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基于增强子RNA调控基因的新型稳健肝细胞癌预后模型

A Novel and Robust Prognostic Model for Hepatocellular Carcinoma Based on Enhancer RNAs-Regulated Genes.

作者信息

Zhang Wei, Chen Kegong, Tian Wei, Zhang Qi, Sun Lin, Wang Yupeng, Liu Meina, Zhang Qiuju

机构信息

Department of Biostatistics, School of Public Health, Harbin Medical University, Harbin, China.

Department of Cardio-Thoracic Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, China.

出版信息

Front Oncol. 2022 May 12;12:849242. doi: 10.3389/fonc.2022.849242. eCollection 2022.

Abstract

Evidence has demonstrated that enhancer RNAs (eRNAs) play a vital role in the progression and prognosis of cancers, but few studies have focused on the prognostic ability of eRNA-regulated genes (eRGs) for hepatocellular carcinoma (HCC). Using gene expression profiles of HCC patients from the TCGA-LIHC and eRNA expression profiles from the enhancer RNA in cancers (eRic) data portal, we developed a novel and robust prognostic signature composed of 10 eRGs based on Lasso-penalized Cox regression analysis. According to the signature, HCC patients were stratified into high- and low-risk groups, which have been shown to have significant differences in tumor immune microenvironment, immune checkpoints, HLA-related genes, DNA damage repair-related genes, Gene-set variation analysis (GSVA), and the lower half-maximal inhibitory concentration (IC50) of Sorafenib. The prognostic nomogram combining the signature, age, and TNM stage had good predictive ability in the training set (TCGA-LIHC) with the concordance index (C-index) of 0.73 and the AUCs for 1-, 3-, and 5-year OS of 0.82, 0.77, 0.74, respectively. In external validation set (GSE14520), the nomogram also performed well with the C-index of 0.71 and the AUCs for 1-, 3-, and 5-year OS of 0.74, 0.77, 0.74, respectively. In addition, an important eRG (AKR1C3) was validated using two HCC cell lines (Huh7 and MHCC-LM3) , and the results demonstrated the overexpression of AKR1C3 is related to cell proliferation, migration, and invasion in HCC. Altogether, our eRGs signature and nomogram can predict prognosis accurately and conveniently, facilitate individualized treatment, and improve prognosis for HCC patients.

摘要

已有证据表明增强子RNA(eRNA)在癌症的进展和预后中起着至关重要的作用,但很少有研究关注eRNA调控基因(eRG)对肝细胞癌(HCC)的预后能力。利用来自TCGA-LIHC的HCC患者基因表达谱和来自癌症增强子RNA(eRic)数据门户的eRNA表达谱,我们基于套索惩罚Cox回归分析开发了一种由10个eRG组成的新型且稳健的预后特征。根据该特征,HCC患者被分为高风险组和低风险组,结果显示两组在肿瘤免疫微环境、免疫检查点、HLA相关基因、DNA损伤修复相关基因、基因集变异分析(GSVA)以及索拉非尼的半数最大抑制浓度(IC50)方面存在显著差异。结合该特征、年龄和TNM分期的预后列线图在训练集(TCGA-LIHC)中具有良好的预测能力,一致性指数(C指数)为0.73,1年、3年和5年总生存期的AUC分别为0.82、0.77、0.74。在外部验证集(GSE14520)中,列线图也表现良好,C指数为0.71,1年、3年和5年总生存期的AUC分别为0.74、0.77、0.74。此外,使用两种HCC细胞系(Huh7和MHCC-LM3)验证了一个重要的eRG(AKR1C3),结果表明AKR1C3的过表达与HCC中的细胞增殖、迁移和侵袭有关。总之,我们的eRG特征和列线图可以准确、方便地预测预后,促进个体化治疗,并改善HCC患者的预后。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e2ee/9133429/d89a404e7fee/fonc-12-849242-g001.jpg

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