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新生物标志物:与低级别胶质瘤预后相关的基因 HLA-DRA

英文原题:New biomarker: the gene HLA-DRA associated with low-grade glioma prognosis.

查看英文原题

New biomarker: the gene HLA-DRA associated with low-grade glioma prognosis.

PubMed 2022/05/19(内容时间) Chin Neurosurg J Q3 · IF 1.7(JCR 2025)

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研究概要

HLA-DRA 可能是 LGG 患者独立的预后指标和诊断及预测生存的重要生物标志物。它也可能与 LGG 中的免疫浸润表型相关。

研究思路结论见上方概要

低级别胶质瘤(LGG)是WHO II级肿瘤,是成人中最常见的原发性恶性脑肿瘤。目前,LGG的治疗包括手术、放疗和化疗中的一种或多种联合。尽管已知构成性遗传风险因素与胶质瘤有关,但单基因作为诊断和预后生物标志物的作用有限。本研究的目的是发现LGG的预测和预后遗传标记。

转录组数据和临床数据来自癌症基因组图谱(TCGA)数据库。我们首先使用Kaplan-Meier法进行肿瘤微环境(TME)生存分析。随后进行分析以筛选差异表达基因。通过基因本体论(GO)富集分析和京都基因与基因组百科全书(KEGG)通路分析研究这些基因的功能。之后构建并可视化蛋白质-蛋白质相互作用网络(PPI)。进行单因素和多因素COX分析以获得可能的预后基因。通过核心基因和预后基因的交集筛选关键基因。对单基因表达进行临床相关性分析。进行GSEA富集分析以确定关键基因的功能。最后,进行单基因相关相关性分析以确定参与LGG发生的核心免疫细胞。

从TCGA共获得529份转录组数据和515份临床样本。在LGG微环境中发现免疫细胞和基质细胞显著增加。鉴定出与预后相关的前38个基因相交的前五个核心基因以及两个关键基因。我们的分析显示,HLA-DRA高表达与LGG不良预后相关。免疫细胞相关性分析显示,HLA-DRA表达水平与免疫浸润相关,与巨噬细胞M1表型正相关,与NK细胞活化负相关。

展开英文摘要原文

Low-grade gliomas (LGG) are WHO grade II tumors presenting as the most common primary malignant brain tumors in adults. Currently, LGG treatment involves either or a combination of surgery, radiation therapy, and chemotherapy. Despite the knowledge of constitutive genetic risk factors contributing to gliomas, the role of single genes as diagnostic and prognostic biomarkers is limited. The aim of the current study is to discover the predictive and prognostic genetic markers for LGG.

Transcriptome data and clinical data were obtained from The Cancer Genome Atlas (TCGA) database. We first performed the tumor microenvironment (TME) survival analysis using the Kaplan-Meier method. An analysis was undertaken to screen for differentially expressed genes. The function of these genes was studied by Gene Ontology (GO) enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis. Following which a protein-protein interaction network (PPI) was constructed and visualized. Univariate and multivariate COX analyses were performed to obtain the probable prognostic genes. The key genes were selected by an intersection of core and prognostic genes. A clinical correlation analysis of single-gene expression was undertaken. GSEA enrichment analysis was performed to identify the function of key genes. Finally, a single gene-related correlation analysis was performed to identify the core immune cells involved in the development of LGG.

A total of 529 transcriptome data and 515 clinical samples were obtained from the TCGA. Immune cells and stromal cells were found to be significantly increased in the LGG microenvironment. The top five core genes intersected with the top 38 prognostically relevant genes and two key genes were identified. Our analysis revealed that a high expression of HLA-DRA was associated with a poor prognosis of LGG. Correlation analysis of immune cells showed that HLA-DRA expression level was related to immune infiltration, positively related to macrophage M1 phenotype, and negatively related to activation of NK cells.

HLA-DRA may be an independent prognostic indicator and an important biomarker for diagnosing and predicting survival in LGG patients. It may also be associated with the immune infiltration phenotype in LGG.

论文信息

作者
Chen D、Yao J、Hu B、Kuang L、Xu B、Liu H、Dou C、Wang G
第一作者单位
Department of Neurosurgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Nangang, Harbin, 150086, Heilongjiang, China.China
通讯作者单位
Department of Neurosurgery, The Second Affiliated Hospital of Harbin Medical University, 246 Xuefu Road, Nangang, Harbin, 150086, Heilongjiang, China. guomian@hrbmu.edu.cn.China
期刊
Chinese neurosurgical journal2022 May 19
原文标识
PubMed 35585639 · DOI 10.1186/s41016-022-00278-0