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用于确定肝细胞癌患者预后和免疫状态的细胞焦亡相关长链非编码RNA特征的鉴定

Identification of a pyroptosis-related long noncoding RNA signature for determining the prognosis and immune status of hepatocellular carcinoma patients.

作者信息

Xu Shaohua, Fang Guoxu

机构信息

Department of Hepatobiliary and Pancreatic Surgery, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, China.

Department of Hepatopancreatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, China.

出版信息

Adv Clin Exp Med. 2025 Apr;34(4):585-596. doi: 10.17219/acem/190201.

Abstract

BACKGROUND

Despite improvements in cancer screening and diagnosis, hepatocellular carcinoma (HCC) is still diagnosed at an advanced stage, and the prognosis is worse than that of early HCC patients. Therefore, better molecular markers and therapeutic targets in HCC are required.

OBJECTIVES

We investigated the predictive value of pyroptosis-related long noncoding RNAs (lncRNAs) in HCC and the effects of these lncRNAs on the immune microenvironment of HCC.

MATERIAL AND METHODS

RNA sequencing data of HCC patients were extracted from The Cancer Genome Atlas (TCGA) database to identify differentially expressed pyroptosis-related lncRNAs related to overall survival (OS). A model was established to verify the character of pyroptosis-associated lncRNAs in the tumor microenvironment, and their prognostic value was evaluated.

RESULTS

A total of 721 PR lncRNAs were identified based on the analysis of the TCGA database. Univariate Cox analysis revealed 37 survival-related PRlncRNAs with prognostic values. As a result of least absolute shrinkage and selection operator (LASSO) regression analysis, 'ELFN-AS1', AC099850.3, AC073389.3, 'HPN-AS1', AC009283.1, and AL139289.1 showed prognostic value. Kaplan-Meier analysis indicated that the OS of the high-risk set was worse than those of the low-risk set in both the training and testing cohorts. Univariate and multivariate analyses revealed that the risk score was a better independent prognostic factor than the stage. The precision of the lncRNA signature was confirmed using receiver operating characteristic curve (ROC) analysis. Immuneand metabolism-related pathways were enriched in both the lowand high-risk groups. Gene set enrichment analysis suggested that the identified lncRNAs regulate HCC tumorigenesis and prognosis by modulating metabolism. Various algorithms were used to confirm the significant differences in immune cells between these 2 groups.

CONCLUSIONS

These findings could contribute to the development and validation of favorable biomarkers, improve the prognosis and survival of HCC, and help in developed individualized treatment plans for HCC.

摘要

背景

尽管癌症筛查和诊断有所改善,但肝细胞癌(HCC)仍在晚期被诊断出来,其预后比早期HCC患者更差。因此,需要更好的HCC分子标志物和治疗靶点。

目的

我们研究了细胞焦亡相关长链非编码RNA(lncRNA)在HCC中的预测价值以及这些lncRNA对HCC免疫微环境的影响。

材料与方法

从癌症基因组图谱(TCGA)数据库中提取HCC患者的RNA测序数据,以鉴定与总生存期(OS)相关的差异表达细胞焦亡相关lncRNA。建立模型以验证细胞焦亡相关lncRNA在肿瘤微环境中的特征,并评估其预后价值。

结果

基于TCGA数据库分析,共鉴定出721个PR lncRNA。单因素Cox分析显示37个具有预后价值的生存相关PRlncRNA。通过最小绝对收缩和选择算子(LASSO)回归分析,“ELFN-AS1”、AC099850.3、AC073389.3、“HPN-AS1”、AC009283.1和AL139289.1显示出预后价值。Kaplan-Meier分析表明,在训练和测试队列中,高风险组的OS均比低风险组差。单因素和多因素分析显示,风险评分是比分期更好的独立预后因素。使用受试者工作特征曲线(ROC)分析证实了lncRNA特征的准确性。免疫和代谢相关途径在低风险和高风险组中均有富集。基因集富集分析表明,所鉴定的lncRNA通过调节代谢来调控HCC的肿瘤发生和预后。使用各种算法证实了这两组之间免疫细胞的显著差异。

结论

这些发现有助于开发和验证有利的生物标志物,改善HCC的预后和生存率,并有助于制定HCC的个体化治疗方案。

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