El-Hachem Nehme, Grossmann Patrick, Blanchet-Cohen Alexis, Bateman Alain R, Bouchard Nicolas, Archambault Jacques, Aerts Hugo J W L, Haibe-Kains Benjamin
Integrative systems biology, Institut de Recherches Cliniques de Montréal, Montreal, Quebec, Canada.
Environ Health Perspect. 2016 Mar;124(3):313-20. doi: 10.1289/ehp.1409157. Epub 2015 Jul 14.
Genome-wide expression profiling is increasingly being used to identify transcriptional changes induced by drugs and environmental stressors. In this context, the Toxicogenomics Project-Genomics Assisted Toxicity Evaluation system (TG-GATEs) project generated transcriptional profiles from rat liver samples and human/rat cultured primary hepatocytes exposed to more than 100 different chemicals.
To assess the capacity of the cell culture models to recapitulate pathways induced by chemicals in vivo, we leveraged the TG-GATEs data set to compare the early transcriptional responses observed in the liver of rats treated with a large set of chemicals with those of cultured rat and human primary hepatocytes challenged with the same compounds in vitro.
We developed a new pathway-based computational pipeline that efficiently combines gene set enrichment analysis (GSEA) using pathways from the Reactome database with biclustering to identify common modules of pathways that are modulated by several chemicals in vivo and in vitro across species.
We found that some chemicals induced conserved patterns of early transcriptional responses in in vitro and in vivo settings, and across human and rat genomes. These responses involved pathways of cell survival, inflammation, xenobiotic metabolism, oxidative stress, and apoptosis. Moreover, our results support the transforming growth factor beta receptor (TGF-βR) signaling pathway as a candidate biomarker associated with exposure to environmental toxicants in primary human hepatocytes.
Our integrative analysis of toxicogenomics data provides a comprehensive overview of biochemical perturbations affected by a large panel of chemicals. Furthermore, we show that the early toxicological response occurring in animals is recapitulated in human and rat primary hepatocyte cultures at the molecular level, indicating that these models reproduce key pathways in response to chemical stress. These findings expand our understanding and interpretation of toxicogenomics data from human hepatocytes exposed to environmental toxicants.
全基因组表达谱分析越来越多地用于识别药物和环境应激源诱导的转录变化。在此背景下,毒理基因组学项目 - 基因组辅助毒性评估系统(TG - GATEs)项目生成了来自大鼠肝脏样本以及暴露于100多种不同化学物质的人/大鼠原代培养肝细胞的转录谱。
为了评估细胞培养模型重现化学物质在体内诱导的通路的能力,我们利用TG - GATEs数据集比较了用大量化学物质处理的大鼠肝脏中观察到的早期转录反应与体外受到相同化合物刺激的大鼠和人原代肝细胞的早期转录反应。
我们开发了一种基于新通路的计算流程,该流程有效地将使用来自Reactome数据库的通路进行的基因集富集分析(GSEA)与双聚类相结合,以识别在体内和体外跨物种受多种化学物质调节的常见通路模块。
我们发现一些化学物质在体外和体内环境以及跨人类和大鼠基因组中诱导了保守的早期转录反应模式。这些反应涉及细胞存活、炎症、异生物质代谢、氧化应激和细胞凋亡通路。此外,我们的结果支持转化生长因子β受体(TGF - βR)信号通路作为与原代人肝细胞暴露于环境毒物相关的候选生物标志物。
我们对毒理基因组学数据的综合分析提供了受大量化学物质影响的生化扰动的全面概述。此外,我们表明动物中发生的早期毒理学反应在人及大鼠原代肝细胞培养物中在分子水平上得到重现,表明这些模型重现了对化学应激的关键通路。这些发现扩展了我们对暴露于环境毒物的人肝细胞毒理基因组学数据的理解和解释。