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吞噬作用在低级别胶质瘤中作用的生物信息学分析与实验验证

Bioinformatics analyses and experimental validation of the role of phagocytosis in low-grade glioma.

作者信息

Fei Mingyang, Lu Chunlin, Feng Baozhi, Sun Jiaao, Wang Jie, Sun Fei, Dong Bin

机构信息

Department of Neurosurgery, First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China.

Department of Urology, First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China.

出版信息

Environ Toxicol. 2024 Apr;39(4):2182-2196. doi: 10.1002/tox.24095. Epub 2023 Dec 19.

Abstract

BACKGROUND

Phagocytosis is of vital importance in tumor immune response. The alteration of phagocytosis in low-grade glioma (LGG) has not been investigated.

METHODS

The mRNA, copy number variation, single nucleotide variation, and methylation levels of phagocytosis-related genes were summarized in pan-cancer. Non-negative matrix factorization clustering was utilized to identify two LGG subtypes. LASSO regression analysis was performed to construct a phagocytosis-related prognostic signature (PRPS). Immune characteristics, immunotherapy response, and targeted-drug sensitivity were further explored. The phagocytosis activity in glioma was evaluated using scRNA-seq data. Multiplex immunohistochemical (m-IHC) technology was performed to identify the tumor-infiltrating immune cells in LGG.

RESULTS

The phagocytosis-related genes altered obviously in pan-cancer compared with corresponding normal tissues. Two LGG subtypes were obtained and the subtype with poor prognosis was combined with lower tumor purity, more active immune-related pathways, increasing infiltration of CD4+ T cells, CD8+ T cells, and natural killer (NK) cells, decreasing infiltration of macrophages, mast cells, and neutrophils, distinct pathway activity and cell death status, greater response to immunotherapy, and higher sensitivity to cyclophosphamide, erlotinib, gefitinib, lapatinib, and sorafenib. In addition, a PRPS involving 10 genes (i.e., SLC11A1, CAMK1D, PLA2G5, STAP1, ALOX15, PLCG2, SFTPD, AZU1, RAB27A, and LAMTOR2) was constructed to estimate the risk level of each LGG sample and high risk LGG patients had poor prognosis, upregulated infiltration of neutrophil, macrophage, Treg, and myeloid dendritic cell, down regulated infiltration of monocyte and NK cell, and increasing expression of large number of immune checkpoint genes. The phagocytosis activity is notably active in monocyte/macrophage. The m-IHC results confirmed increased infiltration of macrophages and neutrophils in LGG samples with high SLC11A1 expression.

CONCLUSION

The molecular characteristics of phagocytosis were revealed and the PRPS laid the foundation for personalized therapy in LGG.

摘要

背景

吞噬作用在肿瘤免疫反应中至关重要。低级别胶质瘤(LGG)中吞噬作用的改变尚未得到研究。

方法

总结泛癌中吞噬作用相关基因的mRNA、拷贝数变异、单核苷酸变异和甲基化水平。利用非负矩阵分解聚类来识别两种LGG亚型。进行LASSO回归分析以构建吞噬作用相关预后特征(PRPS)。进一步探索免疫特征、免疫治疗反应和靶向药物敏感性。使用单细胞RNA测序(scRNA-seq)数据评估胶质瘤中的吞噬活性。采用多重免疫组织化学(m-IHC)技术识别LGG中的肿瘤浸润免疫细胞。

结果

与相应正常组织相比,吞噬作用相关基因在泛癌中明显改变。获得了两种LGG亚型,预后较差的亚型具有较低的肿瘤纯度、更活跃的免疫相关通路、CD4 + T细胞、CD8 + T细胞和自然杀伤(NK)细胞浸润增加、巨噬细胞、肥大细胞和中性粒细胞浸润减少、不同的通路活性和细胞死亡状态、对免疫治疗的更大反应以及对环磷酰胺、厄洛替尼、吉非替尼、拉帕替尼和索拉非尼的更高敏感性。此外,构建了一个包含10个基因(即SLC11A1、CAMK1D、PLA2G5、STAP1、ALOX15、PLCG2、SFTPD、AZU1、RAB27A和LAMTOR2)的PRPS来评估每个LGG样本的风险水平,高风险LGG患者预后较差,中性粒细胞、巨噬细胞、调节性T细胞(Treg)和髓样树突状细胞浸润上调,单核细胞和NK细胞浸润下调,并且大量免疫检查点基因表达增加。吞噬活性在单核细胞/巨噬细胞中显著活跃。m-IHC结果证实,在高SLC11A1表达的LGG样本中巨噬细胞和中性粒细胞浸润增加。

结论

揭示了吞噬作用的分子特征,PRPS为LGG的个性化治疗奠定了基础。

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