Lower grade glioma

低级别的神经胶质瘤
  • 文章类型: Journal Article
    我们的研究工作旨在揭示低级别的神经胶质瘤患者的干细胞特征,最终目的是制定个性化的治疗策略。我们计算富集干性得分并进行共识聚类以对表型进行分类。随后,我们使用加权基因相关网络分析(WGCNA)构建了预后风险模型,随机生存森林回归分析和全子集回归分析。为了验证关键基因的表达差异,我们采用了定量聚合酶链反应(qPCR)等实验方法,并评估了细胞系的增殖,迁移,和入侵。将三种亚型分配给诊断为LGG的患者。值得注意的是,群集2(C2),表现出最差的生存结果,表现出的特征表明以免疫抑制为特征的亚型。这标志着M1巨噬细胞水平升高,激活的肥大细胞,以及更高的免疫和基质评分。通过细胞实验和qPCR鉴定并验证了四个hub基因-CDCA8、ORC1、DLGAP5和SMC4。随后,这些经过验证的基因被用于构建干细胞性风险特征.这表明得分较低的低级别的胶质瘤(LGG)患者更倾向于对免疫治疗表现出良好的反应。我们的研究阐明了胶质瘤的干性特征,这为开发靶向CSCs的治疗方法和增强当前免疫疗法的疗效奠定了基础。通过确定脑胶质瘤患者的干性亚型及其与预后和TME模式的相关性,我们的目标是推进个性化治疗的发展,增强预测和改善患者总体预后的能力。
    Our research endeavors are directed towards unraveling the stem cell characteristics of lower-grade glioma patients, with the ultimate goal of formulating personalized treatment strategies. We computed enrichment stemness scores and performed consensus clustering to categorize phenotypes. Subsequently, we constructed a prognostic risk model using weighted gene correlation network analysis (WGCNA), random survival forest regression analysis as well as full subset regression analysis. To validate the expression differences of key genes, we employed experimental methods such as quantitative Polymerase Chain Reaction (qPCR) and assessed cell line proliferation, migration, and invasion. Three subtypes were assigned to patients diagnosed with LGG. Notably, Cluster 2 (C2), exhibiting the poorest survival outcomes, manifested characteristics indicative of the subtype characterized by immunosuppression. This was marked by elevated levels of M1 macrophages, activated mast cells, along with higher immune and stromal scores. Four hub genes-CDCA8, ORC1, DLGAP5, and SMC4-were identified and validated through cell experiments and qPCR. Subsequently, these validated genes were utilized to construct a stemness risk signature. Which revealed that Lower-Grade Glioma (LGG) patients with lower scores were more inclined to demonstrate favorable responses to immune therapy. Our study illuminates the stemness characteristics of gliomas, which lays the foundation for developing therapeutic approaches targeting CSCs and enhancing the efficacy of current immunotherapies. By identifying the stemness subtype and its correlation with prognosis and TME patterns in glioma patients, we aim to advance the development of personalized treatments, enhancing the ability to predict and improve overall patient prognosis.
