Agioutantis Panagiotis C, Kotsikoris Vasilios, Kolisis Fragiskos N, Loutrari Heleni
G.P. Livanos and M. Simou Laboratories, 1st Department of Critical Care Medicine & Pulmonary Services, Evangelismos Hospital, Medical School, National Kapodistrian University of Athens, 3 Ploutarchou Str., Athens 10675, Greece.
Biotechnology Laboratory, School of Chemical Engineering, National Technical University of Athens, 5 Iroon Polytechniou Str., Zografou Campus, Athens 15780, Greece.
Comput Struct Biotechnol J. 2020 Mar 18;18:686-695. doi: 10.1016/j.csbj.2020.03.006. eCollection 2020.
Hepatocellular carcinoma (HCC) is an essentially incurable inflammation-related cancer. We have previously shown by network analysis of proteomic data that the flavonoids epigallocatechin gallate (EGCG) and fisetin (FIS) efficiently downregulated pro-tumor cytokines released by HCC through inhibition of Akt/mTOR/RPS6 phospho-signaling. However, their mode of action at the global transcriptome level remains unclear. Herein, we endeavor to compare gene expression alterations mediated by these compounds through a comprehensive transcriptome analysis based on RNA-seq in HEP3B, a responsive HCC cell line, upon perturbation with a mixture of prototypical stimuli mimicking conditions of tumor microenvironment or under constitutive state. Analysis of RNA-seq data revealed extended changes on HEP3B transcriptome imposed by test nutraceuticals. Under stimulated conditions, EGCG and FIS significantly modified, compared to the corresponding control, the expression of 922 and 973 genes, respectively, the large majority of which (695 genes), was affected by both compounds. Hierarchical clustering based on the expression data of shared genes demonstrated an almost identical profile in nutraceutical-treated stimulated cells which was virtually opposite in cells exposed to stimuli alone. Downstream enrichment analyses of the co-modified genes uncovered significant associations with cancer-related transcription factors as well as terms of Gene Ontology/Reactome Pathways and highlighted ECM dynamics as a nodal modulation point by nutraceuticals along with angiogenesis, inflammation, cell motility and growth. RNA-seq data for selected genes were independently confirmed by RT-qPCR. Overall, the present systems approach provides novel evidence stepping up the mechanistic understanding of test nutraceuticals, thus rationalizing their clinical exploitation in new preventive/therapeutic modalities against HCC.
肝细胞癌(HCC)是一种基本上无法治愈的炎症相关癌症。我们之前通过蛋白质组学数据的网络分析表明,黄酮类化合物表没食子儿茶素没食子酸酯(EGCG)和非瑟酮(FIS)通过抑制Akt/mTOR/RPS6磷酸信号传导,有效下调了HCC释放的促肿瘤细胞因子。然而,它们在整体转录组水平上的作用模式仍不清楚。在此,我们试图通过基于RNA测序的全面转录组分析,比较这些化合物在模拟肿瘤微环境条件的典型刺激混合物扰动下或在组成状态下,对反应性HCC细胞系HEP3B介导的基因表达变化。RNA测序数据分析揭示了受试营养保健品对HEP3B转录组产生的广泛变化。在刺激条件下,与相应对照相比,EGCG和FIS分别显著改变了922个和973个基因的表达,其中绝大多数(695个基因)受到这两种化合物的影响。基于共享基因表达数据的层次聚类显示,在营养保健品处理的刺激细胞中,其表达谱几乎相同,而在仅暴露于刺激的细胞中则几乎相反。对共同修饰基因的下游富集分析发现,这些基因与癌症相关转录因子以及基因本体论/反应组途径的术语存在显著关联,并突出了细胞外基质动态作为营养保健品的一个节点调节点,同时还有血管生成、炎症、细胞运动和生长。所选基因的RNA测序数据通过RT-qPCR得到独立验证。总体而言,目前的系统方法提供了新的证据,加强了对受试营养保健品作用机制的理解,从而使其在针对HCC的新预防/治疗模式中的临床应用合理化。