He Chun-Ming, Zhang Xin-Di, Zhu Song-Xin, Zheng Jia-Jie, Wang Yu-Ming, Wang Qing, Yin Hang, Fu Yu-Jie, Xue Song, Tang Jian, Zhao Xiao-Jing
Department of Thoracic Surgery, Renji Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Department of Cardiovascular Surgery, Renji Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Front Genet. 2022 Sep 26;13:998147. doi: 10.3389/fgene.2022.998147. eCollection 2022.
RNA modification is one of the epigenetic mechanisms that regulates post-transcriptional gene expression, and abnormal RNA modifications have been reported to play important roles in tumorigenesis. N7-methylguanosine (m7G) is an essential modification at the 5' cap of human mRNA. However, a systematic and pan-cancer analysis of the clinical relevance of m7G related regulatory genes is still lacking. We used univariate Cox model and Kaplan-Meier analysis to generate the forest plot of OS, PFI, DSS and identified the correlation between the altered expression of m7G regulators and patient survival in 33 cancer types from the TCGA and GTEx databases. Then, the "estimate" R-package, ssGSEA and CIBERSORT were used to depict the pan-cancer immune landscape. Through Spearman's correlation test, we analyzed the correlation between m7G regulators and the tumor microenvironment (TME), immune subtype, and drug sensitivity of the tumors, which was further validated in NSCLC. We also assessed the changes in the expression of m7G related regulatory genes in NSCLC with regards to the genetic and transcriptional aspects and evaluated the correlation of METTL1 and WDR4 expression with TMB, MSI and immunotherapy in pan-cancer. High expression of most of the m7G regulators was significantly associated with worse prognosis. Correlation analyses revealed that the expression of majority of the m7G regulators was correlated with tumor immune infiltration and tumor stem cell scores. Drug sensitivity analysis showed that the expression of was closely related to drug sensitivity for various anticancer agents ( < 0.001). Analysis of the pan-cancer immune subtype revealed significant differences in the expression of m7G regulators between different immune subtypes ( < 0.001). Additionally, the types and proportions of mutations in METTL1 and WDR4 and their relevance to immunotherapy were further described. Our study is the first to evaluate the correlation between the altered expression of m7G regulators and patient survival, the degree of immune infiltration, TME and drug sensitivity in pan-cancer datasets.
RNA修饰是调控转录后基因表达的表观遗传机制之一,据报道异常的RNA修饰在肿瘤发生中起重要作用。N7-甲基鸟苷(m7G)是人类mRNA 5'帽端的一种重要修饰。然而,目前仍缺乏对m7G相关调控基因临床相关性的系统泛癌分析。我们使用单变量Cox模型和Kaplan-Meier分析生成总生存期(OS)、无进展生存期(PFI)、疾病特异性生存期(DSS)的森林图,并确定了来自TCGA和GTEx数据库的33种癌症类型中m7G调控因子表达改变与患者生存之间的相关性。然后,使用“estimate”R包、单样本基因集富集分析(ssGSEA)和CIBERSORT来描绘泛癌免疫格局。通过Spearman相关性检验,我们分析了m7G调控因子与肿瘤微环境(TME)、免疫亚型和肿瘤药物敏感性之间的相关性,并在非小细胞肺癌(NSCLC)中进一步验证。我们还从基因和转录方面评估了NSCLC中m7G相关调控基因的表达变化,并评估了甲基转移酶样蛋白1(METTL1)和WD重复结构域4(WDR4)表达与泛癌中肿瘤突变负荷(TMB)、微卫星不稳定性(MSI)和免疫治疗的相关性。大多数m7G调控因子的高表达与较差的预后显著相关。相关性分析表明,大多数m7G调控因子的表达与肿瘤免疫浸润和肿瘤干细胞评分相关。药物敏感性分析表明,其表达与多种抗癌药物的敏感性密切相关(P < 0.001)。泛癌免疫亚型分析显示不同免疫亚型之间m7G调控因子的表达存在显著差异(P < 0.001)。此外,还进一步描述了METTL1和WDR4的突变类型和比例及其与免疫治疗的相关性。我们的研究首次评估了m7G调控因子表达改变与泛癌数据集中患者生存、免疫浸润程度、TME和药物敏感性之间的相关性。