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  • 文章类型: Journal Article
    线粒体RNA修饰(MRM)在调控线粒体关键基因的表达和促进肿瘤转移中起着至关重要的作用。尽管意义重大,关于低级别胶质瘤(LGGs)中MRM的综合研究仍然未知。单细胞RNA-seq数据(GSE89567)用于评估分布功能状态,以及不同细胞类型LGG微环境中MRM相关基因的相关性。我们通过使用LASSO回归分析和随机生存森林算法选择潜在的MRM相关基因,开发了MRM评分系统,基于来自TCGA的多个批量RNA-seq数据集,CGGA,GSE16011和E-MTAB-3892。对预后和免疫学特征进行分析,信号通路,新陈代谢,体细胞突变和拷贝数变异(CNVs),治疗反应,并预测潜在的小分子药物。从文献中总共选择了35个MRM相关基因。1120个正常脑组织和529个LGGs的差异表达分析显示,有22个和10个基因上调和下调,分别。大多数基因与LGG的预后相关。METLL8,METLL2A,TRMT112和METTL2B在所有细胞类型和每种细胞类型的不同细胞周期中广泛表达。几乎所有细胞类型都有与线粒体RNA加工相关的簇,核糖体生物发生,或氧化磷酸化。细胞间通讯和Pearson相关分析显示MRM可能通过调节NCMA信号通路和ICP表达促进微环境的发展,从而促进恶性进展。通过LASSO和RSF算法共观察到11个和9个MRM相关基因,分别,最后用6个MRM相关基因建立MRM评分系统(TRMT2B,TRMT11、METTL6、METTL8、TRMT6和TRUB2)。然后通过qPCR在神经胶质瘤和正常组织中验证了六个MRM相关基因。MRM评分可以预测恶性肿瘤的临床特征,丰富的免疫浸润,基因变异,临床结果,信号通路和代谢的富集。体外实验表明,沉默METTL8可显着抑制神经胶质瘤细胞的增殖并增强细胞凋亡。MRM评分高的患者对免疫疗法和小分子药物如花生四烷基三氟甲基酮有更好的反应,MS.275,AH.6809,他克莫司,和TTNPB。这些对神经胶质瘤微环境中MRM的生物学影响的新见解强调了其作为开发精确疗法的目标的潜力。包括免疫治疗方法。
    Mitochondrial RNA modification (MRM) plays a crucial role in regulating the expression of key mitochondrial genes and promoting tumor metastasis. Despite its significance, comprehensive studies on MRM in lower grade gliomas (LGGs) remain unknown. Single-cell RNA-seq data (GSE89567) was used to evaluate the distribution functional status, and correlation of MRM-related genes in different cell types of LGG microenvironment. We developed an MRM scoring system by selecting potential MRM-related genes using LASSO regression analysis and the Random Survival Forest algorithm, based on multiple bulk RNA-seq datasets from TCGA, CGGA, GSE16011, and E-MTAB-3892. Analysis was performed on prognostic and immunological features, signaling pathways, metabolism, somatic mutations and copy number variations (CNVs), treatment responses, and forecasting of potential small-molecule agents. A total of 35 MRM-related genes were selected from the literature. Differential expression analysis of 1120 normal brain tissues and 529 LGGs revealed that 22 and 10 genes were upregulated and downregulated, respectively. Most genes were associated with prognosis of LGG. METLL8, METLL2A, TRMT112, and METTL2B were extensively expressed in all cell types and different cell cycle of each cell type. Almost all cell types had clusters related to mitochondrial RNA processing, ribosome biogenesis, or oxidative phosphorylation. Cell-cell communication and Pearson correlation analyses indicated that MRM may promoting the development of microenvironment beneficial to malignant progression via modulating NCMA signaling pathway and ICP expression. A total of 11 and 9 MRM-related genes were observed by LASSO and the RSF algorithm, respectively, and finally 6 MRM-related genes were used to establish MRM scoring system (TRMT2B, TRMT11, METTL6, METTL8, TRMT6, and TRUB2). The six MRM-related genes were then validated by qPCR in glioma and normal tissues. MRM score can predict the malignant clinical characteristics, abundance of immune infiltration, gene variation, clinical outcome, the enrichment of signaling pathways and metabolism. In vitro experiments demonstrated that silencing METTL8 significantly curbs glioma cell proliferation and enhances apoptosis. Patients with a high MRM score showed a better response to immunotherapies and small-molecule agents such as arachidonyl trifluoromethyl ketone, MS.275, AH.6809, tacrolimus, and TTNPB. These novel insights into the biological impacts of MRM within the glioma microenvironment underscore its potential as a target for developing precise therapies, including immunotherapeutic approaches.
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  • 文章类型: Journal Article
    mRNA疫苗代表了癌症免疫疗法领域内的一种有希望和创新的策略。然而,其治疗低度胶质瘤(LGG)的疗效需要评估.铁凋亡与启动密切相关,进化,和抑制癌症。在这项研究中,我们探索了铁凋亡相关肿瘤微环境的景观,以促进LGG患者mRNA疫苗的开发.
