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通过加权基因共表达网络分析鉴定和验证与口腔鳞状细胞癌病理分期相关的关键模块和枢纽基因

Identification and validation of key modules and hub genes associated with the pathological stage of oral squamous cell carcinoma by weighted gene co-expression network analysis.

作者信息

Hu Xuegang, Sun Guanwen, Shi Zhiqiang, Ni Hui, Jiang Shan

机构信息

Department of Stomatology, Shenzhen Hospital, University of Chinese Academy of Sciences, Shenzhen, Guangdong, China.

Department of Endodontics and Operative Dentistry, School and Hospital of Stomatology, Fujian Medical University, Fuhou, Fujian, China.

出版信息

PeerJ. 2020 Feb 4;8:e8505. doi: 10.7717/peerj.8505. eCollection 2020.

Abstract

BACKGROUND

Oral squamous cell carcinoma (OSCC) is a major lethal malignant cancer of the head and neck region, yet its molecular mechanisms of tumourigenesis are still unclear.

PATIENTS AND METHODS

We performed weighted gene co-expression network analysis (WGCNA) on RNA-sequencing data with clinical information obtained from The Cancer Genome Atlas (TCGA) database. The relationship between co-expression modules and clinical traits was investigated by Pearson correlation analysis. Furthermore, the prognostic value and expression level of the hub genes of these modules were validated based on data from the TCGA database and other independent datasets from the Gene Expression Omnibus (GEO) database and the Human Protein Atlas database. The significant modules and hub genes were also assessed by functional analysis and gene set enrichment analysis (GSEA).

RESULTS

We found that the turquoise module was strongly correlated with pathologic T stage and significantly enriched in critical functions and pathways related to tumourigenesis. PPP1R12B, CFD, CRYAB, FAM189A2 and ANGPTL1 were identified and statistically validated as hub genes in the turquoise module and were closely implicated in the prognosis of OSCC. GSEA indicated that five hub genes were significantly involved in many well-known cancer-related biological functions and signaling pathways.

CONCLUSION

In brief, we systematically discovered a co-expressed turquoise module and five hub genes associated with the pathologic T stage for the first time, which provided further insight that WGCNA may reveal the molecular regulatory mechanism involved in the carcinogenesis and progression of OSCC. In addition, the five hub genes may be considered candidate prognostic biomarkers and potential therapeutic targets for the precise early diagnosis, clinical treatment and prognosis of OSCC in the future.

摘要

背景

口腔鳞状细胞癌(OSCC)是头颈部主要的致死性恶性肿瘤,但其肿瘤发生的分子机制仍不清楚。

患者和方法

我们对来自癌症基因组图谱(TCGA)数据库的RNA测序数据以及临床信息进行了加权基因共表达网络分析(WGCNA)。通过Pearson相关分析研究共表达模块与临床特征之间的关系。此外,基于TCGA数据库以及来自基因表达综合数据库(GEO)和人类蛋白质图谱数据库的其他独立数据集的数据,对这些模块的枢纽基因的预后价值和表达水平进行了验证。还通过功能分析和基因集富集分析(GSEA)对显著模块和枢纽基因进行了评估。

结果

我们发现绿松石模块与病理T分期密切相关,并且在与肿瘤发生相关的关键功能和途径中显著富集。PPP1R12B、CFD、CRYAB、FAM189A2和ANGPTL1被鉴定并经统计学验证为绿松石模块中的枢纽基因,并且与OSCC的预后密切相关。GSEA表明,五个枢纽基因显著参与了许多众所周知的与癌症相关的生物学功能和信号通路。

结论

简而言之,我们首次系统地发现了一个与病理T分期相关的共表达绿松石模块和五个枢纽基因,这进一步表明WGCNA可能揭示OSCC发生和发展过程中涉及的分子调控机制。此外,这五个枢纽基因未来可能被视为OSCC精确早期诊断、临床治疗和预后的候选预后生物标志物和潜在治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b92d/7006519/55e1471bc465/peerj-08-8505-g001.jpg

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