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一种六miRNA特征作为改善肝细胞癌预后预测和免疫浸润模式的新型生物标志物。

A six-miRNA signature as a novel biomarker for improving prediction of prognosis and patterns of immune infiltration in hepatocellular carcinoma.

作者信息

Chen Zhitao, Zhang Lele, Ding Chenchen, Ren Kuiwu, Wan Dalong, Lin Shengzhang

机构信息

Shulan (Hangzhou) Hospital Affiliated to Zhejiang Shuren University Shulan International Medical College Hangzhou 310004, Zhejiang, China.

First Affiliated Hospital, School of Medicine, Zhejiang University Hangzhou 310003, Zhejiang, China.

出版信息

Am J Transl Res. 2022 Jun 15;14(6):3610-3637. eCollection 2022.

Abstract

BACKGROUND

Hepatocellular carcinoma (HCC) is one of the leading causes of tumor-related death. MicroRNAs (miRNAs) belong to a subfamily of functional non-coding RNAs (ncRNAs) and are essential regulators of tumorigenesis. They affect tumor-related therapeutic response, tumor metastasis, and clinical outcomes of several human malignant tumors. However, the prognostic value of miRNAs and their role in the tumor immune microenvironment (TIME) of HCC have not been clarified.

MATERIALS AND METHODS

Raw RNA-sequencing data (mRNA and miRNA) and clinicopathological characteristics of HCC samples were downloaded from the TCGA-GDC database. The Perl programming language, R software, Cytoscape software, and several online databases were used to clarify the clinical significance and biological functions of miRNAs and their target genes in HCC.

RESULTS

A total of 424 mRNA-sequencing samples and 425 miRNA-sequencing samples were obtained from the TCGA database. There were 344 HCC cases with complete information in the TCGA dataset and they were randomly categorized into two subgroups. Six miRNAs were identified as independent prognostic biomarkers for HCC patients by univariate and multivariate Cox regression analysis. The constructed prognostic signature, which contains these six miRNAs, was significantly correlated with overall survival (OS). In addition, this prognostic signature is superior to single miRNA in predicting short-term prognosis of HCC patients. We also found that the prognostic signature was significantly associated with tumor-related immune cell infiltration, TIME, and immunotherapeutic response. Furthermore, a total of 4568 potential target genes of six miRNAs were identified. The miRNA-mRNA co-expression network, protein-protein interaction (PPI) network, and functional and pathway enrichment analysis demonstrated that these miRNA-related target genes have important biological effects during the initiation and progression of HCC.

CONCLUSIONS

This study demonstrates that the miRNA signature can accurately predict the prognosis of HCC patients and provide a basis for novel immunotherapy treatments.

摘要

背景

肝细胞癌(HCC)是肿瘤相关死亡的主要原因之一。微小RNA(miRNA)属于功能性非编码RNA(ncRNA)的一个亚家族,是肿瘤发生的重要调节因子。它们影响肿瘤相关的治疗反应、肿瘤转移以及几种人类恶性肿瘤的临床结局。然而,miRNA的预后价值及其在HCC肿瘤免疫微环境(TIME)中的作用尚未阐明。

材料与方法

从TCGA-GDC数据库下载HCC样本的原始RNA测序数据(mRNA和miRNA)及临床病理特征。使用Perl编程语言、R软件、Cytoscape软件和几个在线数据库来阐明miRNA及其靶基因在HCC中的临床意义和生物学功能。

结果

从TCGA数据库中获得了总共424个mRNA测序样本和425个miRNA测序样本。TCGA数据集中有344例HCC病例具有完整信息,它们被随机分为两个亚组。通过单变量和多变量Cox回归分析,鉴定出6种miRNA作为HCC患者的独立预后生物标志物。包含这6种miRNA的构建预后特征与总生存期(OS)显著相关。此外,这种预后特征在预测HCC患者短期预后方面优于单个miRNA。我们还发现预后特征与肿瘤相关免疫细胞浸润、TIME和免疫治疗反应显著相关。此外,共鉴定出6种miRNA的4568个潜在靶基因。miRNA-mRNA共表达网络、蛋白质-蛋白质相互作用(PPI)网络以及功能和通路富集分析表明,这些与miRNA相关的靶基因在HCC的发生和发展过程中具有重要的生物学作用。

结论

本研究表明,miRNA特征可以准确预测HCC患者的预后,并为新型免疫治疗提供依据。

相似文献

本文引用的文献

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Hepatocellular carcinoma.肝细胞癌。
Nat Rev Dis Primers. 2021 Jan 21;7(1):6. doi: 10.1038/s41572-020-00240-3.

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