    LGG患者的基因组和临床数据来自癌症基因组图谱(TCGA)和中国胶质瘤基因组图谱(CGGA)数据库。根据差异表达鉴定铁凋亡相关肿瘤抗原,突变状态,与抗原呈递细胞的相关性,和预后,与免疫原性细胞死亡(ICD)的相关性。使用实时聚合酶链反应(RT-PCR)验证LGG样本和细胞系中的抗原表达水平。一致性聚类用于患者分类。进一步表征了铁死亡亚型的免疫景观,包括免疫反应,预后能力,肿瘤微环境,和肿瘤相关的特征。
    五种肿瘤抗原,即,HOTAIR,IDO1,KIF20A,在LGG中鉴定出NR5A2和RRM2。与对照相比,RT-PCR证明这些基因在LGG中的表达更高。定义了LGG的12个基因模块和4个铁凋亡亚型(FS1-FS4)。FS2和FS4,由于其降低的肿瘤突变负荷(TMB)和免疫检查点蛋白(ICPs)而被表征为“冷”肿瘤,被认为是mRNA疫苗的合适候选者。
    HOTAIR,IDO1,KIF20A,NR5A2和RRM2被鉴定为开发LGGmRNA疫苗的有希望的候选抗原。特别是为FS2和FS4患者提供潜在益处。
    UNASSIGNED: mRNA vaccines represent a promising and innovative strategy within the realm of cancer immunotherapy. However, their efficacy in treating lower-grade glioma (LGG) requires evaluation. Ferroptosis exhibits close associations with the initiation, evolution, and suppression of cancer. In this study, we explored the landscape of the ferroptosis-associated tumor microenvironment to facilitate the development of mRNA vaccines for LGG patients.
    UNASSIGNED: Genomic and clinical data of the LGG patients was obtained from the Cancer Genome Atlas (TCGA) and Chinese Glioma Genome Atlas (CGGA) databases. Ferroptosis-related tumor antigens were identified based on differential expression, mutation status, correlation with antigen-presenting cells, and prognosis, relevance to immunogenic cell death (ICD). Antigen expression levels in LGG specimens and cell lines were validated using real time-polymerase chain reaction (RT-PCR). Consensus clustering was employed for patient classification. The immune landscapes of ferroptosis subtypes were further characterized, including immune responses, prognostic ability, tumor microenvironment, and tumor-related signatures.
    UNASSIGNED: Five tumor antigens, namely, HOTAIR, IDO1, KIF20A, NR5A2, and RRM2 were identified in LGG. RT-PCR demonstrated higher expression of these genes in LGG compared to the control. Twelve gene modules and four ferroptosis subtypes (FS1-FS4) of LGG were defined. FS2 and FS4, characterized as \"cold\" tumors due to their decreased tumor mutation burden (TMB) and immune checkpoint proteins (ICPs), were deemed appropriate candidates for the mRNA vaccine.
    UNASSIGNED: HOTAIR, IDO1, KIF20A, NR5A2, and RRM2 were identified as promising candidate antigens for the development of an LGG mRNA vaccine, particularly offering potential benefits to FS2 and FS4 patients.
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  • 文章类型: Journal Article
    目的:探讨不同IDH1和MGMT突变的LGG中血管相关ceRNA调控基因的差异表达。并验证可与血管相关ceRNA调控基因密切相关的影像学基因标记物。
    方法:从TCGA数据库中收集了515例LGG患者。CeRNA网络分析,使用GO分析和Cox风险回归来寻找与存活相关的血管ceRNA调控基因及其遗传标记。收集14例WHOⅢ级胶质瘤患者术前MRI图像数据及术后肿瘤组织进行全转录组分析。使用非参数U检验和Pearson相关系数分析比较LGG图像特征与生存相关血管ceRNA调控基因之间的相关性。
    结果:血管相关基因在LGG差异表达基因的功能富集分析中排名第一。EPHA2、ETS1、YAP1和MEIS1均可显著影响LGG各组患者的生存期。增强区体积与IDH1(r=-0.622,P=0.009)突变和TMEM100(r=-0.535,P=0.024)呈负相关,与MEIS1呈正相关(r=0.551,P=0.021),rCBFmax值与TMEM100呈负相关(r=-0.492,P=0.037)。
    结论:在不同的IDH1突变下,lncRNA主导的血管相关ceRNA调控基因是每组中第一个差异表达的子集,可作为影响LGG生存的有效危险因素。LGG的图像特征是理想的图像基因标记。它是一种可靠的影像学生物学标记物,能真实反映胶质瘤的病理生理特征。
    OBJECTIVE: To investigate the differential expression of vascular related ceRNA regulatory genes in LGG with different mutations of IDH1 and MGMT, and to verify imaging gene markers that can be closely associated with vascular related ceRNA regulatory genes.
