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生物信息学分析整合揭示ZNF248作为肝癌潜在的预后和免疫治疗生物标志物:机器学习与实验证据

Integration of bioinformatics analysis reveals ZNF248 as a potential prognostic and immunotherapeutic biomarker for LIHC: machine learning and experimental evidence.

作者信息

Weng Lifang, Cheng Zhicheng, Qiu Zhisong, Shi Jin, Chen Libin, He Chunsheng, Wang Lijuan, Jin Feng

机构信息

Department of Gastroenterology, Cangshan Hospital, The 900Th Hospital of Joint Logistics Support Force of Chinese People's Liberation Army Fuzhou, Fujian, The People's Republic of China.

出版信息

Am J Cancer Res. 2024 Nov 15;14(11):5230-5250. doi: 10.62347/CDUS5096. eCollection 2024.

Abstract

Liver hepatocellular carcinoma (LIHC) is a major contributor to cancer-related mortality worldwide, posing substantial diagnostic and therapeutic challenges. Although zinc finger proteins (ZNFs) are known to play a role in LIHC, the specific function of ZNF248 remains poorly understood. In this study, we analyzed genomic and clinical data from The Cancer Genome Atlas (TCGA) to elucidate the role of ZNF248 through differential expression analysis, bioenrichment, immune response correlation, and drug sensitivity evaluation. Machine learning was employed to identify prognostic signatures derived from ZNF248, which were further validated using Receiver Operating Characteristic (ROC) analysis. Functional assays, including Western blot and rescue experiments, were performed to assess the impact of ZNF248 on the PI3K/AKT signaling pathway. Our results demonstrate that ZNF248 is significantly overexpressed in LIHC patients and is associated with poor prognosis. Bioenrichment analysis revealed activation of oncogenic pathways, and elevated ZNF248 expression correlated with increased immune cell infiltration and enhanced immune scores, thereby influencing both immunotherapy response and drug sensitivity. Functional assays further confirmed that ZNF248 promotes LIHC progression and invasion, while silencing ZNF248 inhibited the PI3K/AKT pathway - a phenomenon reversible by the AKT activator SC79. These findings suggest that ZNF248 contributes to LIHC progression through the PI3K/AKT pathway and may represent a novel immunotherapeutic target and prognostic biomarker for LIHC.

摘要

肝细胞癌(LIHC)是全球癌症相关死亡的主要原因,带来了巨大的诊断和治疗挑战。尽管已知锌指蛋白(ZNFs)在LIHC中发挥作用,但ZNF248的具体功能仍知之甚少。在本研究中,我们分析了来自癌症基因组图谱(TCGA)的基因组和临床数据,通过差异表达分析、生物富集、免疫反应相关性和药物敏感性评估来阐明ZNF248的作用。采用机器学习来识别源自ZNF248的预后特征,并使用受试者工作特征(ROC)分析进一步验证。进行了包括蛋白质免疫印迹和挽救实验在内的功能测定,以评估ZNF248对PI3K/AKT信号通路的影响。我们的结果表明,ZNF248在LIHC患者中显著过表达,且与预后不良相关。生物富集分析揭示了致癌途径的激活,ZNF248表达升高与免疫细胞浸润增加和免疫评分增强相关,从而影响免疫治疗反应和药物敏感性。功能测定进一步证实,ZNF248促进LIHC进展和侵袭,而沉默ZNF248可抑制PI3K/AKT通路——这一现象可被AKT激活剂SC79逆转。这些发现表明,ZNF248通过PI3K/AKT通路促进LIHC进展,可能代表了一种新的LIHC免疫治疗靶点和预后生物标志物。

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Cancer immunotherapies: advances and bottlenecks.癌症免疫疗法:进展与瓶颈。
Front Immunol. 2023 Aug 24;14:1212476. doi: 10.3389/fimmu.2023.1212476. eCollection 2023.

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