Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan, China.
National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China.
Front Immunol. 2023 Feb 3;14:1100231. doi: 10.3389/fimmu.2023.1100231. eCollection 2023.
Ras guanine nucleotide-releasing protein 2 (RASGRP2), one of the guanine nucleotide exchange factors (GEFs), has attracted much attention in recent years. However, the correlation between RASGRP2 and immune infiltration and malignant features in lung adenocarcinoma (LUAD) has rarely been mentioned.
The Limma package and the LASSO regression model were performed to screen for differentially expressed genes. Data from the TCGA and 5 GEO databases were used to explore the expression level of RASGRP2 in LUAD patients. A weighted co-expression network and LinkFinder module were established to find the related genes of RASGRP2. The ESTIMATE algorithm was used to analyze the correlation between RASGRP2 and immune infiltration in LUAD. Tumor-infiltrating immune cells were sorted and sequenced at the single-cell level to analyze differences in RASGRP2. Real-time PCR and immunohistochemistry were performed in the real-world cohort to verify the expression of RASGRP2 and its correlation with immune-related genes. Clone formation and EdU assays were used to verify the proliferation ability. The proportion of apoptotic cells was analyzed by flow cytometry. Observation of mitochondrial membrane potential (MMP) changes by fluorescence microscopy.
Our results suggested that decreased RASGRP2 was associated with worse clinical parameters and prognosis in LUAD patients. And we constructed a FLI1-HSA-miR-1976-RASGRP2 transcriptional network to support the role of RASGRP2. Enrichment analysis revealed that RASGRP2 was involved in lymphocyte activation and leukocyte adhesion. RASGRP2 was found to be positively correlated with the infiltration of most immune cells, immunoregulators, and chemokines in a subsequent study. Meanwhile, the real-world cohort confirmed that the expression levels of PDCD1, CTLA4, CD40LG, CCL14, CXCR5, and CCR7 were higher in the high-RASGRP2 expression group. Cytological experiments proved that RASGRP2 inhibited cell proliferation in LUAD by regulating mitochondrial-dependent apoptosis.
RASGRP2 was a potential immune-related biomarker of LUAD. In addition, RASGRP2 was involved in the malignant progression of LUAD through the regulation of mitochondrial-dependent apoptosis.
Ras 鸟嘌呤核苷酸释放蛋白 2(RASGRP2)是鸟嘌呤核苷酸交换因子(GEFs)之一,近年来受到了广泛关注。然而,RASGRP2 与肺腺癌(LUAD)中的免疫浸润和恶性特征之间的相关性很少被提及。
使用 Limma 包和 LASSO 回归模型筛选差异表达基因。使用 TCGA 和 5 个 GEO 数据库的数据来研究 LUAD 患者中 RASGRP2 的表达水平。建立加权共表达网络和 LinkFinder 模块来寻找与 RASGRP2 相关的基因。使用 ESTIMATE 算法分析 RASGRP2 与 LUAD 中免疫浸润的相关性。在单细胞水平上对肿瘤浸润免疫细胞进行分选和测序,以分析 RASGRP2 的差异。在真实世界队列中进行实时 PCR 和免疫组织化学检测以验证 RASGRP2 的表达及其与免疫相关基因的相关性。克隆形成和 EdU 测定用于验证增殖能力。通过流式细胞术分析细胞凋亡比例。通过荧光显微镜观察线粒体膜电位(MMP)变化。
我们的结果表明,在 LUAD 患者中,RASGRP2 的表达降低与更差的临床参数和预后相关。我们构建了一个 FLI1-HSA-miR-1976-RASGRP2 转录网络来支持 RASGRP2 的作用。富集分析显示,RASGRP2 参与淋巴细胞激活和白细胞黏附。在随后的研究中发现,RASGRP2 与大多数免疫细胞、免疫调节剂和趋化因子的浸润呈正相关。同时,真实世界队列证实,在高 RASGRP2 表达组中,PDCD1、CTLA4、CD40LG、CCL14、CXCR5 和 CCR7 的表达水平更高。细胞学实验证明,RASGRP2 通过调节线粒体依赖性细胞凋亡来抑制 LUAD 中的细胞增殖。
RASGRP2 是 LUAD 的潜在免疫相关生物标志物。此外,RASGRP2 通过调节线粒体依赖性细胞凋亡参与 LUAD 的恶性进展。