    METHODS: Five hundred fifteen patients with LGG were collected from TCGA database. CeRNA network analysis, GO analysis and Cox risk regression were used to find vascular ceRNA regulatory genes and their genetic markers related to survival. The preoperative MRI image data and postoperative tumor tissues of 14 patients with WHO grade III glioma were collected for full transcriptome analysis. The correlation between image characteristics of LGG and survival related vascular ceRNA regulatory genes was compared using nonparametric U test and Pearson correlation coefficient analysis.
    RESULTS: Vascular related genes ranked first in the functional enrichment analysis of differentially expressed genes in LGG. EPHA2, ETS1, YAP1 and MEIS1 could significantly affect the survival of patients in each group of LGG. The volume of enhanced region was negatively correlated with IDH1 (r = -0.622, P = 0.009) mutation and TMEM100 (r = -0.535, P = 0.024), and positively correlated with MEIS1 (r = 0.551, P = 0.021), rCBFmax value was negatively correlated with TMEM100 (r = -0.492, P = 0.037).
    CONCLUSIONS: Under different IDH1 mutations, lncRNA-dominated vascular-related ceRNA regulatory genes were the first differentially expressed subset of each group, and could be used as an effective risk factor affecting the survival of LGG. The image characteristics of LGG was an ideal image gene marker. It was a reliable imaging biological marker which can truly reflect the pathophysiological characteristics of glioma.
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  • 文章类型: Journal Article
    背景:很少有大型研究调查诊断为低级别神经胶质瘤(LGG)的成年人的生活质量(QOL)。
    方法:采用医学结果研究36项简表健康调查,对在国际低度胶质瘤登记处登记的320名LGG(世界卫生组织2/3级)成人进行了生活质量评估。还收集了症状数据。按治疗组检查QOL结果,并与基于人群的脑膜瘤病例对照研究(脑膜瘤联盟)进行比较。在康涅狄格州的居民中诊断出1722例脑膜瘤病例,马萨诸塞州,加州,德州,和北卡罗来纳州从2006年5月1日至2013年3月14日登记,频率按年龄与1622名对照相匹配,性别,和地理。
    结果:LGG样本在访谈时的平均年龄为45岁,男性占53.1%。几乎55%的患者接受过放疗和化疗(主要是替莫唑胺);32.4%的患者没有接受过任何治疗。三分之二的LGG参与者报告说话困难,记忆,或者思考,以及超过三份报告中的一份人格改变或驾驶困难。在控制了年龄和其他合并症之后,LGG的个人报告身体水平,情感,和心理健康功能低于脑膜瘤和一般健康人群的报告。
    结论:尽管相对年轻,与非恶性脑肿瘤患者和对照人群相比,LGG患者的生活质量显着降低,这突出了需要更好地承认和管理这些症状的这组患者在生命的黄金时期诊断。
    Few large studies have investigated quality of life (QOL) for adults diagnosed with lower grade glioma (LGG).
    QOL was assessed for 320 adults with LGG (World Health Organization grade 2/3) enrolled in the International Low Grade Glioma Registry by using the Medical Outcomes Study 36-Item Short Form health survey. Data on symptoms were also collected. QOL outcomes were examined by treatment group and also compared to those from a population-based case-control study of meningioma (the Meningioma Consortium), in which 1722 meningioma cases diagnosed among residents of Connecticut, Massachusetts, California, Texas, and North Carolina from May 1, 2006 through March 14, 2013 were enrolled and frequency matched to 1622 controls by age, sex, and geography.
