Identification of novel biomarkers correlated with prostate cancer progression by an integrated bioinformatic analysis

被引:5
作者
Ma, Zhifang [1 ]
Wang, Jianming [2 ]
Ding, Lingyan [1 ]
Chen, Yujun [3 ]
机构
[1] Binzhou Cent Hosp, Dept Urol, 108 Huanchengnan Rd, Binzhou 251700, Shandong, Peoples R China
[2] Yangxin Country People Hosp, Dept Urol, Binzhou, Shandong, Peoples R China
[3] Binzhou People Hosp, Dept Urol, Binzhou, Shandong, Peoples R China
关键词
hub genes; key module; prostate cancer; therapeutic targets; weighted gene co-expression network analysis; COEXPRESSION NETWORK ANALYSIS; ANTI-APOPTOSIS GENE; WEB SERVER; KEY GENES; SURVIVIN; EXPRESSION; CARCINOMA; SIGNATURE; IDENTIFY; PREDICT;
D O I
10.1097/MD.0000000000021158
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Prostate cancer (PCa) is a highly aggressive malignant tumor and the biological mechanisms underlying its progression remain unclear. We performed weighted gene co-expression network analysis in PCa dataset from the Cancer Genome Atlas database to identify the key module and key genes related to the progression of PCa. Furthermore, another independent datasets were used to validate our findings. A total of 744 differentially expressed genes were screened out and 5 modules were identified for PCa samples from the Cancer Genome Atlas database. We found the brown module was the key module and related to tumor grade (R2 = 0.52) and tumor invasion depth (R2 = 0.39). Besides, 24 candidate hub genes were screened out and 2 genes (BIRC5 and DEPDC1B) were identified and validated as real hub genes that associated with the progression and prognosis of PCa. Moreover, the biological roles of BIRC5 were related to G-protein coupled receptor signal pathway, and the functions of DEPDC1B were related to the G-protein coupled receptor signal pathway and retinol metabolism in PCa. Taken together, we identified 1 module, 24 candidate hub genes and 2 real hub genes, which were prominently associated with PCa progression. With more experiments and clinical trials, these genes may provide a promising future for PCa treatment.
引用
收藏
页数:10
相关论文
共 60 条
[1]  
Ahuja Palak, 2016, Advances in Bioinformatics, V2016, P3136024, DOI 10.1155/2016/3136024
[2]   A novel anti-apoptosis gene, survivin, expressed in cancer and lymphoma [J].
Ambrosini, G ;
Adida, C ;
Altieri, DC .
NATURE MEDICINE, 1997, 3 (08) :917-921
[3]   High levels of DEPDC1B predict shorter biochemical recurrence-free survival of patients with prostate cancer [J].
Bai, Shoumin ;
Chen, Ting ;
Du, Tao ;
Chen, Xianju ;
Lai, Yiming ;
Ma, Xiaoming ;
Wu, Wanhua ;
Lin, Chunhao ;
Liu, Leyuan ;
Huang, Hai .
ONCOLOGY LETTERS, 2017, 14 (06) :6801-6808
[4]  
Ballon DR, 2006, CELL, V126, P1079, DOI 10.1016/j.cell.2006.07.030
[5]   The -31 G/C promoter gene polymorphism of survivin in Turkish patients with colorectal cancer [J].
Budak, M. ;
Bozkurt, C. ;
Cetin, S. E. ;
Tuncel, H. .
CEYLON MEDICAL JOURNAL, 2018, 63 (03) :151-155
[6]   High-risk prostate cancer-classification and therapy [J].
Chang, Albert J. ;
Autio, Karen A. ;
Roach, Mack, III ;
Scher, Howard I. .
NATURE REVIEWS CLINICAL ONCOLOGY, 2014, 11 (06) :308-323
[7]   Mitochondrial survivin inhibits apoptosis and promotes tumorigenesis [J].
Dohi, T ;
Beltrami, E ;
Wall, NR ;
Plescia, J ;
Altieri, DC .
JOURNAL OF CLINICAL INVESTIGATION, 2004, 114 (08) :1117-1127
[8]   The Potential of MicroRNAs as Prostate Cancer Biomarkers [J].
Fabris, Linda ;
Ceder, Yvonne ;
Chinnaiyan, Arul M. ;
Jenster, Guido W. ;
Sorensen, Karina D. ;
Tomlins, Scott ;
Visakorpi, Tapio ;
Calin, George A. .
EUROPEAN UROLOGY, 2016, 70 (02) :312-322
[9]   Identification of the key genes and pathways in prostate cancer [J].
Fan, Shutong ;
Liang, Zumu ;
Gao, Zhiqin ;
Pan, Zhiwei ;
Han, Shaojie ;
Liu, Xiaoying ;
Zhao, Chunling ;
Yang, Weiwei ;
Pan, Zhifang ;
Feng, Weiguo .
ONCOLOGY LETTERS, 2018, 16 (05) :6663-6669
[10]   Multi-loci diagnosis of acute lymphoblastic leukaemia with high-throughput sequencing and bioinformatics analysis [J].
Ferret, Yann ;
Caillault, Aurelie ;
Sebda, Sheherazade ;
Duez, Marc ;
Grardel, Nathalie ;
Duployez, Nicolas ;
Villenet, Celine ;
Figeac, Martin ;
Preudhomme, Claude ;
Salson, Mikael ;
Giraud, Mathieu .
BRITISH JOURNAL OF HAEMATOLOGY, 2016, 173 (03) :413-420