Identifying Key Genes for Nasopharyngeal Carcinoma by Prioritized Consensus Differentially Expressed Genes Caused by Aberrant Methylation

被引:16
作者
Chen, Yunqin [1 ]
Zhou, Chun [2 ,3 ]
Li, Huabin [2 ,3 ]
Li, Hong [4 ]
Li, Yixue [1 ,4 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Life Sci & Biotechnol, 800 Dong Chuan Rd, Shanghai 200240, Peoples R China
[2] Fudan Univ, Affiliated Eye Ear Nose & Throat Hosp, Ctr Allerg & Inflammatory Dis, Shanghai 200031, Peoples R China
[3] Fudan Univ, Affiliated Eye Ear Nose & Throat Hosp, Dept Otolaryngol Head & Neck Surg, Shanghai 200031, Peoples R China
[4] Chinese Acad Sci, Univ Chinese Acad Sci, CAS MPG Partner Inst Computat Biol,Shanghai Inst, CAS Key Lab Computat Biol,Shanghai Inst Nutr & Hl, Shanghai 200031, Peoples R China
来源
JOURNAL OF CANCER | 2021年 / 12卷 / 03期
基金
中国国家自然科学基金;
关键词
integrative analysis; differently expressed genes; EBV infection; aberrant methylation; disease biomarkers; TUMOR-SUPPRESSOR; CELL-PROLIFERATION; DOWN-REGULATION; TRANSCRIPTION; MIGRATION; METASTASIS; MULTIPLE; RESOURCE; INVASION; PACKAGE;
D O I
10.7150/jca.49392
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Nasopharyngeal carcinoma (NPC) is an Epstein-Barr virus (EBV)-associated epithelial malignancy. Large-scale genetics or epigenetics studies of NPC have been relatively scarce and sporadic, and there are no effective targeted drugs for NPC. Integrative analysis of multiple different omics profiles has been proved to be an effective approach to shed new light on cancer. Methods: We developed a pipeline to aggregate consensus differentially expressed genes (DEGs) from multiple expression datasets from different platforms. Integrated bioinformatics analysis of DNA methylation and gene expression was used to prioritize key genes in NPC. We explored the biological and clinical importance of key genes, combining differential co-expression analysis, network analysis of protein-protein and microRNA (miRNA)-target interactions, and pan-cancer survival analysis. Results: We obtained 668 upregulated and 594 downregulated consensus DEGs, which enriched in the PI3K-AKT, NF-kappa B and immune-related pathways. In NPC, 98% of 3364 differentially methylated sites were hypermethylated. Actively expressed EBV gene EBNA1 was positively correlated with over-expressed genes coding DNA methyltransferase and Polycomb group proteins, suggesting that EBV infection may have an important role in the hypermethylation of NPC. Through integrated analysis of DNA methylation and mRNA and miRNA expression profiles, we prioritized 56 hypermethylated downregulated genes, including 7 tumor suppressor genes, and constructed a miRNA-target regulation network consisting of 12 hypermethylated miRNAs and 25 upregulated oncogenes. The promoter hypermethylation of PRKCB causing its downregulation was validated by experimental results and higher PRKCB expression was associated with longer overall survival in head-neck squamous cell carcinoma, suggesting the potential of PRKCB as a promising disease biomarker for NPC. Conclusions: Our integrative analysis provides reliable key genes for candidate biomarkers for diagnosis and prognosis in NPC. Based on the combined evidence of promoter hypermethylation, expression up-regulation, and association with overall survival, genes such as SCUBE2, PRKCB, IKZF1, MAP4K1, and GATA6 could be promising novel diagnostic biomarkers, and miRNAs including MIR150, MIR152, and MIR34 could be candidate prognosis biomarkers.
引用
收藏
页码:874 / 884
页数:11
相关论文
共 46 条
  • [31] Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
    Love, Michael I.
    Huber, Wolfgang
    Anders, Simon
    [J]. GENOME BIOLOGY, 2014, 15 (12):
  • [32] Payne Kimberly J., 2011, Critical Reviews in Oncogenesis, V16, P3
  • [33] R Core Team, 2019, R LANG ENV STAT COMP
  • [34] HOPX hypermethylation promotes metastasis via activating SNAIL transcription in nasopharyngeal carcinoma
    Ren, Xianyue
    Yang, Xiaojing
    Cheng, Bin
    Chen, Xiaozhong
    Zhang, Tianpeng
    He, Qingmei
    Li, Bin
    Li, Yingqin
    Tang, Xinran
    Wen, Xin
    Zhong, Qian
    Kang, Tiebang
    Zeng, Musheng
    Liu, Na
    Ma, Jun
    [J]. NATURE COMMUNICATIONS, 2017, 8
  • [35] limma powers differential expression analyses for RNA-sequencing and microarray studies
    Ritchie, Matthew E.
    Phipson, Belinda
    Wu, Di
    Hu, Yifang
    Law, Charity W.
    Shi, Wei
    Smyth, Gordon K.
    [J]. NUCLEIC ACIDS RESEARCH, 2015, 43 (07) : e47
  • [36] Upregulated Expression of SOX4 Is Associated with Tumor Growth and Metastasis in Nasopharyngeal Carcinoma
    Shi, Si
    Cao, Xiaolei
    Gu, Miao
    You, Bo
    Shan, Ying
    You, Yiwen
    [J]. DISEASE MARKERS, 2015, 2015
  • [37] Downregulation of miR-129-2 by promoter hypermethylation regulates breast cancer cell proliferation and apoptosis
    Tang, Xiaofeng
    Tang, Jianjun
    Liu, Xia
    Zeng, Lei
    Cheng, Chun
    Lu, Yanqin
    Li, Liping
    Qin, Shu-Lan
    Sang, Yi
    Deng, Liang-Ming
    Lv, Xiao-Bin
    [J]. ONCOLOGY REPORTS, 2016, 35 (05) : 2963 - 2969
  • [38] Nasopharyngeal carcinoma incidence and mortality in China, 2013
    Wei, Kuang-Rong
    Zheng, Rong-Shou
    Zhang, Si-Wei
    Liang, Zhi-Heng
    Li, Zhu-Ming
    Chen, Wan-Qing
    [J]. CHINESE JOURNAL OF CANCER, 2017, 36
  • [39] GSTA3 Attenuates Renal Interstitial Fibrosis by Inhibiting TGF-Beta-Induced Tubular Epithelial-Mesenchymal Transition and Fibronectin Expression
    Xiao, Yun
    Liu, Jishi
    Peng, Yu
    Xiong, Xuan
    Huang, Ling
    Yang, Huixiang
    Zhang, Jian
    Tao, Lijian
    [J]. PLOS ONE, 2016, 11 (09):
  • [40] DCGL v2.0: An R Package for Unveiling Differential Regulation from Differential Co-expression
    Yang, Jing
    Yu, Hui
    Liu, Bao-Hong
    Zhao, Zhongming
    Liu, Lei
    Ma, Liang-Xiao
    Li, Yi-Xue
    Li, Yuan-Yuan
    [J]. PLOS ONE, 2013, 8 (11):