Ivanov S M, Lagunin A A, Zakharov A V, Filimonov D A, Poroĭkov V V
Biomed Khim. 2014 Jan-Feb;60(1):7-16. doi: 10.18097/pbmc20146001007.
"Peptic ulcers" is the most frequent side effect of non-steroidal anti-inflammatory drugs (NSAIDs). Experimental data indicate that pathogenesis of peptic ulcers cannot be explained only by the inhibition of cyclooxygenases. The knowledge about other molecular mechanisms of action of drugs related with development of peptic ulcers could be useful for design of new safe NSAIDs. However, considerable time and material resources are needed for corresponding experimental research. For simplification of experimental search, we have developed an approach for in silico identification of probable molecular mechanisms of action of drugs related with its side effects. We have created the set of NSAIDs containing 85 substances with data about structures and side effects. The computer program PASS (Prediction of Activity Spectra for Substances) predicting more than 3000 molecular mechanisms of action based on structural formula of substances was used to estimate unknown molecular mechanisms of action for these set of NSAIDs. Statistically significant relationships between predicted molecular mechanisms of action and development of peptic ulcers have been established. We have discovered twenty-six molecular mechanisms of action (two known previously and twenty-four new) which probably related with development of peptic ulcers. By analyzing of Gene Ontology data, signal and metabolic pathways, publications in Medline, we formulated hypotheses about the role of ten molecular mechanisms of action in pathogenesis of peptic ulcer.
消化性溃疡是非甾体抗炎药(NSAIDs)最常见的副作用。实验数据表明,消化性溃疡的发病机制不能仅用环氧化酶的抑制来解释。了解与消化性溃疡发生相关的药物其他分子作用机制,可能有助于设计新的安全NSAIDs。然而,相应的实验研究需要大量的时间和物力资源。为了简化实验搜索,我们开发了一种计算机模拟方法,用于识别与药物副作用相关的可能分子作用机制。我们创建了一组包含85种物质的NSAIDs,这些物质具有结构和副作用数据。使用基于物质结构式预测3000多种分子作用机制的计算机程序PASS(物质活性谱预测)来评估这组NSAIDs未知的分子作用机制。已建立预测的分子作用机制与消化性溃疡发生之间的统计学显著关系。我们发现了26种可能与消化性溃疡发生相关的分子作用机制(2种先前已知,24种新发现)。通过分析基因本体数据、信号和代谢途径以及医学文献数据库中的出版物,我们对10种分子作用机制在消化性溃疡发病机制中的作用提出了假设。