Expression of overall survival-EMT-immune cell infiltration genes predict the prognosis of glioma

IF 5.9 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Non-coding RNA Research Pub Date : 2024-02-16 DOI:10.1016/j.ncrna.2024.02.003
Lei Zheng , Jin-jing He , Kai-xiang Zhao , Ya-fei Pan , Wei-xian Liu
{"title":"Expression of overall survival-EMT-immune cell infiltration genes predict the prognosis of glioma","authors":"Lei Zheng ,&nbsp;Jin-jing He ,&nbsp;Kai-xiang Zhao ,&nbsp;Ya-fei Pan ,&nbsp;Wei-xian Liu","doi":"10.1016/j.ncrna.2024.02.003","DOIUrl":null,"url":null,"abstract":"<div><p>This study investigates the crucial role of immune- and epithelial-mesenchymal transition (EMT)-associated genes and non-coding RNAs in glioma development and diagnosis, given the challenging 5-year survival rates associated with this prevalent CNS malignant tumor. Clinical and RNA data from glioma patients were meticulously gathered from CGGA databases, and EMT-related genes were sourced from dbEMT2.0, while immune-related genes were obtained from MSigDB. Employing consensus clustering, novel molecular subgroups were identified. Subsequent analyses, including ESTIMATE, TIMER, and MCP counter, provided insights into the tumor microenvironment (TIME) and immune status. Functional studies, embracing GO, KEGG, GSVA, and GSEA analyses, unraveled the underlying mechanisms governing these molecular subgroups. Utilizing the LASSO algorithm and multivariate Cox regression, a prognostic risk model was crafted. The study unveiled two distinct molecular subgroups with significantly disparate survival outcomes. A more favorable prognosis was linked to low immune scores, high tumor purity, and an abundance of immune infiltrating cells with differential expression of non-coding RNAs, including miRNAs. Functional analyses illuminated enrichment of immune- and EMT-associated pathways in differentially expressed genes and non-coding RNAs between these subgroups. GSVA and GSEA analyses hinted at abnormal EMT status potentially contributing to glioma-associated immune disorders. The risk model, centered on OS-EMT-ICI genes, exhibited promise in accurately predicting survival in glioma. Additionally, a nomogram integrating the risk model with clinical characteristics demonstrated notable accuracy in prognostic predictions for glioma patients. In conclusion, OS-EMT-ICI gene and non-coding RNA expression emerges as a valuable indicator intricately linked to immune microenvironment dysregulation, offering a robust tool for precise prognosis prediction in glioma patients within the OBMRC framework.</p></div>","PeriodicalId":37653,"journal":{"name":"Non-coding RNA Research","volume":"9 2","pages":"Pages 407-420"},"PeriodicalIF":5.9000,"publicationDate":"2024-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2468054024000246/pdfft?md5=519c3379ba7a98093ae11c5fb3577656&pid=1-s2.0-S2468054024000246-main.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Non-coding RNA Research","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2468054024000246","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

This study investigates the crucial role of immune- and epithelial-mesenchymal transition (EMT)-associated genes and non-coding RNAs in glioma development and diagnosis, given the challenging 5-year survival rates associated with this prevalent CNS malignant tumor. Clinical and RNA data from glioma patients were meticulously gathered from CGGA databases, and EMT-related genes were sourced from dbEMT2.0, while immune-related genes were obtained from MSigDB. Employing consensus clustering, novel molecular subgroups were identified. Subsequent analyses, including ESTIMATE, TIMER, and MCP counter, provided insights into the tumor microenvironment (TIME) and immune status. Functional studies, embracing GO, KEGG, GSVA, and GSEA analyses, unraveled the underlying mechanisms governing these molecular subgroups. Utilizing the LASSO algorithm and multivariate Cox regression, a prognostic risk model was crafted. The study unveiled two distinct molecular subgroups