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In Silico Methods for the Discovery of Orthosteric GABAB Receptor Compounds

机译:在计算机模拟方法中发现正构GABAB受体化合物

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摘要

The GABAB receptor (GABAB-R) is a heterodimeric class C G protein-coupled receptor comprised of the GABAB1a/b and GABAB2 subunits. The endogenous orthosteric agonist γ-amino-butyric acid (GABA) binds within the extracellular Venus flytrap (VFT) domain of the GABAB1a/b subunit. The receptor is associated with numerous neurological and neuropsychiatric disorders including learning and memory deficits, depression and anxiety, addiction and epilepsy, and is an interesting target for new drug development. Ligand- and structure-based virtual screening (VS) are used to identify hits in preclinical drug discovery. In the present study, we have evaluated classical ligand-based in silico methods, fingerprinting and pharmacophore mapping and structure-based in silico methods, structure-based pharmacophores, docking and scoring, and linear interaction approximation (LIA) for their aptitude to identify orthosteric GABAB-R compounds. Our results show that the limited number of active compounds and their high structural similarity complicate the use of ligand-based methods. However, by combining ligand-based methods with different structure-based methods active compounds were identified in front of DUDE-E decoys and the number of false positives was reduced, indicating that novel orthosteric GABAB-R compounds may be identified by a combination of ligand-based and structure-based in silico methods.
机译:GABAB受体(GABAB-R)是异二聚体C类C蛋白偶联受体,由GABAB1a / b和GABAB2亚基组成。内源性正构激动剂γ-氨基丁酸(GABA)结合在GABAB1a / b亚基的细胞外金星捕蝇器(VFT)域内。该受体与许多神经和神经精神疾病有关,包括学习和记忆缺陷,抑郁和焦虑,成瘾和癫痫,并且是新药开发的有趣目标。基于配体和结构的虚拟筛选(VS)用于识别临床前药物发现中的命中点。在本研究中,我们评估了基于经典配体的计算机方法,指纹图谱和药效基团作图以及基于结构的计算机方法,基于结构的药效基团,对接和评分以及线性相互作用近似(LIA)识别正构位的能力。 GABAB-R化合物。我们的结果表明,有限数量的活性化合物及其高度结构相似性使基于配体的方法的使用复杂化。然而,通过将基于配体的方法与基于不同结构的方法相结合,可以在DUDE-E诱饵之前鉴定出活性化合物,并减少了假阳性的数量,这表明可以通过配体的组合来鉴定新的正构GABAB-R化合物。基于计算机和基于结构的计算机方法。

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