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预后性RNA编辑特征可预测神经胶质瘤的免疫功能和治疗反应。

Prognostic RNA-editing signature predicts immune functions and therapy responses in gliomas.

作者信息

He Yi, Zhang Xingshu, Zhang Sen, Zhang Yi, Xie Bo, Huang Meng, Zhang Junjie, Shen Lili, Long Wenyong, Liu Qing

机构信息

Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, Hunan, China.

National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.

出版信息

Front Genet. 2023 Feb 8;14:1120354. doi: 10.3389/fgene.2023.1120354. eCollection 2023.

Abstract

RNA-editing refers to post-transcriptional transcript alterations that lead to the formation of protein isoforms and the progression of various tumors. However, little is known about its roles in gliomas. The aim of this study is to identify prognosis-related RNA-editing sites (PREs) in glioma, and to explore their specific effects on glioma and potential mechanisms of action. Glioma genomic and clinical data were obtained from TCGA database and SYNAPSE platform. The PREs was identified with regression analyses and the corresponding prognostic model was evaluated with survival analysis and receiver operating characteristic curve. Functional enrichment of differentially expressed genes between risk groups was performed to explore action mechanisms. The CIBERSORT, ssGSEA, gene set variation analysis, and ESTIMATE algorithms were employed to assess the association between PREs risk score and variations of tumor microenvironment, immune cell infiltration, immune checkpoints, and immune responses. The maftools and pRRophetic packages were used to evaluate tumor mutation burden and predict drug sensitivity. A total of thirty-five RNA-editing sites were identified as prognosis-related in glioma. Functional enrichment implied variation of immune-related pathways between groups. Notably, glioma samples with higher PREs risk score exhibited higher immune score, lower tumor purity, increased infiltration of macrophage and regulatory T cells, suppressed NK cell activation, elevated immune function score, upregulated immune checkpoint gene expression, and higher tumor mutation burden, all of which implied worse response to immune therapy. Finally, high-risk glioma samples are more sensitive to Z-LLNle-CHO and temozolomide, while the low-risk ones respond better to Lisitinib. We identified a PREs signature of thirty-five RNA editing sites and calculated their corresponding risk coefficients. Higher total signature risk score indicates worse prognosis and worse immune response and lower sensitivity to immune therapy. The novel PREs signature could help risk stratification, immunotherapy response prediction, individualized treatment strategy-making for glioma patients, and development of novel therapeutic approaches.

摘要

RNA编辑是指转录后转录本的改变,这种改变会导致蛋白质异构体的形成以及各种肿瘤的进展。然而,人们对其在神经胶质瘤中的作用知之甚少。本研究的目的是确定神经胶质瘤中与预后相关的RNA编辑位点(PREs),并探讨它们对神经胶质瘤的具体影响及其潜在作用机制。从TCGA数据库和SYNAPSE平台获取神经胶质瘤基因组和临床数据。通过回归分析确定PREs,并通过生存分析和受试者工作特征曲线评估相应的预后模型。对风险组之间差异表达基因进行功能富集分析以探索作用机制。采用CIBERSORT、ssGSEA、基因集变异分析和ESTIMATE算法评估PREs风险评分与肿瘤微环境变化、免疫细胞浸润、免疫检查点和免疫反应之间的关联。使用maftools和pRRophetic软件包评估肿瘤突变负荷并预测药物敏感性。共确定了35个与神经胶质瘤预后相关的RNA编辑位点。功能富集表明各组之间免疫相关途径存在差异。值得注意的是,具有较高PREs风险评分的神经胶质瘤样本表现出更高的免疫评分、更低的肿瘤纯度、巨噬细胞和调节性T细胞浸润增加、NK细胞活化受抑制、免疫功能评分升高、免疫检查点基因表达上调以及更高的肿瘤突变负荷,所有这些都表明对免疫治疗的反应较差。最后,高危神经胶质瘤样本对Z-LLNle-CHO和替莫唑胺更敏感,而低危样本对利西替尼反应更好。我们确定了一个由35个RNA编辑位点组成的PREs特征,并计算了它们相应的风险系数。较高的总特征风险评分表明预后较差、免疫反应较差以及对免疫治疗的敏感性较低。这种新的PREs特征有助于神经胶质瘤患者的风险分层、免疫治疗反应预测、个体化治疗策略制定以及新治疗方法的开发。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/eda5/9945230/efae125ee042/fgene-14-1120354-g001.jpg

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