Identification of potential key genes and high-frequency mutant genes in prostate cancer by using RNA-Seq data

被引:10
作者
Zhang, Ze [1 ]
Wu, He [2 ]
Zhou, Hong [3 ]
Gu, Yunhe [2 ]
Bai, Yufeng [1 ]
Yu, Shiliang [1 ]
An, Ruihua [1 ]
Qi, Jiping [2 ]
机构
[1] Harbin Med Univ, Affiliated Hosp 1, Dept Urol Surg, 23 You Zheng St, Harbin 150001, Heilongjiang, Peoples R China
[2] Harbin Med Univ, Affiliated Hosp 1, Dept Pathol, 23 You Zheng St, Harbin 150001, Heilongjiang, Peoples R China
[3] Harbin Med Univ, Affiliated Hosp 1, Dept Respirat, Harbin 150001, Heilongjiang, Peoples R China
关键词
differentially-expressed genes; prostate cancer; RNA sequencing; single nucleotide variation; high-frequency; high-risk; DIFFERENTIAL EXPRESSION; FUSIONS; KINASE; TOPHAT; IMPACT; DMBX1; PKD1;
D O I
10.3892/ol.2018.7846
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The aim of the present study was to identify potential key genes and single nucleotide variations (SNVs) in prostate cancer. RNA sequencing (RNA-seq) data, GSE22260, were downloaded from the Gene Expression Omnibus database, including 4 prostate cancer samples and 4 normal tissues samples. RNA-Seq reads were processed using Tophat and differentially-expressed genes (DEGs) were identified using the Cufflinks package. Gene Ontology enrichment analysis of DEGs was performed. Subsequently, Seqpos was used to identify the potential upstream regulatory elements of DEGs. SNV was analyzed using Genome Analysis Toolkit. In addition, the frequency and risk-level of mutant genes were calculated using VarioWatch. A total of 150 upregulated and 211 downregulated DEGs were selected and 25 upregulated and 17 downregulated potential upstream regulatory elements were identified, respectively. The SNV annotations of somatic mutations revealed that 65% were base transition and 35% were base transversion. At frequencies >= 2, a total of 17 mutation sites were identified. The mutation site with the highest frequency was located in the folate hydrolase 1B (FOLH1B) gene. Furthermore, 20 high-risk mutant genes with high frequency were identified using VarioWatch, including ribosomal protein S4 Y-linked 2 (RPS4Y2), polycystin 1 transient receptor potential channel interacting (PKD1) and FOLH1B. In addition, kallikrein 1 (KLK1) and PKD1 are known tumor suppressor genes. The potential regulatory elements and high-frequency mutant genes (RPS4Y2, KLK1, PKD1 and FOLH1B) may have key functions in prostate cancer. The results of the present study may provide novel information for the understanding of prostate cancer development.
引用
收藏
页码:4550 / 4556
页数:7
相关论文
共 43 条
[1]   IFI16 in human prostate cancer [J].
Alimirah, Fatourna ;
Chen, Jianming ;
Davis, Francesca J. ;
Choubey, Divaker .
MOLECULAR CANCER RESEARCH, 2007, 5 (03) :251-259
[2]   Characterizing the Impact of Smoking and Lung Cancer on the Airway Transcriptome Using RNA-Seq [J].
Beane, Jennifer ;
Vick, Jessica ;
Schembri, Frank ;
Anderlind, Christina ;
Gower, Adam ;
Campbell, Joshua ;
Luo, Lingqi ;
Zhang, Xiao Hui ;
Xiao, Ji ;
Alekseyev, Yuriy O. ;
Wang, Shenglong ;
Levy, Shawn ;
Massion, Pierre P. ;
Lenburg, Marc ;
Spira, Avrum .
CANCER PREVENTION RESEARCH, 2011, 4 (06) :803-817
[3]   Aberrant ERG expression cooperates with loss of PTEN to promote cancer progression in the prostate [J].
Carver, Brett S. ;
Tran, Jennifer ;
Gopalan, Anuradha ;
Chen, Zhenbang ;
Shaikh, Safa ;
Carracedo, Arkaitz ;
Alimonti, Andrea ;
Nardella, Caterina ;
Varmeh, Shohreh ;
Scardino, Peter T. ;
Cordon-Cardo, Carlos ;
Gerald, William ;
Pandolfi, Pier Paolo .
NATURE GENETICS, 2009, 41 (05) :619-624
[4]   In silico identification of oncogenic potential of fyn-related kinase in hepatocellular carcinoma [J].
Chen, Jia-Shing ;
Hung, Wei-Shiang ;
Chan, Hsiang-Han ;
Tsai, Shaw-Jenq ;
Sun, H. Sunny .
BIOINFORMATICS, 2013, 29 (04) :420-427
[5]   VarioWatch: providing large-scale and comprehensive annotations on human genomic variants in the next generation sequencing era [J].
Cheng, Yu-Chang ;
Hsiao, Fang-Chih ;
Yeh, Erh-Chan ;
Lin, Wan-Jia ;
Tang, Cheng-Yang Louis ;
Tseng, Huan-Chin ;
Wu, Hsing-Tsung ;
Liu, Chuan-Kun ;
Chen, Chih-Cheng ;
Chen, Yuan-Tsong ;
Yao, Adam .
NUCLEIC ACIDS RESEARCH, 2012, 40 (W1) :W76-W81
[6]  
De Lorenzi L, 2012, CHROMOSOME RES, V20, P815, DOI [10.1007/s1057, 10.1007/s10577-012-9315-y]
[7]   Gene expression profile analysis of human hepatocellular carcinoma using SAGE and LongSAGE [J].
Dong, Hui ;
Ge, Xijin ;
Shen, Yan ;
Chen, Linlei ;
Kong, Yalin ;
Zhang, Hongyi ;
Man, Xiaobo ;
Tang, Liang ;
Yuan, Hong ;
Wang, Hongyang ;
Zhao, Guoping ;
Jin, Weirong .
BMC MEDICAL GENOMICS, 2009, 2
[8]   A network biology approach to prostate cancer [J].
Ergun, Ayla ;
Lawrence, Carolyn A. ;
Kohanski, Michael A. ;
Brennan, Timothy A. ;
Collins, James J. .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[9]   Dmbx1 is essential in agouti-related protein action [J].
Fujimoto, Wakako ;
Shiuchi, Tetsuya ;
Miki, Takashi ;
Minokoshi, Yasuhiko ;
Takahashi, Yoshihisa ;
Takeuchi, Ayako ;
Kimura, Kazuhiro ;
Saito, Masayuki ;
Iwanaga, Toshihiko ;
Seino, Susumu .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (39) :15514-15519
[10]  
Girgis AH, 2012, ANTICANCER RES, V32, P957