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影响胶质瘤中内皮-间充质转化和免疫微环境的MMP14+髓样细胞的生物信息学分析

Bioinformatics analysis of MMP14+ myeloid cells affecting endothelial-mesenchymal transformation and immune microenvironment in glioma.

作者信息

Luo Wei, Quan Qi, Xu Zihao, Lei Jinju, Peng Roujun

机构信息

State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, PR China.

Cancer Center, Renmin Hospital of Wuhan University, Wuhan, 430060, PR China.

出版信息

Heliyon. 2024 Feb 22;10(5):e26859. doi: 10.1016/j.heliyon.2024.e26859. eCollection 2024 Mar 15.

Abstract

BACKGROUND

Gliomas, known for their complex and aggressive characteristics, are deeply influenced by the tumor microenvironment. Matrix metalloproteinases (MMPs) play a vital role in shaping this environment, presenting an opportunity for novel treatment strategies.

METHODS

We collected six bulk RNA datasets, one single-cell RNA sequencing (scRNA-seq) dataset, and gene sets related to Matrix Metalloproteinases (MMPs), Endothelial-Mesenchymal Transformation (EndMT), and sprouting angiogenesis. We computed enrichment scores using Gene Set Variation Analysis (GSVA) and Single-sample Gene Set Enrichment Analysis (ssGSEA). To analyze immune infiltration, we employed the CIBERSORT method. Data analysis techniques included the log-rank test, Cox regression, Kruskal-Wallis test, and Pearson correlation. For single-cell data, we utilized tools such as Seurat and CellChat for dimensionality reduction, clustering, and cell communication analysis.

RESULTS

  1. MMP14 was identified as an independent prognostic marker, highly expressed in myeloid cells in recurrent glioblastoma, highlighting these cells as functionally significant. 2. C-C Motif Chemokine Ligand (CCL) signaling from MMP14+ myeloid cells was identified as a critical immune regulatory pathway, with high C-C Motif Chemokine Receptor 1 (CCR1) expression correlating with increased M2 macrophage infiltration and PD-L1 expression. 3. Patients with high MMP14 expression showed better responses to bevacizumab combined chemotherapy. 4. Signaling pathways involving Visfatin, VEGF, and TGFb, emanating from myeloid cells, significantly impact endothelial cells. These pathways facilitate EndMT and angiogenesis in gliomas. 5. Nicotinamide Phosphoribosyltransferase (NAMPT) showed a strong link with angiogenesis and EndMT, and its association with chemotherapy resistance and differential sensitivity to bevacizumab was evident.

CONCLUSIONS

MMP14+ myeloid cells are critical in promoting tumor angiogenesis via EndMT and in mediating immunosuppression through CCL signaling in glioblastoma. MMP14 and NAMPT serve as vital clinical indicators for selecting treatment regimens in recurrent glioma. The study suggests that a combined blockade of CCR1 and CD274 could be a promising therapeutic strategy.

摘要

背景

胶质瘤以其复杂且侵袭性的特征而闻名,深受肿瘤微环境的影响。基质金属蛋白酶(MMPs)在塑造这种环境中起着至关重要的作用,为新的治疗策略提供了契机。

方法

我们收集了六个批量RNA数据集、一个单细胞RNA测序(scRNA-seq)数据集以及与基质金属蛋白酶(MMPs)、内皮-间充质转化(EndMT)和芽生血管生成相关的基因集。我们使用基因集变异分析(GSVA)和单样本基因集富集分析(ssGSEA)计算富集分数。为了分析免疫浸润,我们采用了CIBERSORT方法。数据分析技术包括对数秩检验、Cox回归、Kruskal-Wallis检验和Pearson相关性分析。对于单细胞数据,我们使用诸如Seurat和CellChat等工具进行降维、聚类和细胞通讯分析。

结果

  1. MMP14被确定为一个独立的预后标志物,在复发性胶质母细胞瘤的髓样细胞中高度表达,突出了这些细胞在功能上的重要性。2. MMP14+髓样细胞的C-C基序趋化因子配体(CCL)信号被确定为一条关键的免疫调节途径,高C-C基序趋化因子受体1(CCR1)表达与M2巨噬细胞浸润增加和PD-L1表达相关。3. MMP14高表达的患者对贝伐单抗联合化疗表现出更好的反应。4.源于髓样细胞的涉及内脂素、血管内皮生长因子(VEGF)和转化生长因子β(TGFb)的信号通路对内皮细胞有显著影响。这些通路促进胶质瘤中的EndMT和血管生成。5.烟酰胺磷酸核糖基转移酶(NAMPT)与血管生成和EndMT有很强的联系,其与化疗耐药性以及对贝伐单抗的不同敏感性的关联很明显。

结论

MMP14+髓样细胞在胶质母细胞瘤中通过EndMT促进肿瘤血管生成以及通过CCL信号介导免疫抑制方面至关重要。MMP14和NAMPT是复发性胶质瘤选择治疗方案的重要临床指标。该研究表明,联合阻断CCR1和CD274可能是一种有前景的治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f169/10904238/db199acfc839/gr1.jpg

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