifying the novel key genes in renal cell carcinoma by bioinformatics analysis and cell experiments

被引:18
作者
Chen, Yeda [1 ]
Gu, Di [1 ]
Wen, Yaoan [1 ]
Yang, Shuxin [1 ]
Duan, Xiaolu [1 ]
Lai, Yongchang [1 ]
Yang, Jianan [2 ]
Yuan, Daozhang [2 ]
Khan, Aisha [3 ]
Wu, Wenqi [1 ]
Zeng, Guohua [1 ]
机构
[1] Guangzhou Med Univ, Affiliated Hosp 1, Guangdong Key Lab Urol, Dept Urol,Minimally Invas Surg Ctr, Kangda Rd 1, Guangzhou 510230, Guangdong, Peoples R China
[2] Guangzhou Med Univ, Affiliated Canc Hosp & Inst, Dept Urol, Guangzhou, Peoples R China
[3] Yunshan Med Hosp, Dept Family Med, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
EXPRESSION; CANCER; ONTOLOGY; TARGET;
D O I
10.1186/s12935-020-01405-6
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Although major driver gene have been identified, the complex molecular heterogeneity of renal cell cancer (RCC) remains unclear. Therefore, more relevant genes need to be identified to explain the pathogenesis of renal cancer. Methods: Microarray datasets GSE781, GSE6344, GSE53000 and GSE68417 were downloaded from Gene Expression Omnibus (GEO) database. The differentially expressed genes (DEGs) were identified by employing GEO2R tool, and function enrichment analyses were performed by using DAVID. The protein-protein interaction network (PPI) was constructed and the module analysis was performed using STRING and Cytoscape. Survival analysis was performed using GEPIA. Differential expression was verified in Oncomine. Cell experiments (cell viability assays, transwell migration and invasion assays, wound healing assay, flow cytometry) were utilized to verify the roles of the hub genes on the proliferation of kidney cancer cells (A498 and OSRC-2 cell lines). Results: A total of 215 DEGs were identified from four datasets. Six hub gene (SUCLG1, PCK2, GLDC, SLC12A1, ATP1A1, PDHA1) were identified and the overall survival time of patients with RCC were significantly shorter. The expression levels of these six genes were significantly decreased in six RCC cell lines(A498, OSRC-2, 786- O, Caki-1, ACHN, 769-P) compared to 293t cell line. The expression level of both mRNA and protein of these genes were downregulated in RCC samples compared to those in paracancerous normal tissues. Cell viability assays showed that overexpressions of SUCLG1, PCK2, GLDC significantly decreased proliferation of RCC. Transwell migration, invasion, wound healing assay showed overexpression of three genes(SUCLG1, PCK2, GLDC) significantly inhibited the migration, invasion of RCC. Flow cytometry analysis showed that overexpression of three genes(SUCLG1, PCK2, GLDC) induced G1/S/G2 phase arrest of RCC cells. Conclusion: Based on our current findings, it is concluded that SUCLG1, PCK2, GLDC may serve as a potential prognostic marker of RCC.
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页数:16
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共 35 条
[1]   CCL2 as a potential therapeutic target for clear cell renal cell carcinoma [J].
Arakaki, Ryuichiro ;
Yamasaki, Toshinari ;
Kanno, Toru ;
Shibasaki, Noboru ;
Sakamoto, Hiromasa ;
Utsunomiya, Noriaki ;
Sumiyoshi, Takayuki ;
Shibuya, Shinsuke ;
Tsuruyama, Tatsuaki ;
Nakamura, Eijiro ;
Ogawa, Osamu ;
Kamba, Tomomi .
CANCER MEDICINE, 2016, 5 (10) :2920-2933
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   An automated method for finding molecular complexes in large protein interaction networks [J].
Bader, GD ;
Hogue, CW .
BMC BIOINFORMATICS, 2003, 4 (1)
[4]   Pyruvate carboxylation enables growth of SDH-deficient cells by supporting aspartate biosynthesis [J].
Cardaci, Simone ;
Zheng, Liang ;
MacKay, Gillian ;
Van den Broek, Niels J. F. ;
MacKenzie, Elaine D. ;
Nixon, Colin ;
Stevenson, David ;
Tumanov, Sergey ;
Bulusu, Vinay ;
Kamphorst, Jurre J. ;
Vazquez, Alexei ;
Fleming, Stewart ;
Schiavi, Francesca ;
Kalna, Gabriela ;
Blyth, Karen ;
Strathdee, Douglas ;
Gottlieb, Eyal .
NATURE CELL BIOLOGY, 2015, 17 (10) :1317-+
[5]   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
[6]   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
[7]   Integrative Analysis of Complex Cancer Genomics and Clinical Profiles Using the cBioPortal [J].
Gao, Jianjiong ;
Aksoy, Buelent Arman ;
Dogrusoz, Ugur ;
Dresdner, Gideon ;
Gross, Benjamin ;
Sumer, S. Onur ;
Sun, Yichao ;
Jacobsen, Anders ;
Sinha, Rileen ;
Larsson, Erik ;
Cerami, Ethan ;
Sander, Chris ;
Schultz, Nikolaus .
SCIENCE SIGNALING, 2013, 6 (269) :pl1
[8]   Genomic architecture and evolution of clear cell renal cell carcinomas defined by multiregion sequencing [J].
Gerlinger, Marco ;
Horswell, Stuart ;
Larkin, James ;
Rowan, Andrew J. ;
Salm, Max P. ;
Varela, Ignacio ;
Fisher, Rosalie ;
McGranahan, Nicholas ;
Matthews, Nicholas ;
Santos, Claudio R. ;
Martinez, Pierre ;
Phillimore, Benjamin ;
Begum, Sharmin ;
Rabinowitz, Adam ;
Spencer-Dene, Bradley ;
Gulati, Sakshi ;
Bates, Paul A. ;
Stamp, Gordon ;
Pickering, Lisa ;
Gore, Martin ;
Nicol, David L. ;
Hazell, Steven ;
Futreal, P. Andrew ;
Stewart, Aengus ;
Swanton, Charles .
NATURE GENETICS, 2014, 46 (03) :225-+
[9]   Strict regulation of CAIXG250/MN by HIF-1α in clear cell renal cell carcinoma [J].
Grabmaier, K ;
de Weijert, MCA ;
Verhaegh, GW ;
Schalken, JA ;
Oosterwijk, E .
ONCOGENE, 2004, 23 (33) :5624-5631
[10]   Extracellular Vesicles and Carried miRNAs in the Progression of Renal Cell Carcinoma [J].
Grange, Cristina ;
Brossa, Alessia ;
Bussolati, Benedetta .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (08)