    The LGG sample average age is 45 years at the time of interview and 53.1% male. Almost 55% of patients had received radiation and chemotherapy (primarily temozolomide); 32.4% had received neither treatment. Two-thirds of participants with LGG report difficulty with speaking, memory, or thinking, and over one of three reports personality change or difficulty driving. After controlling for age and other comorbidities, individuals with LGG report levels of physical, emotional, and mental health functioning below those reported in a meningioma as well as a general healthy population.
    Despite being relatively young, persons with LGG report significantly reduced QOL compared to persons with nonmalignant brain tumors and to a control population, which highlights the need to better acknowledge and manage these symptoms for this group of patients diagnosed in the prime of life.
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  • 文章类型: Journal Article
    胶质瘤干细胞(GSC)重塑其肿瘤微环境以维持支持性生态位。胶质瘤患者的干性相关特征的识别和分层可能有助于该疾病的诊断和治疗。在这项研究中,我们使用机器学习方法计算了批量和单细胞RNA测序数据集中的mRNA干性指数,并研究了干性与临床病理特征之间的相关性.使用多变量Cox回归分析构建神经胶质瘤干性相关评分(GSScore)。我们还产生了来源于诊断患有神经胶质瘤的患者的GSC细胞系,并使用神经胶质瘤细胞系来验证GSScore在预测化疗应答中的性能。具有高和低GSS核的GSC之间的差异表达基因(DEGs)用于将低级别的神经胶质瘤(LGG)样品聚类为三个干性亚型。临床病理特征的差异,包括生存,拷贝数变化,突变,肿瘤微环境,免疫和化疗反应,在3种LGG干性相关亚型中进行了鉴定.使用机器学习方法,我们进一步确定了基因作为亚型预测因子,并使用CGGA数据集验证了它们的性能.在目前的研究中,我们确定了与LGG化疗反应相关的GSScore。通过得分,我们还确定了LGG亚型和相关亚型预测因子的新分类,这可能有助于精确疗法的发展。
    Glioma stem cells (GSCs) remodel their tumor microenvironment to sustain a supportive niche. Identification and stratification of stemness related characteristics in patients with glioma might aid in the diagnosis and treatment of the disease. In this study, we calculated the mRNA stemness index in bulk and single-cell RNA-sequencing datasets using machine learning methods and investigated the correlation between stemness and clinicopathological characteristics. A glioma stemness-associated score (GSScore) was constructed using multivariate Cox regression analysis. We also generated a GSC cell line derived from a patient diagnosed with glioma and used glioma cell lines to validate the performance of the GSScore in predicting chemotherapeutic responses. Differentially expressed genes (DEGs) between GSCs with high and low GSScores were used to cluster lower-grade glioma (LGG) samples into three stemness subtypes. Differences in clinicopathological characteristics, including survival, copy number variations, mutations, tumor microenvironment, and immune and chemotherapeutic responses, among the three LGG stemness-associated subtypes were identified. Using machine learning methods, we further identified genes as subtype predictors and validated their performance using the CGGA datasets. In the current study, we identified a GSScore that correlated with LGG chemotherapeutic response. Through the score, we also identified a novel classification of the LGG subtype and associated subtype predictors, which might facilitate the development of precision therapy.
