Integration Analysis of m6A Regulators and m6A-Related Genes in Hepatocellular Carcinoma

Jingdun Xie, Zhenhua Qi, Xiaoling Luo, Fang Yan, W. Xing, W. Zeng, Dongtai Chen, Qiang Li
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Abstract

Background: N6-Methyladenosine (m6A) RNA methylation of eukaryotic mRNA is involved in the progression of various tumors. We aimed to investigate m6A-related genes and m6A regulators in hepatocellular carcinoma (HCC) and their association with prognosis in HCC.Methods: We downloaded liver cancer sample data from The Cancer Genome Atlas (TCGA) and the International Cancer Genome Consortium database. A total of 21 m6A regulators and 1258 m6A-related genes were then analyzed by consensus clustering, Spearman’s correlation, GO, KEGG, LASSO Cox regression, and univariate Cox regression analyses. Finally, we constructed a risk prognostic model.Results: We obtained 192 candidate m6A-related genes and 3 m6A regulators, including YTHDF1, YTHDF2, and YTHDC1. The expression of these genes and regulators differed significantly in different stages of HCC. Based on Cox regression analysis, 19 of 98 m6A-related prognostic genes were obtained to construct a risk score model. The 1- and 3-year area under the curves (AUCs) among HCC patients were greater than 0.7. Finally, based on analysis of mutation differences between high- and low-risk score groups, we determined that TP53 had the highest mutation frequency in the high-risk HCC patient group, whereas titin (TTN) had the highest mutation frequency in the low-risk HCC patient group.Conclusion: This study comprehensively analyzed m6A regulators and m6A-related genes through an integrated bioinformatic analysis, including expression, clustering, protein–protein interaction, and prognosis, thus providing novel insights into the roles of m6A regulators and m6A-related genes in HCC.
肝细胞癌中m6A调控因子与m6A相关基因的整合分析
背景:真核生物mRNA的n6 -甲基腺苷(m6A) RNA甲基化参与多种肿瘤的进展。我们旨在研究肝细胞癌(HCC)中m6A相关基因和m6A调节因子及其与HCC预后的关系。方法:从癌症基因组图谱(TCGA)和国际癌症基因组联盟数据库中下载肝癌样本数据。通过共识聚类、Spearman相关、GO、KEGG、LASSO Cox回归和单变量Cox回归分析,共分析了21个m6A调控因子和1258个m6A相关基因。最后,我们构建了风险预测模型。结果:我们获得了192个候选m6A相关基因和3个m6A调控因子,包括YTHDF1、YTHDF2和YTHDC1。这些基因和调节因子的表达在HCC的不同阶段有显著差异。通过Cox回归分析,获得98个m6a相关预后基因中的19个,构建风险评分模型。HCC患者1年和3年曲线下面积(auc)均大于0.7。最后,通过分析高、低危评分组间的突变差异,我们确定TP53在高危HCC患者组中突变频率最高,而titin (TTN)在低危HCC患者组中突变频率最高。结论:本研究通过综合生物信息学分析,从表达、聚类、蛋白-蛋白相互作用、预后等方面全面分析了m6A调节因子及m6A相关基因,为m6A调节因子及m6A相关基因在HCC中的作用提供了新的认识。
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