The Role of Coagulation-Related Genes in Glioblastoma: A Comprehensive Analysis of the Tumor Microenvironment, Prognosis, and Treatment.

IF 2.1 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY
Jingyi Yang, Lei Shen, Yuankun Cai, Ji Wu, Keyu Chen, Dongyuan Xu, Yu Lei, Songshan Chai, Nanxiang Xiong
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引用次数: 0

Abstract

The influence of coagulation on glioma biology has not been comprehensively elucidated. This study explores the role of coagulation-related genes (CRGs) in glioblastoma (GBM) from the perspectives of the tumor microenvironment (TME), differences in coagulation function among GBM patients, treatment, and prognosis. Somatic mutation analysis was performed on single nucleotide polymorphism (SNP) and copy number variation data from GBM patients in the TCGA cohort. Publicly available single-cell RNA sequencing data were used to analyze the role of coagulation in the GBM TME and its underlying biological mechanisms. Unsupervised clustering of GBM patients from the CGGA693 cohort was conducted, and coagulation function for each patient was assessed using ssGSEA scoring. Prognosis was assessed with Kaplan-Meier survival analysis, and immune infiltration was analyzed through ESTIMATE. A risk signature based on five CRGs (CFI, GNG12, MMP2, LEFTY2, and SERPINC1) was constructed and validated using LASSO regression and random survival forest analyses to predict responses to immunotherapy and identify potential sensitive drugs. Finally, the roles of LEFTY2 and SERPINC1 in GBM progression was verified by immunohistochemistry, cell counting kit-8 (CCK8) assay and wound healing assay, and the anti-GBM effect of the drug PLX4720 was verified by CCK8 assay, wound healing assay, and colony formation assay. Somatic mutation analysis revealed SNP events of CRG mutations in 117 out of 461 GBM cases (25.38%). Single-cell analysis of the GBM TME revealed significant activation of the coagulation pathway in endothelial cells, with intercellular communication mediated via the SPP1-integrin pathway (p < 0.01). Clustering analysis and ssGSEA identified two coagulation-related subtypes in GBM: coagulation-activated and coagulation-inhibited subtypes. Patients in the coagulation-activated subtype exhibited shorter overall survival and poorer prognosis compared to those in the coagulation-inhibited subtype (p = 0.0085). Immune infiltration analysis showed lower tumor purity and higher levels of immune-suppressive cells in the coagulation-activated subtype (p < 0.001). The CRG-based risk signature accurately predicted prognosis (p < 0.0001) and responses to immunotherapy in the IMvigor210 cohort (p = 0.0062). Based on the risk model, PLX4720 was identified as a potential sensitive drug (p < 0.001), and drug validation experiments demonstrated that PLX4720 inhibited the proliferation and migration of glioma cells (p < 0.0001). In vitro experiments demonstrated that LEFTY2 and SERPINC1 were significantly overexpressed in GBM compared to normal brain tissue, and knockdown of LEFTY2 and SERPINC1 inhibited glioma cell proliferation and migration (p < 0.05). The CRG-based risk signature model effectively predicts the prognosis of GBM patients and aids in assessing the efficacy of ICI therapy and chemotherapy. Furthermore, the genes LEFTY2, SERPINC1 and the drug PLX4720 offer potential directions for the development of novel therapeutic strategies for GBM.

凝血对胶质瘤生物学的影响尚未得到全面阐明。本研究从肿瘤微环境(TME)、GBM 患者凝血功能差异、治疗和预后等角度探讨了凝血相关基因(CRGs)在胶质母细胞瘤(GBM)中的作用。对TCGA队列中GBM患者的单核苷酸多态性(SNP)和拷贝数变异数据进行了体细胞突变分析。公开的单细胞RNA测序数据被用来分析凝血在GBM TME中的作用及其潜在的生物学机制。对 CGGA693 队列中的 GBM 患者进行了无监督聚类,并使用 ssGSEA 评分评估了每位患者的凝血功能。预后通过卡普兰-梅耶生存分析进行评估,免疫浸润通过ESTIMATE进行分析。通过LASSO回归和随机生存森林分析,构建并验证了基于五个CRG(CFI、GNG12、MMP2、LEFTY2和SERPINC1)的风险特征,以预测对免疫疗法的反应并确定潜在的敏感药物。最后,通过免疫组化、细胞计数试剂盒-8(CCK8)检测和伤口愈合检测验证了LEFTY2和SERPINC1在GBM进展中的作用,并通过CCK8检测、伤口愈合检测和集落形成检测验证了药物PLX4720的抗GBM作用。体细胞突变分析显示,461 例 GBM 中有 117 例(25.38%)发生了 CRG 突变的 SNP 事件。对 GBM TME 的单细胞分析表明,内皮细胞的凝血通路被显著激活,细胞间的交流通过 SPP1-integrin 通路介导(p<0.05)。
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来源期刊
Biochemical Genetics
Biochemical Genetics 生物-生化与分子生物学
CiteScore
3.90
自引率
0.00%
发文量
133
审稿时长
4.8 months
期刊介绍: Biochemical Genetics welcomes original manuscripts that address and test clear scientific hypotheses, are directed to a broad scientific audience, and clearly contribute to the advancement of the field through the use of sound sampling or experimental design, reliable analytical methodologies and robust statistical analyses. Although studies focusing on particular regions and target organisms are welcome, it is not the journal’s goal to publish essentially descriptive studies that provide results with narrow applicability, or are based on very small samples or pseudoreplication. Rather, Biochemical Genetics welcomes review articles that go beyond summarizing previous publications and create added value through the systematic analysis and critique of the current state of knowledge or by conducting meta-analyses. Methodological articles are also within the scope of Biological Genetics, particularly when new laboratory techniques or computational approaches are fully described and thoroughly compared with the existing benchmark methods. Biochemical Genetics welcomes articles on the following topics: Genomics; Proteomics; Population genetics; Phylogenetics; Metagenomics; Microbial genetics; Genetics and evolution of wild and cultivated plants; Animal genetics and evolution; Human genetics and evolution; Genetic disorders; Genetic markers of diseases; Gene technology and therapy; Experimental and analytical methods; Statistical and computational methods.
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