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  • 文章类型: Journal Article
    背景:SLC10A3与低级别胶质瘤(LGG)之间的关联尚不清楚。
    方法:我们使用公共数据库和生物信息学分析来分析SLC10A3,包括TCGA,GTEx,CGGA,HPA,GeneCards,cBioPortal,STRING,GEPIA2,TIMER,TISIB,接收机工作特性(ROC)曲线,Kaplan-Meier分析,Cox分析,列线图,校准图,GO/KEGG富集分析,基因集富集分析(GSEA),单样本基因集富集分析(ssGSEA),斯皮尔曼相关分析。
    结果:SLC10A3在ACC中上调,GBM和LGG,并与ACC中的良好操作系统相关联,LGG和GBM中的操作系统很差。SLC10A3随WHO等级增加,并在IDH-Mut中上调,1p/19q非共同删除,在星形细胞瘤中更高,具有临床结局终点的患者发生(OS,DSS和PFI事件)在LGG中。SLC10A3的遗传改变与LGG较差的PFS有关。大多数临床特征与SLC10A3的表达水平相关。具有诊断和预后功能的SLC10A3(OS,DSS和PFI)值是LGG的独立预后因素,此外,SLC10A3对OS和DSS具有中等准确的预测性能。功能分析显示SLC10A3可能参与多种物质的转运,神经源性信号,LGG中的免疫反应和程序性细胞死亡。SLC10A3与LGG中的免疫浸润相关,与焦亡的基因签名中度相关,溶酶体依赖性细胞死亡,坏死,凋亡,铁性凋亡,细胞凋亡和自噬依赖性细胞死亡。
    结论:SLC10A3是LGG的潜在诊断和预后生物标志物,并可能与物质运输有关,神经源性信号,LGG中的免疫浸润和程序性细胞死亡。
    The association between SLC10A3 (solute carrier family 10 member 3) and lower grade glioma (LGG) remains unclear.
    We used public databases and bioinformatics analysis to analyze SLC10A3. These included The Cancer Genome Atlas, Genotype-Tissue Expansion, Chinese Glioma Genome Atlas, Human Protein Atlas, GeneCards, cBioPortal, Search Tool for the Retrieval of Interacting Genes/Proteins, Gene Expression Profiling Interactive Analysis, Tumor Immune Estimation Resource, Tumor-Immune System Interaction Database, receiver operating characteristic curve analysis, Kaplan-Meier analysis, Cox analysis, nomograms, calibration plots, gene ontology/Kyoto Encyclopedia of Genes and Genomes enrichment analysis, gene set enrichment analysis, single-sample gene set enrichment analysis, and Spearman\'s correlation analysis.
    SLC10A3 was upregulated in adrenocortical carcinoma, glioblastoma, and LGG and was associated with good overall survival (OS) in adrenocortical carcinoma and poor OS in LGG and glioblastoma. SLC10A3 was increased with increased World Health Organization grade, upregulated in isocitrate dehydrogenase-wild type, 1p/19q (chromosome arms 1p and 19q) non-co-deleted, and higher in astrocytoma. Patients with LGG were grouped by the occurrence of the clinical outcome endpoints (i.e., OS, disease-specific survival [DSS], and progression-free interval events). Genetic alterations in SLC10A3 were associated with poor progression-free survival in LGG. Most of clinical characteristics were associated with the SLC10A3 expression level. SLC10A3 with diagnostic and prognostic value (OS, DSS, and progression-free interval) was an independent prognostic factor in LGG. Moreover, Nomograms (WHO grade, 1p/19q codeletion, age and SLC10A3) had moderately accurate predictive for OS and DSS. Functional analysis showed that SLC10A3 might participate in the transport of multiple substances, neurogenic signaling, immune response, and programmed cell death in LGG. SLC10A3 correlated with immune infiltration in LGG and moderately correlated with the gene signature of pyroptosis, lysosome-dependent cell death, necroptosis, apoptosis, ferroptosis, alkaliptosis, and autophagy-dependent cell death.
    SLC10A3 is a potential diagnostic and prognostic biomarker for LGG and might be associated with substance transport, neurogenic signaling, immune infiltration, and programmed cell death in LGG.
