Twenty first century systems toxicology approaches enable the discovery of biological pathways affected in response to active substances. Here, we briefly summarize current network approaches that facilitate the detailed mechanistic understanding of the impact of a given stimulus on a biological system. We also introduce our network-based method with two use cases and show how causal biological network models combined with computational methods provide quantitative mechanistic insights. Our approach provides a robust comparison of the transcriptional responses in different experimental systems and enables the identification of network-based biomarkers modulated in response to exposure. These advances can also be applied to pharmacology, where the understanding of disease mechanisms and adverse drug effects is imperative for the development of efficient and safe treatment options.

译文

二十一世纪系统毒理学方法能够发现对活性物质有反应的生物途径。在这里,我们简要总结了当前的网络方法,这些方法有助于对给定刺激对生物系统的影响进行详细的机械理解。我们还通过两个用例介绍了基于网络的方法,并展示了因果生物网络模型与计算方法的结合如何提供定量的机械见解。我们的方法提供了不同实验系统中转录反应的可靠比较,并能够识别响应于暴露而调制的基于网络的生物标志物。这些进展也可以应用于药理学,在药理学中,了解疾病机制和药物不良反应对于开发有效和安全的治疗选择至关重要。

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