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Amber GPU-TI 软件的计算机模拟定位类似扫描

In Silico Positional Analogue Scanning with Amber GPU-TI.

机构信息

Alkermes, Inc., 852 Winter Street, Waltham, Massachusetts 02451-1420, United States.

出版信息

J Chem Inf Model. 2022 Sep 26;62(18):4448-4459. doi: 10.1021/acs.jcim.2c00860. Epub 2022 Sep 2.

Abstract

Positional analogue scanning (PAS) is an accepted strategy for multiparameter lead optimization (MPO) in drug discovery. Small structural changes as introduced by PAS can lead to 10-fold changes in binding potency in ∼10-20% of cases, a significant parameter shift irrespective of other MPO objectives. Sometimes performing a complete PAS is challenging due to resource and time constraints, building block availability, or difficulty in synthesis. Calculating relative binding free energies (RBFEs) for all positions can contribute to prioritizing the most promising analogues for synthesis. We tested a well-established RBFE calculation method, Amber GPU-TI, for 20 positional analogue scans in 14 test systems (cyclin-dependent kinase 8 (CDK8), hepatitis C virus nonstructural protein 5B (HCV NS5B), tankyrase, RAC-α serine/threonine-protein kinase (Akt), phosphodiesterase 1B (PDE1B), orexin/hypocretin receptor type 1 (OX1R), orexin/hypocretin receptor type 2 (OX2R), histone acetyltransferase K (lysine) acetyltransferase 6A (KAT6A), peroxisome proliferator-activated receptor γ (PPARγ), extracellular signal-regulated kinases (ERK1/2), coactivator-associated arginine methyltransferase 1 (PRMT4), αβ, bromodomain 1 (BD1), human immunodeficiency virus-1 (HIV-1) entry) involving nitrogen, methyl, halogen, methoxy, and hydroxyl scans with at least four analogues per set. Among the 66 analogue positions explored, we found that in 18 cases Amber GPU-TI calculations predicted a more than 10-fold change in potency. In all of these cases, the experimentally observed direction of potency changes agreed with the predictions. In 16 cases, more than 10-fold changes in experimental potency were observed. Again, in all of these cases, Amber GPU-TI predicted the direction of the potency changes correctly. In none of these cases would a decision made for or against synthesis based on a 10-fold change in potency have resulted in missing an important analogue. Therefore, in silico RBFE calculations using Amber GPU-TI can meaningfully contribute to the prioritization of positional analogues before synthesis.

摘要

定位模拟扫描(PAS)是药物发现中多参数先导优化(MPO)的一种公认策略。通过 PAS 引入的小结构变化可能导致结合效力发生 10 倍变化,这是一个显著的参数变化,无论其他 MPO 目标如何。有时由于资源和时间限制、构建块可用性或合成难度,进行完整的 PAS 具有挑战性。计算所有位置的相对结合自由能(RBFEs)有助于优先考虑最有前途的合成类似物。我们测试了一种经过验证的 RBFE 计算方法 Amber GPU-TI,用于 14 个测试系统中的 20 个位置模拟扫描(细胞周期蛋白依赖性激酶 8(CDK8)、丙型肝炎病毒非结构蛋白 5B(HCV NS5B)、坦克酶、RAC-α丝氨酸/苏氨酸蛋白激酶(Akt)、磷酸二酯酶 1B(PDE1B)、食欲素/下丘脑分泌素受体 1(OX1R)、食欲素/下丘脑分泌素受体 2(OX2R)、组蛋白乙酰转移酶 K(赖氨酸)乙酰转移酶 6A(KAT6A)、过氧化物酶体增殖物激活受体 γ(PPARγ)、细胞外信号调节激酶(ERK1/2)、共激活剂相关精氨酸甲基转移酶 1(PRMT4)、αβ、溴结构域 1(BD1)、人类免疫缺陷病毒 1(HIV-1)进入),涉及氮、甲基、卤素、甲氧基和羟基扫描,每组至少有四个类似物。在所探索的 66 个类似物位置中,我们发现 Amber GPU-TI 计算在 18 个案例中预测了效力超过 10 倍的变化。在所有这些情况下,实验观察到的效力变化方向与预测结果一致。在 16 个案例中,实验效力发生了超过 10 倍的变化。同样,在所有这些情况下,Amber GPU-TI 都正确预测了效力变化的方向。在这些案例中,基于效力变化 10 倍的合成决策都不会错过重要的类似物。因此,使用 Amber GPU-TI 的基于计算机的 RBFE 计算可以在合成前对位置类似物的优先级排序提供有意义的贡献。

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