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与肝细胞癌异质性和预后相关的关键微小RNA相关基因的生物信息学鉴定

Bioinformatics identification of key microRNA-correlated genes associated with hepatocellular carcinoma heterogeneity and prognosis.

作者信息

Su Guomiao, Li Yanxi, Wang Juan, Liu Shiyue, Pan Guoqing, Zhan Dong

机构信息

Department of Pathology, First Affiliated Hospital of Kunming Medical University, Kunming, China.

Clinical Laboratory, Yunnan Province Third People's Hospital, Kunming, China.

出版信息

BMC Gastroenterol. 2025 Jul 1;25(1):452. doi: 10.1186/s12876-025-04031-6.

DOI:10.1186/s12876-025-04031-6
PMID:40596892
Abstract

Hepatocellular carcinoma (HCC) represents the most prevalent histological subtype of primary liver cancer. This study aimed to establish a miRNA-related prognostic genes signature, providing a theoretical framework for prognosis and therapy in patients with HCC. The miRNA-correlated (MIRcor) genes were identified through correlation analysis of miRNA-mRNA relationships from three databases. Consensus clustering was then applied to HCC samples based on these MIRcor genes. Differentially expressed genes (DEGs) between HCC and normal samples, as well as between subtypes with the most significant survival differences, were extracted. Subtype-and-tumor common DEGs were identified by intersecting these DEGs. Prognostic genes were derived using univariate Cox and least absolute shrinkage and selection operator (LASSO) regression analyses. A risk model was developed with the The Cancer Genome Atlas-Hepatocellular Carcinoma (TCGA-HCC) dataset and validated in the International Cancer Genome Consortium-Hepatocellular Carcinoma (ICGC-HCC) dataset, while independent prognostic predictors were confirmed through Cox analysis. Additionally, an immune microenvironment analysis was conducted to compare high- and low-risk groups. From the subtype-and-tumor common DEGs, five prognostic genes were identified and used to construct a prognostic gene signature. Expression of these genes was further validated at both protein and mRNA levels via Western blotting and Reverse Transcription Polymerase Chain Reaction (RT-PCR). The risk score and T stage emerged as reliable independent prognostic predictors. We observed significant differences in the abundance of 11 types of immune cells between the high-risk and low-risk groups. All five prognostic genes were expressed at significantly higher levels in normal liver tissues than in HCC tumor tissues. A risk model based on these genes offers a theoretical basis and valuable reference for HCC management.

摘要

肝细胞癌(HCC)是原发性肝癌中最常见的组织学亚型。本研究旨在建立一种与miRNA相关的预后基因特征,为HCC患者的预后和治疗提供理论框架。通过对来自三个数据库的miRNA - mRNA关系进行相关性分析,确定了与miRNA相关的(MIRcor)基因。然后基于这些MIRcor基因对HCC样本进行一致性聚类。提取HCC与正常样本之间以及生存差异最显著的亚型之间的差异表达基因(DEG)。通过对这些DEG进行交叉分析,确定亚型和肿瘤共同的DEG。使用单变量Cox和最小绝对收缩和选择算子(LASSO)回归分析得出预后基因。利用癌症基因组图谱 - 肝细胞癌(TCGA - HCC)数据集建立风险模型,并在国际癌症基因组联盟 - 肝细胞癌(ICGC - HCC)数据集中进行验证,同时通过Cox分析确认独立的预后预测因子。此外,进行了免疫微环境分析以比较高风险和低风险组。从亚型和肿瘤共同的DEG中,鉴定出五个预后基因并用于构建预后基因特征。通过蛋白质印迹和逆转录聚合酶链反应(RT - PCR)在蛋白质和mRNA水平进一步验证了这些基因的表达。风险评分和T分期是可靠的独立预后预测因子。我们观察到高风险组和低风险组之间11种免疫细胞的丰度存在显著差异。所有五个预后基因在正常肝组织中的表达水平均显著高于HCC肿瘤组织。基于这些基因的风险模型为HCC管理提供了理论基础和有价值的参考。

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本文引用的文献

1
MicroRNA in cancer therapy: breakthroughs and challenges in early clinical applications.癌症治疗中的微小RNA:早期临床应用的突破与挑战
J Exp Clin Cancer Res. 2025 Apr 21;44(1):126. doi: 10.1186/s13046-025-03391-x.
2
ADH1C maintains the homeostasis of metabolic microenvironment to inhibit steatotic hepatocellular carcinoma.乙醇脱氢酶1C维持代谢微环境的稳态以抑制脂肪变性的肝细胞癌。
Metabolism. 2025 Jul;168:156267. doi: 10.1016/j.metabol.2025.156267. Epub 2025 Apr 13.
3
Investigation of mitochondrial DNA methylation-related prognostic biomarkers in hepatocellular carcinoma using The Cancer Genome Atlas (TCGA) database.
利用癌症基因组图谱(TCGA)数据库研究肝细胞癌中线粒体DNA甲基化相关的预后生物标志物。
Transl Cancer Res. 2025 Mar 30;14(3):2095-2112. doi: 10.21037/tcr-2025-546. Epub 2025 Mar 27.
4
Relationship between retinol metabolism and hepatocellular carcinoma: a comprehensive analysis of Mendelian randomization, prognostic characteristic and experiment.视黄醇代谢与肝细胞癌之间的关系:孟德尔随机化、预后特征及实验的综合分析
Discov Oncol. 2025 Apr 11;16(1):513. doi: 10.1007/s12672-025-02295-8.
5
The GLOBOCAN 2022 cancer estimates: Data sources, methods, and a snapshot of the cancer burden worldwide.《2022年全球癌症统计报告》:数据来源、方法及全球癌症负担概述
Int J Cancer. 2025 Apr 1;156(7):1336-1346. doi: 10.1002/ijc.35278. Epub 2024 Dec 17.
6
miRNAs in HCC, pathogenesis, and targets.肝癌中的微小RNA、发病机制及靶点。
Hepatology. 2024 Nov 29. doi: 10.1097/HEP.0000000000001177.
7
Prognostic significance of combined PCPE-1 and α-fetoprotein for hepatocellular carcinoma.PCPE-1与甲胎蛋白联合检测对肝细胞癌的预后意义
Transl Oncol. 2025 Jan;51:102185. doi: 10.1016/j.tranon.2024.102185. Epub 2024 Nov 9.
8
Epigenetic modification of hepatitis B virus infection and related hepatocellular carcinoma.乙型肝炎病毒感染及其相关肝细胞癌的表观遗传修饰。
Virulence. 2024 Dec;15(1):2421231. doi: 10.1080/21505594.2024.2421231. Epub 2024 Nov 20.
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Diagnostics (Basel). 2024 Oct 13;14(20):2278. doi: 10.3390/diagnostics14202278.
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Int J Mol Sci. 2024 Sep 30;25(19):10558. doi: 10.3390/ijms251910558.