Integrating network analysis with differential expression to uncover therapeutic and prognostic biomarkers in esophageal squamous cell carcinoma.

IF 3.9 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Frontiers in Molecular Biosciences Pub Date : 2024-08-21 eCollection Date: 2024-01-01 DOI:10.3389/fmolb.2024.1425422
Sana Khurshid, Shahabuddin Usmani, Raiyan Ali, Saira Hamid, Tariq Masoodi, Hana Q Sadida, Ikhlak Ahmed, Mohd Shahnawaz Khan, Inara Abeer, Ibrahim Altedlawi Albalawi, Ruqaiah I Bedaiwi, Rashid Mir, Ammira S Al-Shabeeb Akil, Ajaz A Bhat, Muzafar A Macha
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Abstract

Introduction: Esophageal squamous cell carcinoma (ESCC) accounts for over 90% of all esophageal tumors. However, the molecular mechanism underlying ESCC development and prognosis remains unclear, and there are still no effective molecular biomarkers for diagnosing or predicting the clinical outcome of patients with ESCC. Here, we used bioinformatics analysis to identify potential biomarkers and therapeutic targets for ESCC. Methodology: Differentially expressed genes (DEGs) between ESCC and normal esophageal tissue samples were obtained by comprehensively analyzing publicly available RNA-seq datasets from the TCGA and GTEX. Gene Ontology (GO) annotation and Reactome pathway analysis identified the biological roles of the DEGs. Moreover, the Cytoscape 3.10.1 platform and subsidiary tools such as CytoHubba were used to visualize the DEGs' protein-protein interaction (PPI) network and identify hub genes, Furthermore our results are validated by using Single-cell RNA analysis. Results: Identification of 2524 genes exhibiting altered expression enriched in pathways including keratinization, epidermal cell differentiation, G alpha(s) signaling events, and biological process of cell proliferation and division, extracellular matrix (ECM) disassembly, and muscle function. Moreover, upregulation of hallmarks E2F targets, G2M checkpoints, and TNF signaling. CytoHubba revealed 20 hub genes that had a valuable influence on the progression of ESCC in these patients. Among these, the high expression levels of four genes, CDK1 MAD2L1, PLK1, and TOP2A, were associated with critical dependence for cell survival in ESCC cell lines, as indicated by CRISPR dependency scores, gene expression data, and cell line metadata. We also identify the molecules targeting these essential hub genes, among which GSK461364 is a promising inhibitor of PLK1, BMS265246, and Valrubicin inhibitors of CDK1 and TOP2A, respectively. Moreover, we identified that elevated expression of MMP9 is associated with worse overall survival in ESCC patients, which may serve as potential prognostic biomarker or therapeutic target for ESCC. The single-cell RNA analysis showed MMP9 is highly expressed in myeloid, fibroblast, and epithelial cells, but low in T cells, endothelial cells, and B cells. This suggests MMP9's role in tumor progression and matrix remodeling, highlighting its potential as a prognostic marker and therapeutic target. Discussion: Our study identified key hub genes in ESCC, assessing their potential as therapeutic targets and biomarkers through detailed expression and dependency analyses. Notably, MMP9 emerged as a significant prognostic marker with high expression correlating with poor survival, underscoring its potential for targeted therapy. These findings enhance our understanding of ESCC pathogenesis and highlight promising avenues for treatment.

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将网络分析与差异表达相结合,发现食管鳞状细胞癌的治疗和预后生物标志物。
简介食管鳞状细胞癌(ESCC)占所有食管肿瘤的 90% 以上。然而,ESCC发生和预后的分子机制仍不清楚,目前仍没有有效的分子生物标志物来诊断或预测ESCC患者的临床预后。在此,我们利用生物信息学分析来确定 ESCC 的潜在生物标记物和治疗靶点。研究方法通过全面分析TCGA和GTEX的公开RNA-seq数据集,获得ESCC和正常食管组织样本之间的差异表达基因(DEGs)。基因本体(GO)注释和Reactome通路分析确定了DEGs的生物学作用。此外,Cytoscape 3.10.1平台和CytoHubba等辅助工具被用于可视化DEGs的蛋白-蛋白相互作用(PPI)网络和识别枢纽基因。结果确定了 2524 个基因,这些基因的表达在包括角质化、表皮细胞分化、G alpha(s)信号事件、细胞增殖和分裂的生物过程、细胞外基质(ECM)分解和肌肉功能等通路中发生了改变。此外,E2F靶标、G2M检查点和TNF信号的上调也是重要标志。CytoHubba发现了20个对这些患者的ESCC进展有重要影响的枢纽基因。其中,CDK1 MAD2L1、PLK1和TOP2A这四个基因的高表达水平与ESCC细胞系中细胞存活的关键依赖性有关,这一点可以通过CRISPR依赖性评分、基因表达数据和细胞系元数据得到证明。我们还确定了靶向这些重要枢纽基因的分子,其中 GSK461364 是一种很有前景的 PLK1 抑制剂,BMS265246 和 Valrubicin 分别是 CDK1 和 TOP2A 的抑制剂。此外,我们还发现MMP9的表达升高与ESCC患者的总生存率降低有关,这可能是ESCC潜在的预后生物标志物或治疗靶点。单细胞RNA分析显示,MMP9在骨髓细胞、成纤维细胞和上皮细胞中高表达,但在T细胞、内皮细胞和B细胞中低表达。这表明MMP9在肿瘤进展和基质重塑中发挥作用,突出了其作为预后标志物和治疗靶点的潜力。讨论我们的研究发现了 ESCC 中的关键枢纽基因,并通过详细的表达和依赖性分析评估了它们作为治疗靶点和生物标志物的潜力。值得注意的是,MMP9是一个重要的预后标志物,它的高表达与不良生存率相关,突显了其作为靶向治疗的潜力。这些发现加深了我们对 ESCC 发病机制的了解,并突出了有希望的治疗途径。
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来源期刊
Frontiers in Molecular Biosciences
Frontiers in Molecular Biosciences Biochemistry, Genetics and Molecular Biology-Biochemistry
CiteScore
7.20
自引率
4.00%
发文量
1361
审稿时长
14 weeks
期刊介绍: Much of contemporary investigation in the life sciences is devoted to the molecular-scale understanding of the relationships between genes and the environment — in particular, dynamic alterations in the levels, modifications, and interactions of cellular effectors, including proteins. Frontiers in Molecular Biosciences offers an international publication platform for basic as well as applied research; we encourage contributions spanning both established and emerging areas of biology. To this end, the journal draws from empirical disciplines such as structural biology, enzymology, biochemistry, and biophysics, capitalizing as well on the technological advancements that have enabled metabolomics and proteomics measurements in massively parallel throughput, and the development of robust and innovative computational biology strategies. We also recognize influences from medicine and technology, welcoming studies in molecular genetics, molecular diagnostics and therapeutics, and nanotechnology. Our ultimate objective is the comprehensive illustration of the molecular mechanisms regulating proteins, nucleic acids, carbohydrates, lipids, and small metabolites in organisms across all branches of life. In addition to interesting new findings, techniques, and applications, Frontiers in Molecular Biosciences will consider new testable hypotheses to inspire different perspectives and stimulate scientific dialogue. The integration of in silico, in vitro, and in vivo approaches will benefit endeavors across all domains of the life sciences.
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