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  • 文章类型: Journal Article
    目的:在低级别的神经胶质瘤(LGG)中,端粒(ALT)机制的替代延伸被激活,但ALT机制的作用尚未得到很好的讨论。主要目的是证明ALT机制在LGG患者预后评估中的意义。
    方法:从中国胶质瘤基因组图谱(CGGA)和癌症基因组图谱(TCGA)队列中收集LGG患者的基因表达和临床数据,分别。通过LASSO回归选择从TelNet数据库获得的ALT相关基因和与ALT相关的潜在预后基因以计算ALT相关风险评分。进行多因素Cox回归分析以构建预后特征,并使用列线图来表示此签名。通过富集分析探索ALT相关风险评分的可能途径。
    结果:根据22个基因的LASSO回归系数计算ALT相关风险评分,然后根据中位数分为高危和低危组。ALT相关风险评分是LGG的独立预测因子(CGGA队列中的HR和95%CI:5.70(3.79,8.58);在TCGA队列中:1.96(1.09,3.54))。ROC分析表明,在CGGA队列中,该模型包含ALT相关风险评分优于常规临床特征(AUC:0.818vs0.729)。TCGA队列的结果还显示了ALT相关风险评分的强大能力(AUC:0.766vs0.691)。列线图的预测概率和实际概率是一致的。富集分析表明ALT机制参与细胞周期,DNA修复,免疫过程,和其他人。
    结论:基于22基因的ALT相关风险评分是预测LGG患者预后的重要因素。
    OBJECTIVE: The alternative extension of the telomeres (ALT) mechanism is activated in lower grade glioma (LGG), but the role of the ALT mechanism has not been well discussed. The primary purpose was to demonstrate the significance of the ALT mechanism in prognosis estimation for LGG patients.
    METHODS: Gene expression and clinical data of LGG patients were collected from the Chinese Glioma Genome Atlas (CGGA) and the Cancer Genome Atlas (TCGA) cohort, respectively. ALT-related genes obtained from the TelNet database and potential prognostic genes related to ALT were selected by LASSO regression to calculate an ALT-related risk score. Multivariate Cox regression analysis was performed to construct a prognosis signature, and a nomogram was used to represent this signature. Possible pathways of the ALT-related risk score are explored by enrichment analysis.
    RESULTS: The ALT-related risk score was calculated based on the LASSO regression coefficients of 22 genes and then divided into high-risk and low-risk groups according to the median. The ALT-related risk score is an independent predictor of LGG (HR and 95% CI in CGGA cohort: 5.70 (3.79, 8.58); in TCGA cohort: 1.96 (1.09, 3.54)). ROC analysis indicated that the model contained ALT-related risk score was superior to conventional clinical features (AUC: 0.818 vs 0.729) in CGGA cohorts. The results in the TCGA cohort also shown a powerful ability of ALT-related risk score (AUC: 0.766 vs 0.691). The predicted probability and actual probability of the nomogram are consistent. Enrichment analysis demonstrated that the ALT mechanism was involved in the cell cycle, DNA repair, immune processes, and others.
    CONCLUSIONS: ALT-related risk score based on the 22-gene is an important factor in predicting the prognosis of LGG patients.
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  • DOI:
    文章类型: Journal Article
    Cornichon家族AMPA受体辅助蛋白4(CNIH4)在几种类型的肿瘤中充当癌基因。然而,CNIH4在低级别胶质瘤(LGG)中的潜在功能尚不清楚.实施泛癌分析以全面探索CNIH4在多种癌症中的表达模式和预后价值。Further,对CNIH4表达与临床特征之间相关性的系统研究,预后,生物学功能,免疫特性,基因组突变,并进行了治疗反应,基于LGG表达模式。还使用体外实验评估了CNIH4表达水平和LGG中的特定作用。在各种肿瘤中检测到异常的CNIH4过表达,较高的CNIH4表达与较差的预后有关,包括LGG患者。单因素和多因素Cox回归分析显示CNIH4表达是LGG患者的独立预后生物标志物。我们的数据还显示,CNIH4表达与免疫相关特征密切相关,免疫细胞浸润,免疫检查点基因,拷贝数变更负担,肿瘤突变负荷,LGG患者的治疗反应。体外实验证实,CNIH4异常升高,对细胞增殖至关重要,迁移,LGG的侵袭和细胞周期调控。一起,我们的数据证实CNIH4可能是一个独立的预后生物标志物,可作为改善LGG患者预后的新治疗靶点.
