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早期透明细胞肾细胞癌m6A RNA甲基化调节因子预后模型的构建与验证

Construction and validation of an m6A RNA methylation regulator prognostic model for early-stage clear cell renal cell carcinoma.

作者信息

Wang Zhan, Zhang Mingxin, Seery Samuel, Zheng Guoyang, Wang Wenda, Zhao Yang, Wang Xu, Zhang Yushi

机构信息

Department of Urology, Peking Union Medical College Hospital, Chinese Academy of Medical Science and Peking Union Medical College, Beijing 100730, P.R. China.

Department of Urology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong 266003, P.R. China.

出版信息

Oncol Lett. 2022 Jun 10;24(2):250. doi: 10.3892/ol.2022.13370. eCollection 2022 Aug.

DOI:10.3892/ol.2022.13370
PMID:35761938
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9214704/
Abstract

N6-methyladenosine (m6A) is the most common type of RNA methylation and is considered to participate in various biological and pathological processes, specifically in the regulation of tumorigenesis and metastasis. However, the exact prognostic role of m6A methylation regulators in early-stage clear cell renal cell carcinoma (ccRCC) is currently unknown. In the present study, a prognostic model consisting of m6A RNA methylation regulators in early stage ccRCC was constructed and the reliability of the signature was assessed by proteomics and immunohistochemistry. Additionally, the relationship between the prognostic model and tumor infiltrating immune cells within the tumor microenvironment was investigated. Gene mutation and RNA sequencing data of 19 m6A methylation regulators for early-stage ccRCC patients were extracted from The Cancer Genome Atlas (TCGA) database with the corresponding clinical information. Univariate and multivariate Cox regression analysis were applied to construct a prognostic model and the proteomic data as well as immunohistochemistry were used to validate the result. The correlations between the prognostic model and tumor infiltrating immune cells were assessed using Spearman's rank correlation analysis. A total of 192 early stage ccRCC gene mutation data as well as 261 RNA sequencing data with relative clinical data were extracted from the TCGA. The overall mutation frequency of the 19 m6A RNA methylation regulators was relatively low with 4.69%. The transcriptome data revealed that 11 genes were differentially expressed between cancer tissues and relatively normal tissues. Survival analysis highlighted four specific genes as having a significant influence on overall survival. An established model with four genes demonstrated the best predictability for early-stage ccRCC. After integrating clinical characteristics into the multivariate analysis, the model remained effective at predicting ccRCC prognosis. Spearman's rank analysis suggested several tumor infiltrating immune cells such as dendric cells, CD4 cells, CD8 T cells and macrophages were significantly correlated with the model. Proteomic data analysis as well as immunohistochemistry from the Human Protein Atlas showed that all the genes used to construct the model were differentially expressed between ccRCC and normal tissues. In conclusion, a novel m6A methylation regulators-based prognostic signature was established and validated with proteomics and immunohistochemistry. In addition, the model was significantly correlated with multiple infiltrating immune cells in tumor microenvironment.

摘要

N6-甲基腺苷(m6A)是最常见的RNA甲基化类型,被认为参与各种生物学和病理过程,特别是在肿瘤发生和转移的调控中。然而,m6A甲基化调节因子在早期透明细胞肾细胞癌(ccRCC)中的确切预后作用目前尚不清楚。在本研究中,构建了一个由早期ccRCC中m6A RNA甲基化调节因子组成的预后模型,并通过蛋白质组学和免疫组织化学评估了该特征的可靠性。此外,还研究了预后模型与肿瘤微环境中肿瘤浸润免疫细胞之间的关系。从癌症基因组图谱(TCGA)数据库中提取了19个早期ccRCC患者的m6A甲基化调节因子的基因突变和RNA测序数据以及相应的临床信息。应用单变量和多变量Cox回归分析构建预后模型,并使用蛋白质组学数据以及免疫组织化学来验证结果。使用Spearman等级相关分析评估预后模型与肿瘤浸润免疫细胞之间的相关性。从TCGA中总共提取了192个早期ccRCC基因突变数据以及261个带有相关临床数据的RNA测序数据。19个m6A RNA甲基化调节因子的总体突变频率相对较低,为4.69%。转录组数据显示,11个基因在癌组织和相对正常组织之间存在差异表达。生存分析突出显示有4个特定基因对总生存期有显著影响。一个由4个基因组成的既定模型对早期ccRCC具有最佳预测能力。将临床特征纳入多变量分析后,该模型在预测ccRCC预后方面仍然有效。Spearman等级分析表明,几种肿瘤浸润免疫细胞,如树突状细胞、CD4细胞、CD8 T细胞和巨噬细胞与该模型显著相关。来自人类蛋白质图谱的蛋白质组学数据分析以及免疫组织化学表明,用于构建模型的所有基因在ccRCC和正常组织之间均存在差异表达。总之,建立了一种基于m6A甲基化调节因子的新型预后特征,并通过蛋白质组学和免疫组织化学进行了验证。此外,该模型与肿瘤微环境中的多种浸润免疫细胞显著相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4908/9214704/fc545eaeaa03/ol-24-02-13370-g06.jpg
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