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通过综合生物信息学方法和RNA测序验证分析鉴定与头颈部鳞状细胞癌相关的枢纽基因

Identification of hub genes associated with head and neck squamous cell carcinoma by integrated bioinformatics approach and RNA-seq validation analysis.

作者信息

Shabeer Amir, Mustafa Sara, Bukhari Rimsha Sadia, Abdel-Maksoud Mostafa A, Almutairi Saeedah Musaed, Al-Qahtani Wahidah H, Chandio Khushboo, Khan Nazima Yousaf, Gul Jaweria, Aufy Mohammed

机构信息

Isra University Hyderabad Sindh, Pakistan.

Tehsil Headquarter (THQ) Rojhan Rajanpur, Pakistan.

出版信息

Am J Cancer Res. 2023 Apr 15;13(4):1259-1277. eCollection 2023.

Abstract

Head and neck squamous cell carcinoma (HNSC) is one of the most lethal malignancies around the globe. Due to its complex nature, the diagnostic and prognostic signatures of HNSC remain poorly understood. This study was launched to identify signature genes and their signaling pathways related to the development of HNSC. In the current study, we retrieved the GSE53819 dataset from the Gene Expression Omnibus (GEO) database to determine the differentially expressed genes (DEGs) using the "Limma" R package. Adjusted values P < 0.05 and |logFC| ≥ 1 were selected as the filtering conditions. To identify hub genes, the protein-protein interaction (PPI) network construction of the DEGs was performed using STRING. We further used UALCAN, GEPIA, OncoDB, GENT2, MEXPRESS, and HPA databases for the expression, validation, survival, and methylation analyses of the hub genes. The cBioPortal tool was used to investigate the genetic alterations in hub genes. CancerSEA, TIMER, DAVID, ENCORI, and DrugBank were also used to explore a few more hub gene-associated parameters. Lastly, HOK, FaDu, and SCC25 cell lines were used to validate hub gene expression via RNA sequencing (RNA-seq) technique. A total of top 250 DEGs were selected for detailed analysis in this study. From these DEGs, prognostic and diagnostic associated four hub genes, which could serve as potential molecular biomarkers and therapeutic targets in HNSC patients were identified. Four hub genes, including down-regulated DNAH1 and DNALI1, while up-regulated DNAH9 and CCDC151 were strongly implicated in HNSC. We also validated the same expression pattern of the hub genes using RNA-seq analysis in HNSC and normal cell lines. Moreover, this study also revealed some novel links between DNAH1, DNALI1, DNAH9, and CCDC151 expression and genetic alterations, promoter methylation status, immune cell infiltration, miRNAs, gene enrichment terms, and various chemotherapeutic drugs. In conclusion, we indicated four hub genes (DNAH1, DNALI1, DNAH9, and CCDC151) and their associated signaling pathways, which may improve our understanding of HNSC and could be used as new therapeutic targets.

摘要

头颈部鳞状细胞癌(HNSC)是全球最致命的恶性肿瘤之一。由于其性质复杂,HNSC的诊断和预后特征仍知之甚少。本研究旨在鉴定与HNSC发生发展相关的特征基因及其信号通路。在本研究中,我们从基因表达综合数据库(GEO)中检索了GSE53819数据集,使用“Limma”R包确定差异表达基因(DEG)。选择校正后P值<0.05且|logFC|≥1作为筛选条件。为了鉴定核心基因,使用STRING对DEG进行蛋白质-蛋白质相互作用(PPI)网络构建。我们进一步使用UALCAN、GEPIA、OncoDB、GENT2、MEXPRESS和HPA数据库对核心基因进行表达、验证、生存和甲基化分析。使用cBioPortal工具研究核心基因的基因改变。还使用CancerSEA、TIMER、DAVID、ENCORI和DrugBank探索更多与核心基因相关的参数。最后,使用HOK、FaDu和SCC25细胞系通过RNA测序(RNA-seq)技术验证核心基因表达。本研究共选择了前250个DEG进行详细分析。从这些DEG中,鉴定出与预后和诊断相关的四个核心基因,它们可作为HNSC患者潜在的分子生物标志物和治疗靶点。四个核心基因,包括下调的DNAH1和DNALI1,以及上调的DNAH9和CCDC151,与HNSC密切相关。我们还使用RNA-seq分析在HNSC和正常细胞系中验证了核心基因的相同表达模式。此外,本研究还揭示了DNAH1、DNALI1、DNAH9和CCDC151表达与基因改变、启动子甲基化状态、免疫细胞浸润、miRNA、基因富集术语和各种化疗药物之间的一些新联系。总之,我们确定了四个核心基因(DNAH1、DNALI1、DNAH9和CCDC151)及其相关信号通路,这可能会增进我们对HNSC的理解,并可作为新的治疗靶点。

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