Liu Yafei, Jiang Bin, Lin Chunjie, Zhu Wanyinhui, Chen Dingrui, Sheng Yinuo, Lou Zhiling, Ji Zhiheng, Wu Chuanqiang, Wu Ming
Department of Thoracic Surgery, The Second Affiliated Hospital Zhejiang University School of Medicine, Hang Zhou, China.
Life Sciences Institute, Zhejiang University, Hang Zhou, China.
Front Oncol. 2023 Jan 24;12:1055605. doi: 10.3389/fonc.2022.1055605. eCollection 2022.
Lung cancer is the leading cause of mortality in cancer patients. N7-methylguanosine (m7G) modification as a translational regulation pattern has been reported to participate in multiple types of cancer progression, but little is known in lung cancer. This study attempts to explore the role of m7G-related proteins in genetic and epigenetic variations in lung adenocarcinoma, and its relationship with clinical prognosis, immune infiltration, and immunotherapy.
Sequencing data were obtained from the Genomic Data Commons (GDC) Data Portal and Gene Expression Omnibus (GEO) databases. Consensus clustering was utilized to distinguish m7G clusters, and responses to immunotherapy were also evaluated. Moreover, univariate and multivariate Cox and Least absolute shrinkage and selection operator LASSO Cox regression analyses were used to screen independent prognostic factors and generated risk scores for constructing a survival prediction model. Multiple cell types such as epithelial cells and immune cells were identified to verify the bulk RNA results. Short hairpin RNA (shRNA) Tet-on plasmids, Clustered Regularly Interspaced Short Palindromic Repeats CRISPR/Cas9 for knockout plasmids, and nucleoside diphosphate linked to moiety X-type motif 4 (NUDT4) overexpression plasmids were constructed to inhibit or promote tumor cell NUDT4 expression, then RT-qPCR, Cell Counting Kit-8 CCK8 proliferation assay, and Transwell assay were used to observe tumor cell biological functions.
Fifteen m7G-related genes were highly expressed in tumor samples, and 12 genes were associated with poor prognosis. m7G cluster-B had lower immune infiltration level, worse survival, and samples that predicted poor responses to immunotherapy. The multivariate Cox model showed that NUDT4 and WDR4 (WD repeat domain 4) were independent risk factors. Single-cell m7G gene set variation analysis (GSVA) scores also had a negative correlation tendency with immune infiltration level and T-cell Programmed Death-1 PD-1 expression, but the statistics were not significant. Knocking down and knocking out the NUDT4 expression significantly inhibited cell proliferation capability in A549 and H1299 cells. In contrast, overexpressing NUDT4 promoted tumor cell proliferation. However, there was no difference in migration capability in the knockdown, knockout, or overexpression groups.
Our study revealed that m7G modification-related proteins are closely related to the tumor microenvironment, immune cell infiltration, responses to immunotherapy, and patients' prognosis in lung adenocarcinoma and could be useful biomarkers for the identification of patients who could benefit from immunotherapy. The m7G modification protein NUDT4 may be a novel biomarker in promoting the progression of lung cancer.
肺癌是癌症患者死亡的主要原因。N7-甲基鸟苷(m7G)修饰作为一种翻译调控模式,已被报道参与多种癌症的进展,但在肺癌中的了解较少。本研究旨在探讨m7G相关蛋白在肺腺癌遗传和表观遗传变异中的作用,及其与临床预后、免疫浸润和免疫治疗的关系。
从基因组数据共享库(GDC)数据门户和基因表达综合数据库(GEO)获取测序数据。采用一致性聚类来区分m7G簇,并评估对免疫治疗的反应。此外,使用单因素和多因素Cox以及最小绝对收缩和选择算子LASSO Cox回归分析来筛选独立预后因素,并生成风险评分以构建生存预测模型。鉴定多种细胞类型,如上皮细胞和免疫细胞,以验证批量RNA结果。构建短发夹RNA(shRNA)Tet-on质粒、用于敲除质粒的成簇规律间隔短回文重复序列CRISPR/Cas9以及核苷二磷酸连接到部分X型基序4(NUDT4)过表达质粒,以抑制或促进肿瘤细胞NUDT4表达,然后使用逆转录定量聚合酶链反应(RT-qPCR)、细胞计数试剂盒-8(CCK8)增殖试验和Transwell试验观察肿瘤细胞生物学功能。
15个m7G相关基因在肿瘤样本中高表达,12个基因与不良预后相关。m7G簇B的免疫浸润水平较低、生存率较差,且样本对免疫治疗的反应预测不佳。多因素Cox模型显示,NUDT4和WD重复结构域4(WDR4)是独立危险因素。单细胞m7G基因集变异分析(GSVA)评分与免疫浸润水平和T细胞程序性死亡蛋白1(PD-1)表达也呈负相关趋势,但统计学意义不显著。敲低和敲除NUDT4表达显著抑制A549和H1299细胞的增殖能力。相反,过表达NUDT4促进肿瘤细胞增殖。然而,敲低、敲除或过表达组的迁移能力没有差异。
我们的研究表明,m7G修饰相关蛋白与肺腺癌的肿瘤微环境、免疫细胞浸润、免疫治疗反应和患者预后密切相关,可能是识别可从免疫治疗中获益患者的有用生物标志物。m7G修饰蛋白NUDT4可能是促进肺癌进展的新型生物标志物。