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
  • [1] Comprehensive genomic profiling of different subtypes of nasopharyngeal carcinoma reveals similarities and differences to guide targeted therapy
    Ali, Siraj M.
    Yao, Ming
    Yao, Jicheng
    Wang, Jing
    Cheng, Yuwei
    Schrock, Alexa B.
    Chirn, Gung-Wei
    Chen, Hui
    Mu, Shuo
    Gay, Laurie
    Elvin, Julia A.
    Suh, James
    Miller, Vincent A.
    Stephens, Philip J.
    Ross, Jeffrey S.
    Wang, Kai
    [J]. CANCER, 2017, 123 (18) : 3628 - 3637
  • [2] [Anonymous], 2016, ILLUMINAHUMANMETHYLA
  • [3] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [4] miR-137 suppresses proliferation, migration and invasion of colon cancer cell lines by targeting TCF4
    Bi, Wei-Ping
    Xia, Min
    Wang, Xin-Jian
    [J]. ONCOLOGY LETTERS, 2018, 15 (06) : 8744 - 8748
  • [5] miR149 Functions as a Tumor Suppressor by Controlling Breast Epithelial Cell Migration and Invasion
    Bischoff, Annabell
    Huck, Bettina
    Keller, Bettina
    Strotbek, Michaela
    Schmid, Simone
    Boerries, Melanie
    Busch, Hauke
    Mueller, Dafne
    Olayioye, Monilola A.
    [J]. CANCER RESEARCH, 2014, 74 (18) : 5256 - 5265
  • [6] Transactivation of miR-34a by p53 broadly influences gene expression and promotes apoptosis
    Chang, Tsung-Cheng
    Wentzel, Erik A.
    Kent, Oliver A.
    Ramachandran, Kalyani
    Mullendore, Michael
    Lee, Kwang Hyuck
    Feldmann, Georg
    Yamakuchi, Munekazu
    Ferlito, Marcella
    Lowenstein, Charles J.
    Arking, Dan E.
    Beer, Michael A.
    Maitra, Anirban
    Mendell, Joshua T.
    [J]. MOLECULAR CELL, 2007, 26 (05) : 745 - 752
  • [7] miRTarBase update 2018: a resource for experimentally validated microRNA-target interactions
    Chou, Chih-Hung
    Shrestha, Sirjana
    Yang, Chi-Dung
    Chang, Nai-Wen
    Lin, Yu-Ling
    Liao, Kuang-Wen
    Huang, Wei-Chi
    Sun, Ting-Hsuan
    Tu, Siang-Jyun
    Lee, Wei-Hsiang
    Chiew, Men-Yee
    Tai, Chun-San
    Wei, Ting-Yen
    Tsai, Tzi-Ren
    Huang, Hsin-Tzu
    Wang, Chung-Yu
    Wu, Hsin-Yi
    Ho, Shu-Yi
    Chen, Pin-Rong
    Chuang, Cheng-Hsun
    Hsieh, Pei-Jung
    Wu, Yi-Shin
    Chen, Wen-Liang
    Li, Meng-Ju
    Wu, Yu-Chun
    Huang, Xin-Yi
    Ng, Fung Ling
    Buddhakosai, Waradee
    Huang, Pei-Chun
    Lan, Kuan-Chun
    Huang, Chia-Yen
    Weng, Shun-Long
    Cheng, Yeong-Nan
    Liang, Chao
    Hsu, Wen-Lian
    Huang, Hsien-Da
    [J]. NUCLEIC ACIDS RESEARCH, 2018, 46 (D1) : D296 - D302
  • [8] Downregulation of cell surface CA125/MUC16 induces epithelial-to-mesenchymal transition and restores EGFR signalling in NIH:OVCAR3 ovarian carcinoma cells
    Comamala, M.
    Pinard, M.
    Theriault, C.
    Matte, I.
    Albert, A.
    Boivin, M.
    Beaudin, J.
    Piche, A.
    Rancourt, C.
    [J]. BRITISH JOURNAL OF CANCER, 2011, 104 (06) : 989 - 999
  • [9] MicroRNA-34b and MicroRNA-34c are targets of p53 and cooperate in control of cell proliferation and adhesion-independent growth
    Corney, David C.
    Flesken-Nikitin, Andrea
    Godwin, Andrew K.
    Wang, Wei
    Nikitin, Alexander Yu.
    [J]. CANCER RESEARCH, 2007, 67 (18) : 8433 - 8438
  • [10] Comparative methylome analysis in solid tumors reveals aberrant methylation at chromosome 6p in nasopharyngeal carcinoma
    Dai, Wei
    Cheung, Arthur Kwok Leung
    Ko, Josephine Mun Yee
    Cheng, Yue
    Zheng, Hong
    Ngan, Roger Kai Cheong
    Ng, Wai Tong
    Lee, Anne Wing Mui
    Yau, Chun Chung
    Lee, Victor Ho Fu
    Lung, Maria Li
    [J]. CANCER MEDICINE, 2015, 4 (07): : 1079 - 1090