with significantly disparate survival outcomes. A more favorable prognosis was linked to low immune scores, high tumor purity, and an abundance of immune infiltrating cells with differential expression of non-coding RNAs, including miRNAs. Functional analyses illuminated enrichment of immune- and EMT-associated pathways in differentially expressed genes and non-coding RNAs between these subgroups. GSVA and GSEA analyses hinted at abnormal EMT status potentially contributing to glioma-associated immune disorders. The risk model, centered on OS-EMT-ICI genes, exhibited promise in accurately predicting survival in glioma. Additionally, a nomogram integrating the risk model with clinical characteristics demonstrated notable accuracy in prognostic predictions for glioma patients. In conclusion, OS-EMT-ICI gene and non-coding RNA expression emerges as a valuable indicator intricately linked to immune microenvironment dysregulation, offering a robust tool for precise prognosis prediction in glioma patients within the OBMRC framework.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
总生存率-EMT-免疫细胞浸润基因的表达可预测胶质瘤的预后
鉴于中枢神经系统恶性肿瘤的5年生存率极具挑战性,本研究探讨了免疫和上皮-间质转化(EMT)相关基因和非编码RNA在胶质瘤发展和诊断中的关键作用。脑胶质瘤患者的临床和 RNA 数据来自 CGGA 数据库,EMT 相关基因来自 dbEMT2.0,免疫相关基因来自 MSigDB。通过共识聚类,确定了新的分子亚群。随后的分析(包括ESTIMATE、TIMER和MCP计数器)提供了对肿瘤微环境(TIME)和免疫状态的深入了解。包括GO、KEGG、GSVA和GSEA分析在内的功能研究揭示了支配这些分子亚群的潜在机制。利用 LASSO 算法和多变量 Cox 回归,建立了一个预后风险模型。该研究揭示了两个截然不同的分子亚组,它们的生存结果也大相径庭。更有利的预后与低免疫评分、高肿瘤纯度、大量免疫浸润细胞以及非编码RNA(包括miRNA)的差异表达有关。功能分析揭示了这些亚组之间差异表达基因和非编码RNA中免疫和EMT相关通路的富集。GSVA和GSEA分析提示异常EMT状态可能导致胶质瘤相关免疫紊乱。以 OS-EMT-ICI 基因为中心的风险模型有望准确预测胶质瘤患者的生存率。此外,将风险模型与临床特征相结合的提名图在预测胶质瘤患者的预后方面也表现出了显著的准确性。总之,OS-EMT-ICI 基因和非编码 RNA 表达是与免疫微环境失调密切相关的重要指标,为在 OBMRC 框架内精确预测胶质瘤患者的预后提供了强有力的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Non-coding RNA Research
Non-coding RNA Research Medicine-Biochemistry (medical)
CiteScore
7.70
自引率
6.00%
发文量
39
审稿时长
49 days
期刊介绍: Non-coding RNA Research aims to publish high quality research and review articles on the mechanistic role of non-coding RNAs in all human diseases. This interdisciplinary journal will welcome research dealing with all aspects of non-coding RNAs-their biogenesis, regulation and role in disease progression. The focus of this journal will be to publish translational studies as well as well-designed basic studies with translational and clinical implications. The non-coding RNAs of particular interest will be microRNAs (miRNAs), small interfering RNAs (siRNAs), small nucleolar RNAs (snoRNAs), U-RNAs/small nuclear RNAs (snRNAs), exosomal/extracellular RNAs (exRNAs), Piwi-interacting RNAs (piRNAs) and long non-coding RNAs. Topics of interest will include, but not limited to: -Regulation of non-coding RNAs -Targets and regulatory functions of non-coding RNAs -Epigenetics and non-coding RNAs -Biological functions of non-coding RNAs -Non-coding RNAs as biomarkers -Non-coding RNA-based therapeutics -Prognostic value of non-coding RNAs -Pharmacological studies involving non-coding RNAs -Population based and epidemiological studies -Gene expression / proteomics / computational / pathway analysis-based studies on non-coding RNAs with functional validation -Novel strategies to manipulate non-coding RNAs expression and function -Clinical studies on evaluation of non-coding RNAs The journal will strive to disseminate cutting edge research, showcasing the ever-evolving importance of non-coding RNAs in modern day research and medicine.
期刊最新文献
DNA methylation of long noncoding RNA cytochrome B in diabetic retinopathy. Expression of miR-15b-5p and toll-like receptor4 as potential novel diagnostic biomarkers for hepatitis C virus-induced hepatocellular carcinoma. LINC00323 knockdown suppresses the proliferation, migration, and vascular mimicry of non-small cell lung cancer cells by promoting ubiquitinated degradation of AKAP1. Targeting microRNA methylation: Innovative approaches to diagnosing and treating hepatocellular carcinoma. Decoding the regulatory roles of circular RNAs in cardiac fibrosis.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1