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通过 WGCNA 构建与生存相关的共表达模块,并鉴定胶质母细胞瘤中的潜在预后生物标志物。

Construction of co-expression modules related to survival by WGCNA and identification of potential prognostic biomarkers in glioblastoma.

机构信息

Department of Oncology, Shanxi Province Academy of Traditional Chinese Medicine, Shanxi Province Hospital of Traditional Chinese Medicine, Taiyuan, China.

Shanxi University of Chinese Medicine, Taiyuan, China.

出版信息

J Cell Mol Med. 2021 Feb;25(3):1633-1644. doi: 10.1111/jcmm.16264. Epub 2021 Jan 15.

Abstract

Glioblastoma (GBM) is a malignant brain tumour with poor prognosis. The potential pathogenesis and therapeutic target are still need to be explored. Herein, TCGA expression profile data and clinical information were downloaded, and the WGCNA was conducted. Hub genes which closely related to poor prognosis of GBM were obtained. Further, the relationship between the genes of interest and prognosis of GBM, and immune microenvironment were analysed. Patients from TCGA were divided into high- and low-risk group. WGCNA was applied to the high- and low-risk group and the black module with the lowest preservation was identified which could distinguish the prognosis level of these two groups. The top 10 hub genes which were closely related to poor prognosis of patients were obtained. GO analysis showed the biological process of these genes mainly enriched in: Cell cycle, Progesterone-mediated oocyte maturation and Oocyte meiosis. CDCA5 and CDCA8 were screened out as the genes of interest. We found that their expression levels were closely related to overall survival. The difference analysis resulted from the TCGA database proved both CDCA5 and CDCA8 were highly expressed in GBM. After transfection of U87-MG cells with small interfering RNA, it revealed that knockdown of the CDCA5 and CDCA8 could influence the biological behaviours of proliferation, clonogenicity and apoptosis of GBM cells. Then, single-gene analysis was performed. CDCA5 and CDCA8 both had good correlations with genes that regulate cell cycle in the p53 signalling pathway. Moreover, it revealed that high amplification of CDCA5 was correlated with CD8 T cells while CDCA8 with CD4 T cells in GBM. These results might provide new molecular targets and intervention strategy for GBM.

摘要

胶质母细胞瘤(GBM)是一种预后不良的恶性脑肿瘤。其潜在的发病机制和治疗靶点仍需进一步探索。本研究下载了 TCGA 表达谱数据和临床信息,并进行了 WGCNA 分析,获得了与 GBM 预后密切相关的关键基因。进一步分析了这些基因与 GBM 预后和免疫微环境的关系。将 TCGA 患者分为高风险组和低风险组。应用 WGCNA 分析高风险组和低风险组,并鉴定出与预后密切相关的黑色模块,该模块可区分两组的预后水平。获得了与患者预后密切相关的前 10 个关键基因。GO 分析表明,这些基因的生物学过程主要富集在细胞周期、孕激素介导的卵母细胞成熟和卵母细胞减数分裂。筛选出 CDCA5 和 CDCA8 作为研究的关键基因。研究发现,它们的表达水平与总生存期密切相关。TCGA 数据库的差异分析结果表明,CDCA5 和 CDCA8 在 GBM 中均呈高表达。用小干扰 RNA 转染 U87-MG 细胞后,发现敲低 CDCA5 和 CDCA8 可影响 GBM 细胞的增殖、克隆形成和凋亡等生物学行为。然后进行单基因分析,发现 CDCA5 和 CDCA8 均与 p53 信号通路中调节细胞周期的基因具有良好的相关性。此外,还发现 CDCA5 的高扩增与 GBM 中的 CD8 T 细胞相关,而 CDCA8 与 CD4 T 细胞相关。这些结果可能为 GBM 提供新的分子靶点和干预策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fd0c/7875936/44c2c2da0917/JCMM-25-1633-g001.jpg

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