    Cornichon family AMPA receptor auxiliary protein 4 (CNIH4) functions as an oncogene in several types of tumor. Nevertheless, the potential function of CNIH4 in lower-grade glioma (LGG) remains unclear. Pan-cancer analysis was implemented to comprehensively explore CNIH4 expression patterns and prognostic value in multiple cancers. Further, a systematic investigation of correlations between CNIH4 expression and clinical features, prognosis, biological functions, immune properties, genomic mutations, and treatment response was conducted, based on LGG expression patterns. CNIH4 expression levels and specific roles in LGG were also evaluated using in vitro experiments. Aberrant CNIH4 overexpression was detected in various tumors, and higher CNIH4 expression was linked with inferior prognosis, including in patients with LGG. Univariate and multivariate Cox regression analysis indicated that CNIH4 expression was an independent prognostic biomarker in patients with LGG. Our data also revealed that CNIH4 expression was strongly related to immune-associated signatures, immune cell infiltration, immune checkpoint genes, copy number alteration burden, tumor mutation burden, and treatment response in patients with LGG. In vitro experiments confirmed that CNIH4 was unusually elevated and crucial for cell proliferation, migration, invasion and cell cycle regulation in LGG. Together, our data validate CNIH4 may be an independent prognostic biomarker that could serve as a novel therapeutic target for improvement of prognosis in patients with LGG.
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  • 文章类型: Journal Article
    目的:我们先前报道了dickkopf-3(DKK3)的表达,参与Wnt/β-catenin通路,与多形性胶质母细胞瘤(GBM)患者的预后显着相关。这项研究的目的是比较DKK3与其他Wnt/β-catenin途径相关基因以及低级胶质瘤(LGG)和GBM之间的免疫反应的相关性。
    方法:我们从癌症基因组图谱(TCGA)数据库中获得了515例LGG(世界卫生组织[WHO]II级和III级胶质瘤)患者和525例GBM患者的临床病理数据。我们进行了Pearson相关分析,以探讨LGG和GBM中Wnt/β-catenin相关基因表达之间的关系。进行线性回归分析以确定所有II至IV级神经胶质瘤中DKK3表达与免疫细胞组分之间的关联。
    结果:共有1,040例WHOII级至IV级胶质瘤患者纳入研究。随着胶质瘤的分级增加,DKK3显示出与其他Wnt/β-catenin途径相关基因的表达更强烈正相关的趋势。DKK3与LGG的免疫抑制无关,但与GBM的免疫反应下调有关。我们假设LGG和GBM之间DKK3在Wnt/β-catenin途径中的作用可能不同。
    结论:根据我们的发现,DKK3的表达对LGG的影响较弱,但对GBM的免疫抑制和不良预后有显着影响。因此,DKK3的表达似乎扮演不同的角色,通过Wnt/β-catenin途径,LGG和GBM之间。
    OBJECTIVE: We previously reported that expression of dickkopf-3 (DKK3), which is involved in the Wnt/β-catenin pathway, is significantly associated with prognosis in patients with glioblastoma multiforme (GBM). The aim of this study was to compare the association of DKK3 with other Wnt/β-catenin pathway-related genes and immune responses between lower grade glioma (LGG) and GBM.
    METHODS: We obtained the clinicopathological data of 515 patients with LGG (World Health Organization [WHO] grade II and III glioma) and 525 patients with GBM from the Cancer Genome Atlas (TCGA) database. We performed Pearson\'s correlation analysis to investigate the relationships between Wnt/β-catenin-related gene expression in LGG and GBM. Linear regression analysis was performed to identify the association between DKK3 expression and immune cell fractions in all grade II to IV gliomas.
    RESULTS: A total of 1,040 patients with WHO grade II to IV gliomas were included in the study. As the grade of glioma increased, DKK3 showed a tendency to be more strongly positively correlated with the expression of other Wnt/β-catenin pathway-related genes. DKK3 was not associated with immunosuppression in LGG but was associated with downregulation of immune responses in GBM. We hypothesized that the role of DKK3 in the Wnt/β-catenin pathway might be different between LGG and GBM.
    CONCLUSIONS: According to our findings, DKK3 expression had a weak effect on LGG but a significant effect on immunosuppression and poor prognosis in GBM. Therefore, DKK3 expression seems to play different roles, through the Wnt/β-catenin pathway, between LGG and GBM.
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