A Hit Prioritization Strategy for Compound Library Screening Using LiP-MS and Molecular Dynamics Simulations Applied to KRas G12D Inhibitors

IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL
Foroughsadat Absar, , , Brandon Novy, , , Edith Nagy, , , Evgeniy V. Petrotchenko, , , Konstantin I. Popov*, , , Jason B. Cross, , , Roopa Thapar*, , and , Christoph H. Borchers*, 
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Abstract

An important step in screening small-molecule libraries for drug discovery is hit prioritization and validation in order to rule out false positives. This is usually performed using biochemical and biophysical assays, so the development of orthogonal assays that are highly sensitive and can accelerate the hit-to-lead process would be valuable. Limited proteolysis combined with mass spectrometry (LiP-MS) is a technique used to study changes in protein structure upon ligand binding. In LiP-MS, proteins are exposed to low concentrations of proteases under native conditions. The resulting proteolytic patterns are sensitive to the protein structure near the cleavage site, which can change upon ligand binding. We have characterized the interaction of small-molecule inhibitors of the KRas G12D mutant oncoprotein by LiP-MS combined with molecular dynamics (MD). Intact mass spectrometry and top-down analysis were used to detect and identify KRas G12D cleavage products in the presence and absence of inhibitors, thereby locating the cleavage sites within the protein. Cleavage sites that were found to be protected upon compound binding correlated well with the switch II binding site. The degree of cleavage depended on the binding affinity and the presence of specific functional groups in the inhibitor’s structure. A comparison of MD simulations for the ligand-free and ligand-bound proteins revealed the atomistic mechanisms by which the cleavage sites, located in flexible and disordered regions, were stabilized upon compound binding. We suggest that LiP-MS combined with MD (LiP-MS-MD) could be valuable in small-molecule screening campaigns and can be added to the current list of methods for high-quality hit selection in early stage drug discovery.

Abstract Image

基于LiP-MS和KRas G12D抑制剂分子动力学模拟的化合物文库筛选命中优先策略
筛选用于药物发现的小分子文库的一个重要步骤是命中优先级和验证,以排除假阳性。这通常是通过生化和生物物理分析来完成的,因此开发高度敏感的正交试验,可以加速hit-to-lead过程,将是有价值的。有限蛋白水解结合质谱(LiP-MS)是一种用于研究配体结合时蛋白质结构变化的技术。在LiP-MS中,蛋白质在天然条件下暴露于低浓度的蛋白酶中。由此产生的蛋白质水解模式对裂解位点附近的蛋白质结构敏感,这些结构可以在配体结合时发生变化。我们通过LiP-MS结合分子动力学(MD)表征了KRas G12D突变癌蛋白的小分子抑制剂的相互作用。完整质谱法和自上而下的分析方法用于检测和鉴定KRas G12D在抑制剂存在和不存在的情况下的裂解产物,从而定位蛋白质内的裂解位点。发现在化合物结合时受到保护的切割位点与开关II结合位点具有良好的相关性。裂解程度取决于结合亲和力和抑制剂结构中特定官能团的存在。通过对无配体和结合配体蛋白的MD模拟比较,揭示了位于柔性和无序区域的切割位点在化合物结合后稳定的原子机制。我们认为LiP-MS联合MD (LiP-MS-MD)可能在小分子筛选活动中有价值,并且可以添加到当前的方法列表中,用于早期药物发现的高质量命中选择。
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来源期刊
Analytical Chemistry
Analytical Chemistry 化学-分析化学
CiteScore
12.10
自引率
12.20%
发文量
1949
审稿时长
1.4 months
期刊介绍: Analytical Chemistry, a peer-reviewed research journal, focuses on disseminating new and original knowledge across all branches of analytical chemistry. Fundamental articles may explore general principles of chemical measurement science and need not directly address existing or potential analytical methodology. They can be entirely theoretical or report experimental results. Contributions may cover various phases of analytical operations, including sampling, bioanalysis, electrochemistry, mass spectrometry, microscale and nanoscale systems, environmental analysis, separations, spectroscopy, chemical reactions and selectivity, instrumentation, imaging, surface analysis, and data processing. Papers discussing known analytical methods should present a significant, original application of the method, a notable improvement, or results on an important analyte.
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