Luo Wei, Quan Qi, Xu Zihao, Lei Jinju, Peng Roujun
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.
Heliyon. 2024 Feb 22;10(5):e26859. doi: 10.1016/j.heliyon.2024.e26859. eCollection 2024 Mar 15.
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.
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.
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.
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。
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。
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。