Somekh Judith, Haimovich Gal, Guterman Adi, Dori Dov, Choder Mordechai
Faculty of Industrial Engineering and Management, Technion - Israel Institute of Technology, Haifa, Israel; Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.
Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel.
PLoS One. 2014 Sep 25;9(9):e107085. doi: 10.1371/journal.pone.0107085. eCollection 2014.
Biologists are required to integrate large amounts of data to construct a working model of the system under investigation. This model is often informal and stored mentally or textually, making it prone to contain undetected inconsistencies, inaccuracies, or even contradictions, not much less than a representation in free natural language. Using Object-Process Methodology (OPM), a formal yet visual and humanly accessible conceptual modeling language, we have created an executable working model of the mRNA decay process in Saccharomyces cerevisiae, as well as the import of its components to the nucleus following mRNA decay. We show how our model, which incorporates knowledge from 43 articles, can reproduce outcomes that match the experimental findings, evaluate hypotheses, and predict new possible outcomes. Moreover, we were able to analyze the effects of the mRNA decay model perturbations related to gene and interaction deletions, and predict the nuclear import of certain decay factors, which we then verified experimentally. In particular, we verified experimentally the hypothesis that Rpb4p, Lsm1p, and Pan2p remain bound to the RNA 3'-untranslated region during the entire process of the 5' to 3' degradation of the RNA open reading frame. The model has also highlighted erroneous hypotheses that indeed were not in line with the experimental outcomes. Beyond the scientific value of these specific findings, this work demonstrates the value of the conceptual model as an in silico vehicle for hypotheses generation and testing, which can reinforce, and often even replace, risky, costlier wet lab experiments.
生物学家需要整合大量数据,以构建所研究系统的工作模型。这个模型通常是非正式的,以心理或文本形式存储,因此很容易包含未被发现的不一致、不准确甚至矛盾之处,这与用自由自然语言表述的情况相比并无太大差别。我们使用对象-过程方法学(OPM),一种形式化但直观且易于理解的概念建模语言,创建了酿酒酵母中mRNA衰变过程以及mRNA衰变后其成分向细胞核导入的可执行工作模型。我们展示了我们的模型,它整合了43篇文章中的知识,如何能够重现与实验结果相符的结果、评估假设并预测新的可能结果。此外,我们能够分析与基因和相互作用缺失相关的mRNA衰变模型扰动的影响,并预测某些衰变因子的核输入,然后我们通过实验进行了验证。特别是,我们通过实验验证了以下假设:在RNA开放阅读框从5'到3'降解的整个过程中Rpb4p、Lsm1p和Pan2p仍与RNA 3'非翻译区结合。该模型还突出了确实与实验结果不符的错误假设。除了这些具体发现的科学价值之外,这项工作还展示了概念模型作为一种用于假设生成和测试的计算机模拟工具的价值,它可以加强,甚至常常取代有风险、成本更高的湿实验室实验。