Discovering potential therapeutic targets in glioblastoma multiforme using a multi-omics approach

IF 3.2 4区 医学 Q2 PATHOLOGY Pathology, research and practice Pub Date : 2025-03-29 DOI:10.1016/j.prp.2025.155942
Mohammad Umar Saeed , Arunabh Choudhury , Jaoud Ansari , Taj Mohammad , Afzal Hussain , Urooj Fatima , Mohamed F. Alajmi , Md. Imtaiyaz Hassan
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Abstract

Background

Glioblastoma multiforme (GBM) is a highly aggressive primary brain tumor associated with high fatality rates, poor prognosis, and limited treatment options. In this study, we utilized RNA-Seq gene count data from GBM patients, sourced from the Gene Expression Omnibus (GEO) database, to conduct an in-depth analysis of gene expression patterns.

Methods

Our investigation involved stratifying samples into two distinct sets, Group I and Group II, comparing normal, low-grade, and GBM tumor samples, respectively. Subsequently, we performed differential expression analysis and enrichment analysis to uncover significant gene signatures. To elucidate the protein-protein interactions associated with GBM, we used the STRING plugin within Cytoscape for comprehensive network visualization and analysis.

Results

By applying Maximal clique centrality (MCC) scores, we identified a set of 10 hub genes in each group. These hub genes were subjected to survival analysis, highlighting their prognostic relevance. In Group I, comprising BUB1, DLGAP5, BUB1B, CDK1, TOP2A, CDC20, KIF20A, ASPM, BIRC5, and CCNB2, these genes emerged as potential biomarkers associated with the transition to low-grade tumors. In Group II, genes such as LIF, LBP, CSF3, IL6, CCL2, SAA1, CCL20, MMP9, CXCL10, and MMP1 were found to be involved in the transformation to adult glioblastoma. Kaplan–Meier's overall survival analysis of these hub genes revealed that modifications, particularly the upregulation of these candidate genes, were associated with reduced survival in GBM patients.

Conclusions

The findings established the significance of genomic alterations and differential gene expression in GBM, presenting opportunities for prognostic and targeted therapeutic interventions. This study provides valuable insights into potential avenues for enhancing the clinical management of GBM.
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利用多组学方法发现多形性胶质母细胞瘤的潜在治疗靶点
多形性胶质母细胞瘤(GBM)是一种高度侵袭性的原发性脑肿瘤,具有高致死率、预后差和治疗选择有限的特点。在这项研究中,我们利用来自基因表达Omnibus (GEO)数据库的GBM患者的RNA-Seq基因计数数据,对基因表达模式进行了深入分析。方法我们的研究包括将样本分为两组,I组和II组,分别比较正常、低分级和GBM肿瘤样本。随后,我们进行了差异表达分析和富集分析,以发现重要的基因特征。为了阐明与GBM相关的蛋白质-蛋白质相互作用,我们使用了Cytoscape中的STRING插件进行全面的网络可视化和分析。结果通过应用最大集团中心性(MCC)评分,我们在每组中鉴定出一组10个枢纽基因。对这些中心基因进行了生存分析,强调了它们与预后的相关性。在第一组中,包括BUB1、DLGAP5、BUB1B、CDK1、TOP2A、CDC20、KIF20A、ASPM、BIRC5和CCNB2,这些基因被认为是与向低级别肿瘤过渡相关的潜在生物标志物。在II组中,发现LIF、LBP、CSF3、IL6、CCL2、SAA1、CCL20、MMP9、CXCL10和MMP1等基因参与了成胶质母细胞瘤的转化。Kaplan-Meier对这些中心基因的总体生存分析显示,修饰,特别是这些候选基因的上调,与GBM患者的生存降低有关。结论该研究结果确定了GBM中基因组改变和差异基因表达的重要性,为预后和靶向治疗干预提供了机会。本研究为加强GBM的临床管理提供了有价值的见解。
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来源期刊
CiteScore
5.00
自引率
3.60%
发文量
405
审稿时长
24 days
期刊介绍: Pathology, Research and Practice provides accessible coverage of the most recent developments across the entire field of pathology: Reviews focus on recent progress in pathology, while Comments look at interesting current problems and at hypotheses for future developments in pathology. Original Papers present novel findings on all aspects of general, anatomic and molecular pathology. Rapid Communications inform readers on preliminary findings that may be relevant for further studies and need to be communicated quickly. Teaching Cases look at new aspects or special diagnostic problems of diseases and at case reports relevant for the pathologist''s practice.
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