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胶质瘤中吞噬作用相关亚型的鉴定及其特征和临床意义的阐明。

Identification of efferocytosis-related subtypes in gliomas and elucidating their characteristics and clinical significance.

作者信息

Gao Mengge, Huang Jinsheng, Yang Bo, Liu Qiong, Luo Miaoqing, Yang Biying, Li Xujia, Liu Xiaofang

机构信息

Department of Clinical Nutrition, Huadu District People's Hospital of Guangzhou, Southern Medical University, Guangzhou, China.

State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, China.

出版信息

Front Cell Dev Biol. 2023 Dec 13;11:1295891. doi: 10.3389/fcell.2023.1295891. eCollection 2023.

Abstract

Gliomas, the most prevalent tumors of the central nervous system, are known for their aggressive nature and poor prognosis. The heterogeneity among gliomas leads to varying responses to the same treatments, even among similar glioma types. In our study, we efferocytosis-related subtypes and explored their characteristics in terms of immune landscape, intercellular communication, and metabolic processes, ultimately elucidating their potential clinical implications. We first identified efferocytosis-related subtypes in Bulk RNA-seq using the NMF algorithm. We then preliminarily demonstrated the correlation of these subtypes with efferocytosis by examining enrichment scores of cell death pathways, macrophage infiltration, and the expression of immune ligands. Our analysis of single-cell RNA-seq data further supported the association of these subtypes with efferocytosis. Through enrichment analysis, we found that efferocytosis-related subtypes differ from other types of gliomas in terms of immune landscape, intercellular communication, and substance metabolism. Moreover, we found that the efferocytosis-related classification is a prognostic factor with robust predictive performance by calculating the AUC values. We also found that efferocytosis-related subtypes, when compared with other gliomas in drug sensitivity, survival, and TIDE scores, show a clear link to the effectiveness of chemotherapy, radiotherapy, and immunotherapy in glioma patients. We identified efferocytosis-related subtypes in gliomas by analyzing the expression of 137 efferocytosis-associated genes, exploring their characteristics in immune landscape, intercellular communication, metabolic processes, and genomic variations. Moreover, we discovered that the classification of efferocytosis-related subtypes has a strong prognostic predictive power and holds potential significance in guiding clinical treatment.

摘要

神经胶质瘤是中枢神经系统中最常见的肿瘤,以其侵袭性和预后不良而闻名。神经胶质瘤之间的异质性导致对相同治疗的反应各不相同,即使在相似的神经胶质瘤类型中也是如此。在我们的研究中,我们确定了与吞噬作用相关的亚型,并从免疫格局、细胞间通讯和代谢过程方面探索了它们的特征,最终阐明了它们潜在的临床意义。我们首先使用非负矩阵分解(NMF)算法在批量RNA测序中识别出与吞噬作用相关的亚型。然后,我们通过检查细胞死亡途径的富集分数、巨噬细胞浸润和免疫配体的表达,初步证明了这些亚型与吞噬作用的相关性。我们对单细胞RNA测序数据的分析进一步支持了这些亚型与吞噬作用的关联。通过富集分析,我们发现与吞噬作用相关的亚型在免疫格局、细胞间通讯和物质代谢方面与其他类型的神经胶质瘤不同。此外,通过计算AUC值,我们发现与吞噬作用相关的分类是一个具有强大预测性能的预后因素。我们还发现,与其他神经胶质瘤相比,在药物敏感性、生存率和TIDE评分方面,与吞噬作用相关的亚型与神经胶质瘤患者化疗、放疗和免疫治疗的有效性有着明显的联系。我们通过分析137个与吞噬作用相关基因的表达,在神经胶质瘤中识别出与吞噬作用相关的亚型,探索它们在免疫格局、细胞间通讯、代谢过程和基因组变异方面的特征。此外,我们发现与吞噬作用相关的亚型分类具有强大的预后预测能力,在指导临床治疗方面具有潜在意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/53e1/10757721/6a7f170e9108/fcell-11-1295891-g001.jpg

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