Spatial transcriptomics analysis identifies therapeutic targets in diffuse high-grade gliomas.

IF 3.5 3区 医学 Q2 NEUROSCIENCES Frontiers in Molecular Neuroscience Pub Date : 2024-10-24 eCollection Date: 2024-01-01 DOI:10.3389/fnmol.2024.1466302
Yongtao Yang, Yingzhou Hong, Kai Zhao, Minhao Huang, Wenhu Li, Kui Zhang, Ninghui Zhao
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Abstract

Introduction: Diffuse high-grade gliomas are the most common malignant adult neuroepithelial tumors in humans and a leading cause of cancer-related death worldwide. The advancement of high throughput transcriptome sequencing technology enables rapid and comprehensive acquisition of transcriptome data from target cells or tissues. This technology aids researchers in understanding and identifying critical therapeutic targets for the prognosis and treatment of diffuse high-grade glioma.

Methods: Spatial transcriptomics was conducted on two cases of isocitrate dehydrogenase (IDH) wild-type diffuse high-grade glioma (Glio-IDH-wt) and two cases of IDH-mutant diffuse high-grade glioma (Glio-IDH-mut). Gene set enrichment analysis and clustering analysis were employed to pinpoint differentially expressed genes (DEGs) involved in the progression of diffuse high-grade gliomas. The spatial distribution of DEGs in the spatially defined regions of human glioma tissues was overlaid in the t-distributed stochastic neighbor embedding (t-SNE) plots.

Results: We identified a total of 10,693 DEGs, with 5,677 upregulated and 5,016 downregulated, in spatially defined regions of diffuse high-grade gliomas. Specifically, SPP1, IGFBP2, CALD1, and TMSB4X exhibited high expression in carcinoma regions of both Glio-IDH-wt and Glio-IDH-mut, and 3 upregulated DEGs (SMOC1, APOE, and HIPK2) and 4 upregulated DEGs (PPP1CB, UBA52, S100A6, and CTSB) were only identified in tumor regions of Glio-IDH-wt and Glio-IDH-mut, respectively. Moreover, Kyoto Encyclopedia of Genes and Genomes (KEGG) and gene ontology (GO) enrichment analyses revealed that upregulated DEGs were closely related to PI3K/Akt signaling pathway, virus infection, and cytokine-cytokine receptor interaction. Importantly, the expression of these DEGs was validated using GEPIA databases. Furthermore, the study identified spatial expression patterns of key regulatory genes, including those involved in protein post-translational modification and RNA binding protein-encoding genes, with spatially defined regions of diffuse high-grade glioma.

Discussion: Spatial transcriptome analysis is one of the breakthroughs in the field of medical biotechnology as this can map the analytes such as RNA information in their physical location in tissue sections. Our findings illuminate previously unexplored spatial expression profiles of key biomarkers in diffuse high-grade glioma, offering novel insight for the development of therapeutic strategies in glioma.

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空间转录组学分析确定弥漫性高级别胶质瘤的治疗靶点
导言:弥漫性高级别胶质瘤是人类最常见的恶性成人神经上皮肿瘤,也是全球癌症相关死亡的主要原因。高通量转录组测序技术的发展使研究人员能够快速、全面地获取目标细胞或组织的转录组数据。这项技术有助于研究人员了解和确定弥漫性高级别胶质瘤预后和治疗的关键治疗靶点:方法:对两例异柠檬酸脱氢酶(IDH)野生型弥漫性高级别胶质瘤(Glio-IDH-wt)和两例IDH突变型弥漫性高级别胶质瘤(Glio-IDH-mut)进行了空间转录组学研究。通过基因组富集分析和聚类分析,确定了参与弥漫性高级别胶质瘤进展的差异表达基因(DEGs)。在 t 分布随机邻接嵌入(t-SNE)图中叠加了人类胶质瘤组织空间定义区域中 DEGs 的空间分布:结果:我们在弥漫性高级别胶质瘤的空间定义区域共发现了10,693个DEGs,其中5,677个上调,5,016个下调。具体来说,SPP1、IGFBP2、CALD1和TMSB4X在Glio-IDH-wt和Glio-IDH-mut的癌区域均有高表达,3个上调DEGs(SMOC1、APOE和HIPK2)和4个上调DEGs(PPP1CB、UBA52、S100A6和CTSB)分别只在Glio-IDH-wt和Glio-IDH-mut的肿瘤区域被发现。此外,京都基因组百科全书(KEGG)和基因本体论(GO)富集分析显示,上调的DEGs与PI3K/Akt信号通路、病毒感染和细胞因子-细胞因子受体相互作用密切相关。重要的是,这些 DEGs 的表达已通过 GEPIA 数据库进行了验证。此外,研究还发现了关键调控基因的空间表达模式,包括参与蛋白质翻译后修饰的基因和编码 RNA 结合蛋白的基因,以及弥漫性高级别胶质瘤的空间定义区域:讨论:空间转录组分析是医学生物技术领域的突破之一,因为它可以绘制 RNA 等分析物在组织切片中物理位置的信息。我们的研究结果揭示了弥漫性高级别胶质瘤中关键生物标志物的空间表达谱,为胶质瘤治疗策略的开发提供了新的视角。
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来源期刊
CiteScore
5.70
自引率
2.10%
发文量
669
审稿时长
14 weeks
期刊介绍: Frontiers in Molecular Neuroscience is a first-tier electronic journal devoted to identifying key molecules, as well as their functions and interactions, that underlie the structure, design and function of the brain across all levels. The scope of our journal encompasses synaptic and cellular proteins, coding and non-coding RNA, and molecular mechanisms regulating cellular and dendritic RNA translation. In recent years, a plethora of new cellular and synaptic players have been identified from reduced systems, such as neuronal cultures, but the relevance of these molecules in terms of cellular and synaptic function and plasticity in the living brain and its circuits has not been validated. The effects of spine growth and density observed using gene products identified from in vitro work are frequently not reproduced in vivo. Our journal is particularly interested in studies on genetically engineered model organisms (C. elegans, Drosophila, mouse), in which alterations in key molecules underlying cellular and synaptic function and plasticity produce defined anatomical, physiological and behavioral changes. In the mouse, genetic alterations limited to particular neural circuits (olfactory bulb, motor cortex, cortical layers, hippocampal subfields, cerebellum), preferably regulated in time and on demand, are of special interest, as they sidestep potential compensatory developmental effects.
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