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A 3D similarity method for scaffold hopping from known drugs or natural ligands to new chemotypes.

机译:从已知药物或天然配体到新化学型的支架跳跃的3D相似性方法。

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摘要

A primary goal of 3D similarity searching is to find compounds with similar bioactivity to a reference ligand but with different chemotypes, i.e., "scaffold hopping". However, an adequate description of chemical structures in 3D conformational space is difficult due to the high-dimensionality of the problem. We present an automated method that simplifies flexible 3D chemical descriptions in which clustering techniques traditionally used in data mining are exploited to create fuzzy pharmacophores). The representations can be used for flexible 3D similarity searching given one or more active compounds without a priori knowledge of bioactive conformations or pharmacophores. We demonstrate that similarity searching with FEPOPS significantly enriches for actives taken from in-house high-throughput screening datasets and from MDDR activity classes COX-2, 5-HT3A, and HIV-RT, while also scaffold or ring-system hopping to new chemical frameworks. Further, inhibitors of target proteins (dopamine 2 and retinoic acid receptor) are recalled by FEPOPS by scaffold hopping from their associated endogenous ligands (dopamine and retinoic acid). Importantly, the method excels in comparison to commonly used 2D similarity methods (DAYLIGHT, MACCS, Pipeline Pilot fingerprints) and a commercial 3D method (Pharmacophore Distance Triplets) at finding novel scaffold classes given a single query molecule.
机译:3D相似性搜索的主要目的是找到与参考配体具有相似生物活性但化学型不同的化合物,即“支架跳跃”。但是,由于问题的高维度性,很难对3D构象空间中的化学结构进行充分的描述。我们提出了一种自动化的方法,可简化灵活的3D化学描述,其中传统上用于数据挖掘的聚类技术可用于创建模糊药效团。该表示可用于给定一种或多种活性化合物的灵活3D相似性搜索,而无需事先了解生物活性构象或药效团。我们证明,与FEPOPS的相似性搜索显着丰富了从内部高通量筛选数据集和MDDR活性类别COX-2、5-HT3A和HIV-RT提取的活性物质,同时还可以将脚手架或环系统跳跃到新化学物质上构架。此外,FEPOPS通过支架跳跃从其相关的内源配体(多巴胺和维甲酸)中回收了目标蛋白(多巴胺2和视黄酸受体)的抑制剂。重要的是,该方法与常用的2D相似性方法(DAYLIGHT,MACCS,管道试验指纹)和商业3D方法(Pharmacophore Distance Triplets)相比,在给定单个查询分子的情况下发现新颖的支架类时表现出色。

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