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m6A/m5C 相关长非编码 RNA 标志物在低级别胶质瘤中的预后价值及免疫图谱

The prognostic value and immune landscaps of m6A/m5C-related lncRNAs signature in the low grade glioma.

机构信息

Department of Neurosurgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.

Department of Ophthalmology, General Hospital of Central Theatre Command of People's Liberation Arm, Wuhan, 430070, China.

出版信息

BMC Bioinformatics. 2023 Jul 4;24(1):274. doi: 10.1186/s12859-023-05386-x.

Abstract

BACKGROUND

N6-methyladenosine (m6A) and 5-methylcytosine (m5C) are the main RNA methylation modifications involved in the oncogenesis of cancer. However, it remains obscure whether m6A/m5C-related long non-coding RNAs (lncRNAs) affect the development and progression of low grade gliomas (LGG).

METHODS

We summarized 926 LGG tumor samples with RNA-seq data and clinical information from The Cancer Genome Atlas and Chinese Glioma Genome Atlas. 105 normal brain samples with RNA-seq data from the Genotype Tissue Expression project were collected for control. We obtained a molecular classification cluster from the expression pattern of sreened lncRNAs. The least absolute shrinkage and selection operator Cox regression was employed to construct a m6A/m5C-related lncRNAs prognostic signature of LGG. In vitro experiments were employed to validate the biological functions of lncRNAs in our risk model.

RESULTS

The expression pattern of 14 sreened highly correlated lncRNAs could cluster samples into two groups, in which various clinicopathological features and the tumor immune microenvironment were significantly distinct. The survival time of cluster 1 was significantly reduced compared with cluster 2. This prognostic signature is based on 8 m6A/m5C-related lncRNAs (GDNF-AS1, HOXA-AS3, LINC00346, LINC00664, LINC00665, MIR155HG, NEAT1, RHPN1-AS1). Patients in the high-risk group harbored shorter survival times. Immunity microenvironment analysis showed B cells, CD4 + T cells, macrophages, and myeloid-derived DC cells were significantly increased in the high-risk group. Patients in high-risk group had the worse overall survival time regardless of followed TMZ therapy or radiotherapy. All observed results from the TCGA-LGG cohort could be validated in CGGA cohort. Afterwards, LINC00664 was found to promote cell viability, invasion and migration ability of glioma cells in vitro.

CONCLUSION

Our study elucidated a prognostic prediction model of LGG by 8 m6A/m5C methylated lncRNAs and a critical lncRNA regulation function involved in LGG progression. High-risk patients have shorter survival times and a pro-tumor immune microenvironment.

摘要

背景

N6-甲基腺苷(m6A)和 5-甲基胞嘧啶(m5C)是参与癌症发生的主要 RNA 甲基化修饰。然而,m6A/m5C 相关的长非编码 RNA(lncRNA)是否影响低级别脑胶质瘤(LGG)的发展和进展仍不清楚。

方法

我们总结了来自癌症基因组图谱和中国脑胶质瘤基因组图谱的 926 例 LGG 肿瘤样本的 RNA-seq 数据和临床信息。从基因型组织表达项目中收集了 105 例具有 RNA-seq 数据的正常脑组织样本作为对照。我们从筛选的 lncRNA 的表达模式中获得了一个分子分类簇。采用最小绝对收缩和选择算子 Cox 回归构建了 LGG 的 m6A/m5C 相关 lncRNA 预后标志。体外实验验证了我们风险模型中 lncRNA 的生物学功能。

结果

14 个筛选出的高度相关 lncRNA 的表达模式可以将样本聚类为两组,其中各种临床病理特征和肿瘤免疫微环境明显不同。与聚类 2 相比,聚类 1 的生存时间明显缩短。该预后标志基于 8 个 m6A/m5C 相关 lncRNA(GDNF-AS1、HOXA-AS3、LINC00346、LINC00664、LINC00665、MIR155HG、NEAT1、RHPN1-AS1)。高风险组患者的生存时间更短。免疫微环境分析显示,高风险组中 B 细胞、CD4+T 细胞、巨噬细胞和髓样来源的 DC 细胞明显增加。无论是否接受 TMZ 治疗或放疗,高风险组患者的总生存时间均较差。TCGA-LGG 队列中的所有观察结果均可在 CGGA 队列中得到验证。随后,发现 LINC00664 可促进胶质瘤细胞的体外细胞活力、侵袭和迁移能力。

结论

本研究通过 8 个 m6A/m5C 甲基化 lncRNA 和一个关键的 lncRNA 调控功能阐明了 LGG 的预后预测模型,该功能涉及 LGG 的进展。高危患者的生存时间更短,肿瘤免疫微环境呈促肿瘤状态。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df8c/10320943/abc0e82d8f1b/12859_2023_5386_Fig1_HTML.jpg

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