Identification of potential biomarkers and pivotal biological pathways for prostate cancer using bioinformatics analysis methods

被引:13
作者
He, Zihao [1 ,2 ,3 ]
Duan, Xiaolu [1 ,2 ,3 ]
Zeng, Guohua [1 ,2 ,3 ]
机构
[1] Guangzhou Med Univ, Affiliated Hosp 1, Minimally Invas Surg Ctr, Dept Urol, Guangzhou, Guangdong, Peoples R China
[2] Guangzhou Inst Urol, Guangzhou, Guangdong, Peoples R China
[3] Guangdong Key Lab Urol, Guangzhou, Guangdong, Peoples R China
关键词
Bioinformatics analysis; Prostate cancer; Differentially expressed genes; Biological pathways; KALLIKREIN-RELATED PEPTIDASES; ACID-BINDING PROTEIN; FATTY-ACID; EXPRESSION; GENES; FOXA1; RISK; KLK2; DATABASE; DISEASE;
D O I
10.7717/peerj.7872
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Prostate cancer (PCa) is a common urinary malignancy, whose molecular mechanism has not been fully elucidated. We aimed to screen for key genes and biological pathways related to PCa using bioinformatics method. Methods: Differentially expressed genes (DEGs) were filtered out from the GSE103512 dataset and subjected to the gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. The protein- protein interactions (PPI) network was constructed, following by the identification of hub genes. The results of former studies were compared with ours. The relative expression levels of hub genes were examined in The Cancer Genome Atlas (TCGA) and Oncomine public databases. The University of California Santa Cruz Xena online tools were used to study whether the expression of hub genes was correlated with the survival of PCa patients from TCGA cohorts. Results: Totally, 252 (186 upregulated and 66 downregulated) DEGs were identified. GO analysis enriched mainly in "oxidation-reduction process" and "positive regulation of transcription from RNA polymerase H promoter"; KEGG pathway analysis enriched mostly in "metabolic pathways" and "protein digestion and absorption." Kallikrein-related peptidase 3, cadherin 1 (CDH1), Kallikrein-related peptidase 2 (KLK2), forkhead box A1 (FOXA1), and epithelial cell adhesion molecule (EPCAM ) were identified as hub genes from the PPI network. CDH1, FOXA1, and EPCAM were validated by other relevant gene expression omnibus datasets. All hub genes were validated by both TCGA and Oncomine except KLK2. Two additional top DEGs (ABCC4 and SLPI) were found to be associated with the prognosis of PCa patients. Conclusions: This study excavated the key genes and pathways in PCa, which might be biomarkers for diagnosis, prognosis, and potential therapeutic targets.
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页数:21
相关论文
共 69 条
[1]  
Al-Jameel Waseem, 2019, Genes Cancer, V10, P80, DOI 10.18632/genesandcancer.192
[2]  
ALBELDA SM, 1993, LAB INVEST, V68, P4
[3]  
[Anonymous], 2003, GENOME BIOL
[4]   Loss of miR-378 in prostate cancer, a common regulator of KLK2 and KLK4, correlates with aggressive disease phenotype and predicts the short-term relapse of the patients [J].
Avgeris, Margaritis ;
Stravodimos, Konstantinos ;
Scorilas, Andreas .
BIOLOGICAL CHEMISTRY, 2014, 395 (09) :1095-1104
[5]   MultiContrast Delayed Enhancement (MCODE) improves detection of subendocardial myocardial infarction by late gadolinium enhancement cardiovascular magnetic resonance: a clinical validation study [J].
Bandettini, W. Patricia ;
Kellman, Peter ;
Mancini, Christine ;
Booker, Oscar Julian ;
Vasu, Sujethra ;
Leung, Steve W. ;
Wilson, Joel R. ;
Shanbhag, Sujata M. ;
Chen, Marcus Y. ;
Arai, Andrew E. .
JOURNAL OF CARDIOVASCULAR MAGNETIC RESONANCE, 2012, 14
[6]   The Emergence of Precision Urologic Oncology: A Collaborative Review on Biomarker-driven Therapeutics [J].
Barbieri, Christopher E. ;
Chinnaiyan, Arul M. ;
Lerner, Seth P. ;
Swanton, Charles ;
Rubin, Mark A. .
EUROPEAN UROLOGY, 2017, 71 (02) :237-246
[7]   FOXA1: a transcription factor with parallel functions in development and cancer [J].
Bernardo, Gina M. ;
Keri, Ruth A. .
BIOSCIENCE REPORTS, 2012, 32 (02) :113-130
[8]   Regulatory T-cell Genes Drive Altered Immune Microenvironment in Adult Solid Cancers and Allow for Immune Contextual Patient Subtyping [J].
Brouwer-Visser, Jurriaan ;
Cheng, Wei-Yi ;
Bauer-Mehren, Anna ;
Maisel, Daniela ;
Lechner, Katharina ;
Andersson, Emilia ;
Dudley, Joel T. ;
Milletti, Francesca .
CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2018, 27 (01) :103-112
[9]   Mitochondria as signaling organelles [J].
Chandel, Navdeep S. .
BMC BIOLOGY, 2014, 12
[10]   Single-nucleotide polymorphism rs1058205 of KLK3 is associated with the risk of prostate cancer A case-control study of Han Chinese men in Northeast China [J].
Chen, Chen ;
Xin, Zhongqiu .
MEDICINE, 2017, 96 (10)