在大量临床组织样本中筛选和鉴定基因表达揭示了EZH2和SOX2在肺癌中的主要作用。

IF 1.4 4区 医学 Q4 GENETICS & HEREDITY Cancer Genetics Pub Date : 2025-01-01 Epub Date: 2024-12-02 DOI:10.1016/j.cancergen.2024.11.006
Niharika, Ankan Roy, Ratan Sadhukhan, Samir Kumar Patra
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引用次数: 0

摘要

肺腺癌(LUAD)是非小细胞肺癌(NSCLC)的主要亚型,占病例的80%至85%。由于筛查方法不理想,LUAD往往在晚期才被发现,导致病情进展迅速,预后不佳。因此,LUAD的早期预后是重中之重。为了确定早期检测的生物标志物,我们对LUAD患者TCGA和GTEx数据集的mRNA表达进行了荟萃分析。通过网络分析工具和综合效应量方法,共鉴定出795个差异表达基因(deg)。deg指的是与其正常基线表达水平相比,其表达水平显著不同(或高或低)的基因。KEGG通路富集分析强调TNF信号通路与这些deg显著相关。随后,使用Cytoscape软件中的MCODE和CytoHubba插件,我们筛选出前10个基因。其中,SOX2是唯一表达量较高的基因,其他基因表达量均下调。因此,我们的后续研究集中在SOX2上。进一步的转录因子-基因网络分析表明,zeste同源物2的增强子(enhancer of zeste homolog 2, EZH2)是SOX2的重要伴侣,可能在正染色质-异染色质动力学中起着至关重要的作用。SOX2蛋白的结构表明它是一种非药物转录因子,文献调查也证实了这一点。SOX2被认为是具有挑战性的直接靶向,或“不可药物”,因为它的一些内在特性使得很难设计有效的治疗药物来对抗它。SOX2的主要功能是结合DNA并调控基因表达。与具有明确活性位点或结合袋的酶或受体不同,转录因子通常具有相对平坦或弥漫的表面,不能为小分子有效结合提供明显的“口袋”。因此,我们将重点放在研究针对EZH2的潜在药物上。分子对接分析预测了大多数可能的EZH2抑制剂。我们使用了几种预测分析工具,并确定GSK343是一种有前景的EZH2抑制剂。
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Screening and identification of gene expression in large cohorts of clinical tissue samples unveils the major involvement of EZH2 and SOX2 in lung cancer.

Lung adenocarcinoma (LUAD), the primary subtype of Non-Small Cell Lung Cancer (NSCLC), accounts for 80 % to 85 % of cases. Due to suboptimal screening method, LUAD is often detected in late stage, leading to aggressive progression and poor outcomes. Therefore, early disease prognosis for the LUAD is high priority. In order to identify early detection biomarkers, we conducted a meta-analysis of mRNA expression TCGA and GTEx datasets from LUAD patients. A total of 795 differentially expressed genes (DEGs) were identified by exploring the Network-Analyst tool and utilizing combined effect size methods. DEGs refer to genes whose expression levels are significantly different (either higher or lower) compared to their normal baseline expression levels. KEGG pathway enrichment analysis highlighted the TNF signaling pathway as being prominently associated with these DEGs. Subsequently, using the MCODE and CytoHubba plugins in Cytoscape software, we filtered out the top 10 genes. Among these, SOX2 was the only gene exhibiting higher expression, while the others were downregulated. Consequently, our subsequent research focused on SOX2. Further transcription factor-gene network analysis revealed that enhancer of zeste homolog 2 (EZH2) is a significant partner of SOX2, potentially playing a crucial role in euchromatin-heterochromatin dynamics. Structure of SOX2 protein suggest that it is a non-druggable transcription factor, literature survey suggests the same. SOX2 is considered challenging to target directly, or "non-druggable," because of several intrinsic properties that make it difficult to design effective therapeutic agents against it. The primary function of SOX2 is to bind DNA and regulates gene expression. Unlike enzymes or receptors with defined active sites or binding pockets, transcription factors typically have relatively flat or diffuse surfaces that do not offer obvious "pockets" for small molecules to bind effectively. Hence, we drove our focus to investigate on potential drug(s) targeting EZH2. Molecular docking analyses predicted most probable inhibitors of EZH2. We employed several predictive analysis tools and identified GSK343, as a promising inhibitor of EZH2.

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来源期刊
Cancer Genetics
Cancer Genetics ONCOLOGY-GENETICS & HEREDITY
CiteScore
3.20
自引率
5.30%
发文量
167
审稿时长
27 days
期刊介绍: The aim of Cancer Genetics is to publish high quality scientific papers on the cellular, genetic and molecular aspects of cancer, including cancer predisposition and clinical diagnostic applications. Specific areas of interest include descriptions of new chromosomal, molecular or epigenetic alterations in benign and malignant diseases; novel laboratory approaches for identification and characterization of chromosomal rearrangements or genomic alterations in cancer cells; correlation of genetic changes with pathology and clinical presentation; and the molecular genetics of cancer predisposition. To reach a basic science and clinical multidisciplinary audience, we welcome original full-length articles, reviews, meeting summaries, brief reports, and letters to the editor.
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