Chen Yunqin, Zhou Chun, Li Huabin, Li Hong, Li Yixue
School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai 200240, China.
Center for Allergic and Inflammatory Diseases & Department of Otolaryngology, Head and Neck Surgery, Affiliated Eye, Ear, Nose and Throat Hospital, Fudan University, Shanghai 200031, China.
J Cancer. 2021 Jan 1;12(3):874-884. doi: 10.7150/jca.49392. eCollection 2021.
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. 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. We obtained 668 upregulated and 594 downregulated consensus DEGs, which enriched in the PI3K-AKT, NF-κB and immune-related pathways. In NPC, 98% of 3364 differentially methylated sites were hypermethylated. Actively expressed EBV gene 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 causing its downregulation was validated by experimental results and higher expression was associated with longer overall survival in head-neck squamous cell carcinoma, suggesting the potential of as a promising disease biomarker for NPC. 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 , , , , and could be promising novel diagnostic biomarkers, and miRNAs including , , and could be candidate prognosis biomarkers.
鼻咽癌(NPC)是一种与爱泼斯坦-巴尔病毒(EBV)相关的上皮性恶性肿瘤。对鼻咽癌进行大规模遗传学或表观遗传学研究相对较少且较为零散,并且目前尚无针对鼻咽癌的有效靶向药物。对多种不同组学图谱进行综合分析已被证明是一种为癌症研究带来新见解的有效方法。我们开发了一种流程,用于汇总来自不同平台的多个表达数据集的一致性差异表达基因(DEG)。通过对DNA甲基化和基因表达进行综合生物信息学分析,以确定鼻咽癌中的关键基因。我们结合差异共表达分析、蛋白质-蛋白质和微小RNA(miRNA)-靶标相互作用的网络分析以及泛癌生存分析,探索了关键基因的生物学和临床重要性。我们获得了668个上调和594个下调的一致性DEG,这些基因富集于PI3K-AKT、NF-κB和免疫相关途径。在鼻咽癌中,3364个差异甲基化位点中有98%发生了高甲基化。活跃表达的EBV基因与编码DNA甲基转移酶和多梳蛋白家族蛋白的过表达基因呈正相关,这表明EBV感染可能在鼻咽癌的高甲基化过程中起重要作用。通过对DNA甲基化以及mRNA和miRNA表达谱进行综合分析,我们确定了56个高甲基化下调基因,其中包括7个肿瘤抑制基因,并构建了一个由12个高甲基化miRNA和25个上调癌基因组成的miRNA-靶标调控网络。通过实验结果验证了导致其下调的启动子高甲基化,并且在头颈鳞状细胞癌中较高的表达与更长的总生存期相关,这表明该基因作为鼻咽癌有前景的疾病生物标志物的潜力。我们的综合分析为鼻咽癌诊断和预后的候选生物标志物提供了可靠的关键基因。基于启动子高甲基化、表达上调以及与总生存期相关性的综合证据,诸如[具体基因名称1]、[具体基因名称2]、[具体基因名称3]、[具体基因名称4]和[具体基因名称5]等基因可能是有前景的新型诊断生物标志物,而包括[具体miRNA名称1]、[具体miRNA名称2]和[具体miRNA名称3]等miRNA可能是候选预后生物标志物。