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鉴定 N6-甲基腺苷相关的 microRNA 预测肝细胞癌的预后和免疫治疗疗效。

The identification of N6-methyladenosine-related miRNAs predictive of hepatocellular carcinoma prognosis and immunotherapy efficacy.

机构信息

Jiangsu Cancer Centre, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, The Affiliated Cancer Hospital of Nanjing Medical University, Nanjing, Jiangsu, China.

Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China.

出版信息

Cancer Biomark. 2023;38(4):551-566. doi: 10.3233/CBM-230263.

Abstract

BACKGROUND

Hepatocellular carcinoma (HCC) has a high degree of malignancy and poor prognosis. N6-methyladenosine (m6A) modifications and microRNAs (miRNAs) play pivotal roles in tumorigenesis and development. However, the role of m6A-related miRNAs in HCC has not been clarified yet. This study aimed to identify the role of m6A-miRNAs in HCC prognosis through bioinformatics analysis.

METHODS

The clinicopathological information and RNA sequencing data of 369 HCC tumor tissues and 49 tumor-adjacent tissues were downloaded from the TCGA database. A total of 23 m6A regulators were extracted to evaluated the m6A-related miRNAs using Pearson's correlation analysis. Then, we selected prognosis-related m6A-miRNAs using a univariate Cox regression model and used the consensus cluster analysis to explore the characteristics of the m6A-miRNAs. The coefficient of the least absolute shrinkage and selection operator (LASSO) Cox regression was applied to construct a prognostic risk score model. The receiver operated characteristic (ROC) analysis was applied to evaluate the prognostic value of the signature. The biological functions of targeted genes were predicted by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses. Then, to validate the potential predictive value for prognosis, the miRNA expression profiles from the GSE76903 and GSE6857 were used. Single sample Gene Set Enrichment Analysis (ssGSEA) and Estimation of Stromal and Immune cells in Malignant Tumor tissues using Expression data (ESTIMATE) were applied to assess the immune microenvironment of HCC. Additionally, a meta-analysis was used to verify the prognostic value of the m6A-microRNAs. RT-PCR was applied to validated the expression of miRNAs in HCC tissues. Cell viability, transwell assay and RNA m6A dot blot assays of HCC cells was applied to access the function of miR-17-5p.

RESULTS

The expression of 48 m6A-related miRNAs was identified and 17 prognostic m6A-miRNAs was discovered. The expression profile of those 17 miRNAs was divided into three clusters, and these clusters were associated with the tumor microenvironment (TME) and prognosis. The nine m6A-related miRNA signature was associated with the prognosis of HCC, the AUC of the ROC was 0.771(TCGA dataset), 0.788(GSE76903) and 0.646(GSE6857). The TME and the expression of immune checkpoint molecules were associated with the risk score. The meta-analysis also validated the prognostic value of the m6A-related miRNAs (miR182-5p (HR:1.58, 95%CI:1.04-2.40) and miR-17-5p (HR:1.58, 95%CI: 1.04-2.40)). The expression of miR-17-5p was upregulated in HCC tissues and miR-17-5p showed an oncogenic role in HCC cells.

CONCLUSION

The clinical innovation is the use of m6A-miRNAs as biomarkers for predicting prognosis regarding immunotherapy response in HCC patients.

摘要

背景

肝细胞癌 (HCC) 具有高度恶性和预后不良的特点。N6-甲基腺苷 (m6A) 修饰和 microRNAs (miRNAs) 在肿瘤发生和发展中起着关键作用。然而,m6A 相关 miRNAs 在 HCC 中的作用尚未阐明。本研究旨在通过生物信息学分析鉴定 m6A-miRNAs 在 HCC 预后中的作用。

方法

从 TCGA 数据库下载 369 例 HCC 肿瘤组织和 49 例肿瘤旁组织的临床病理信息和 RNA 测序数据。提取 23 个 m6A 调节剂,使用 Pearson 相关性分析评估 m6A 相关 miRNAs。然后,我们使用单因素 Cox 回归模型选择与预后相关的 m6A-miRNAs,并使用共识聚类分析探讨 m6A-miRNAs 的特征。应用最小绝对收缩和选择算子 (LASSO) Cox 回归系数构建预后风险评分模型。通过接受者操作特征 (ROC) 分析评估该特征的预后价值。通过基因本体论 (GO) 和京都基因与基因组百科全书 (KEGG) 通路富集分析预测靶基因的生物学功能。然后,使用 GSE76903 和 GSE6857 的 miRNA 表达谱进行验证,以验证该模型对预后的潜在预测价值。单样本基因集富集分析 (ssGSEA) 和基于表达数据的恶性肿瘤组织中基质和免疫细胞的估计 (ESTIMATE) 用于评估 HCC 的免疫微环境。此外,进行荟萃分析以验证 m6A-miRNAs 的预后价值。应用 RT-PCR 验证 HCC 组织中 miRNAs 的表达。应用 HCC 细胞的细胞活力、Transwell 测定和 RNA m6A 点印迹测定来评估 miR-17-5p 的功能。

结果

鉴定出 48 个 m6A 相关 miRNAs,并发现了 17 个预后相关的 m6A-miRNAs。这些 miRNA 的表达谱分为三个聚类,这些聚类与肿瘤微环境 (TME) 和预后相关。9 个 m6A 相关 miRNA 特征与 HCC 的预后相关,ROC 的 AUC 为 0.771(TCGA 数据集)、0.788(GSE76903)和 0.646(GSE6857)。TME 和免疫检查点分子的表达与风险评分相关。荟萃分析也验证了 m6A 相关 miRNAs 的预后价值(miR-182-5p(HR:1.58,95%CI:1.04-2.40)和 miR-17-5p(HR:1.58,95%CI:1.04-2.40))。miR-17-5p 在 HCC 组织中表达上调,miR-17-5p 在 HCC 细胞中具有致癌作用。

结论

本研究的临床创新之处在于将 m6A-miRNAs 作为预测 HCC 患者免疫治疗反应预后的生物标志物。

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