In silico identification and verification of Tanshinone IIA-related prognostic genes in hepatocellular carcinoma.

IF 5.7 2区 医学 Q1 IMMUNOLOGY Frontiers in Immunology Pub Date : 2024-10-31 eCollection Date: 2024-01-01 DOI:10.3389/fimmu.2024.1482914
Lichao Qian, Zhongchi Xu, Tianjiong Luo, Zhao Gao, Kun Cheng, Xiaolong He, Zhongai Zhang, Shuai Ren, Yinxing Zhu
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Abstract

Background: Currently, adequate treatment and prognostic prediction means for Hepatocellular Carcinoma (HCC) haven't entered into medical vision. Tanshinone IIA (TanIIA) is a natural product, which can be utilized as a potential treatment of HCC due to its high anti-tumor activity. However, the effect on HCC prognosis, as well as the potential targets and molecular mechanism of TanIIA still remain ambiguous. Herein, we investigated them via network pharmacology, explored TanIIA-related prognostic genes by machine learning methods, and verified using molecular docking and cell experiments.

Methods: Potential TanIIA-targeted genes and HCC-related genes were obtained from the corresponding database. The Protein-Protein Interaction (PPI) network and enrichment analyses of the intersection targets were conducted. Furthermore, a TanIIA-related prognostic model was built and verified. We attempted to explore the expression of the TanIIA-related prognostic genes and evaluate its chemotherapeutic sensitivities and the immune infiltrations. Followed by exploration of anti-tumor activity on the human HCC cells Hep3B and HepG2 cell lines in vitro (CCK-8, flow cytometry and transwell assay), the docking molecular was performed. Ultimately, the corresponding protein expressions were determined by western blotting.

Results: A total of 64 intersecting targets were collected. Similarly, GO/KEGG enrichment analysis showed that TanIIA can inhibit HCC by affecting multiple pathways, especially the MAPK signaling pathway. A five-gene signature related to TanIIA was constructed on account of Least Absolute Shrinkage and Selection Operator (LASSO) Cox regression model. Among five genes, ALB, ESR1 and SRC tend to be core genes because of probable status as potential targets for sorafenib. Molecular docking results demonstrated the potential for active interaction between the core genes relevant proteins and TanIIA. Studies in vitro had shown that TanIIA regulated the expressions of Bcl-2, Bax and MMP9 in HCC cells, inhibiting their growth, inducing apoptosis and preventing cell invasion. Additionally, we are able to detect an up-regulated trend in the expression of ALB and ESR1, while a down-regulated in the expression of SRC by TanIIA.

Conclusion: Regulating the expression of TanIIA-related gene signatures (ALB, SRC and ESR1), and inhibiting the SRC/MAPK/ERK signaling axis might potentially contribute to the TanIIA treatment of HCC. And the three gene signatures could be identified for predicting the prognosis of HCC, which may provide novel biomarkers for HCC treatment.

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背景:目前,针对肝细胞癌(HCC)的适当治疗和预后预测手段尚未进入医学视野。丹参酮 IIA(TanIIA)是一种天然产物,具有很高的抗肿瘤活性,可作为治疗 HCC 的潜在药物。然而,丹参酮 IIA 对 HCC 预后的影响、潜在靶点和分子机制仍不明确。在此,我们通过网络药理学对其进行了研究,用机器学习方法探索了TanIIA相关的预后基因,并用分子对接和细胞实验进行了验证:方法:从相应的数据库中获取潜在的TanIIA靶向基因和HCC相关基因。方法:从相应的数据库中获取了潜在的 TanIIA 靶向基因和 HCC 相关基因,并对交叉靶点进行了蛋白质-蛋白质相互作用(PPI)网络和富集分析。此外,还建立并验证了TanIIA相关预后模型。我们试图探索 TanIIA 相关预后基因的表达,并评估其化疗敏感性和免疫浸润。在对人类 HCC 细胞 Hep3B 和 HepG2 细胞系进行体外抗肿瘤活性探索(CCK-8、流式细胞仪和跨孔试验)之后,我们进行了分子对接。最后,通过免疫印迹法测定了相应的蛋白质表达:结果:共收集到 64 个交叉靶标。同样,GO/KEGG富集分析表明,TanIIA可通过影响多种通路,尤其是MAPK信号通路来抑制HCC。根据最小绝对收缩和选择操作器(LASSO)Cox回归模型,构建了与TanIIA相关的5个基因特征。在五个基因中,ALB、ESR1和SRC因可能成为索拉非尼的潜在靶点而成为核心基因。分子对接结果表明,核心基因的相关蛋白与 TanIIA 之间可能存在活跃的相互作用。体外研究表明,TanIIA 能调节 HCC 细胞中 Bcl-2、Bax 和 MMP9 的表达,抑制细胞生长、诱导细胞凋亡并防止细胞侵袭。此外,我们还发现 TanIIA 有上调 ALB 和 ESR1 表达,下调 SRC 表达的趋势:结论:调节TanIIA相关基因(ALB、SRC和ESR1)的表达,抑制SRC/MAPK/ERK信号轴可能有助于TanIIA治疗HCC。这三个基因特征可用于预测HCC的预后,从而为HCC的治疗提供新的生物标志物。
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来源期刊
CiteScore
9.80
自引率
11.00%
发文量
7153
审稿时长
14 weeks
期刊介绍: Frontiers in Immunology is a leading journal in its field, publishing rigorously peer-reviewed research across basic, translational and clinical immunology. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Immunology is the official Journal of the International Union of Immunological Societies (IUIS). Encompassing the entire field of Immunology, this journal welcomes papers that investigate basic mechanisms of immune system development and function, with a particular emphasis given to the description of the clinical and immunological phenotype of human immune disorders, and on the definition of their molecular basis.
期刊最新文献
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