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Using Functional Signature Ontology (FUSION) to Identify Mechanisms of Action for Natural Products

机译:使用功能签名本体(FUSION)识别天然产物的作用机制

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摘要

A challenge for biomedical research is the development of pharmaceuticals that appropriately target disease mechanisms. Natural products can be a rich source of bioactive chemicals for medicinal applications but can act through unknown mechanisms and can be difficult to produce or obtain. To address these challenges, we developed a new marine-derived, renewable natural products resource and a method for linking bioactive derivatives of this library to the proteins and biological processes that they target in cells. We used cell-based screening and computational analysis to match gene expression signatures produced by natural products to those produced by siRNA and synthetic microRNA libraries. With this strategy, we matched proteins and microRNAs with diverse biological processes and also identified putative protein targets and mechanisms of action for several previously undescribed marine-derived natural products. We confirmed mechanistic relationships for selected short-interfering RNAs, microRNAs, and compounds with functional roles in autophagy, chemotaxis mediated by discoidin domain receptor 2, or activation of the kinase AKT. Thus, this approach may be an effective method for screening new drugs while simultaneously identifying their targets.
机译:生物医学研究面临的挑战是开发可针对疾病机制的药物。天然产物可以为医学应用提供丰富的生物活性化学物质,但是可以通过未知的机制起作用,并且可能难以生产或获得。为了应对这些挑战,我们开发了一种新的海洋来源的可再生天然产物资源,并将该文库的生物活性衍生物与它们靶向细胞的蛋白质和生物过程相链接的方法。我们使用基于细胞的筛选和计算分析来将天然产物产生的基因表达特征与siRNA和合成microRNA文库产生的特征进行匹配。通过这种策略,我们将蛋白质和microRNA与多种生物过程进行了匹配,还确定了一些先前未描述的海洋来源天然产物的假定蛋白质靶标和作用机制。我们证实了选定的短干扰RNA,微小RNA和在自噬,由盘状蛋白结构域受体2介导的趋化作用或激酶AKT激活中具有功能性作用的化合物的机制关系。因此,该方法可能是筛选新药同时确定其靶标的有效方法。

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