The Bioinformatics Identification of Potential Protein Glycosylation Genes Associated with a Glioma Stem Cell Signature

Kazuya Tokumura, Koki Sadamori, Makoto Yoshimoto, Akane Tomizawa, Yuki Tanaka, Kazuya Fukasawa, E. Hinoi
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Abstract

Glioma stem cells (GSCs) contribute to the pathogenesis of glioblastoma (GBM), which is the most malignant form of glioma. The implications and underlying mechanisms of protein glycosylation in GSC phenotypes and GBM malignancy are not fully understood. The implication of protein glycosylation and the corresponding candidate genes on the stem cell properties of GSCs and poor clinical outcomes in GBM were investigated, using datasets from the Gene Expression Omnibus, The Cancer Genome Atlas, and the Chinese Glioma Genome Atlas, accompanied by biological validation in vitro. N-linked glycosylation was significantly associated with GSC properties and the prognosis of GBM in the integrated bioinformatics analyses of clinical specimens. N-linked glycosylation was associated with the glioma grade, molecular biomarkers, and molecular subtypes. The expression levels of the asparagine-linked glycosylation (ALG) enzyme family, which is essential for the early steps in the biosynthesis of N-glycans, were prominently associated with GSC properties and poor survival in patients with GBM with high stem-cell properties. Finally, the oxidative phosphorylation pathway was primarily enriched in GSCs with a high expression of the ALG enzyme family. These findings suggest the role of N-linked glycosylation in the regulation of GSC phenotypes and GBM malignancy.
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通过生物信息学鉴定与胶质瘤干细胞特征相关的潜在蛋白糖基化基因
胶质瘤干细胞(GSCs)是胶质母细胞瘤(GBM)的发病机制之一,而GBM是胶质瘤中恶性程度最高的一种。蛋白质糖基化在GSC表型和GBM恶性肿瘤中的影响和潜在机制尚未完全明了。本研究利用基因表达总集、癌症基因组图谱和中国胶质瘤基因组图谱中的数据集,并通过体外生物学验证,研究了蛋白质糖基化和相应候选基因对GSCs干细胞特性和GBM不良临床预后的影响。在临床标本的综合生物信息学分析中,N-连接的糖基化与GSC的特性和GBM的预后明显相关。N-连接的糖基化与胶质瘤分级、分子生物标志物和分子亚型相关。天冬酰胺连接糖基化(ALG)酶家族是N-糖基化生物合成早期步骤的关键,其表达水平与GSC特性和干细胞特性较高的GBM患者的生存率较低密切相关。最后,氧化磷酸化途径主要在ALG酶家族高表达的GSC中富集。这些发现表明,N-连接的糖基化在调控GSC表型和GBM恶性程度中发挥作用。
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