Identification of Potential Selective PAK4 Inhibitors Through Shape and Protein Conformation Ensemble Screening and Electrostatic-Surface-Matching Optimization.

IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Current Issues in Molecular Biology Pub Date : 2025-01-06 DOI:10.3390/cimb47010029
Xiaoxuan Zhang, Meile Zhang, Yihao Li, Ping Deng
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Abstract

P21-activated kinase 4 (PAK4) plays a crucial role in the proliferation and metastasis of various cancers. However, developing selective PAK4 inhibitors remains challenging due to the high homology within the PAK family. Therefore, developing highly selective PAK4 inhibitors is critical to overcoming the limitations of existing inhibitors. We analyzed the structural differences in the binding pockets of PAK1 and PAK4 by combining cross-docking and molecular dynamics simulations to identify key binding regions and unique structural features of PAK4. We then performed screening using shape and protein conformation ensembles, followed by a re-evaluation of the docking results with deep-learning-driven GNINA to identify the candidate molecule, STOCK7S-56165. Based on this, we applied a fragment-replacement strategy under electrostatic-surface-matching conditions to obtain Compd 26. This optimization significantly improved electrostatic interactions and reduced binding energy, highlighting its potential for selectivity. Our findings provide a novel approach for developing selective PAK4 inhibitors and lay the theoretical foundation for future anticancer drug design.

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通过形状和蛋白质构象集合筛选和静电表面匹配优化鉴定潜在选择性PAK4抑制剂。
p21活化激酶4 (PAK4)在多种癌症的增殖和转移中起着至关重要的作用。然而,由于PAK4家族的高度同源性,开发选择性PAK4抑制剂仍然具有挑战性。因此,开发高选择性PAK4抑制剂对于克服现有抑制剂的局限性至关重要。我们结合交叉对接和分子动力学模拟,分析了PAK1和PAK4结合袋的结构差异,确定了PAK4的关键结合区和独特的结构特征。然后,我们使用形状和蛋白质构象集合进行筛选,然后使用深度学习驱动的GNINA对对接结果进行重新评估,以确定候选分子STOCK7S-56165。在此基础上,我们采用了静电表面匹配条件下的碎片替换策略,得到了Compd 26。这种优化显著改善了静电相互作用,降低了结合能,突出了其选择性的潜力。我们的发现为开发选择性PAK4抑制剂提供了新的途径,并为未来的抗癌药物设计奠定了理论基础。
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来源期刊
Current Issues in Molecular Biology
Current Issues in Molecular Biology 生物-生化研究方法
CiteScore
2.90
自引率
3.20%
发文量
380
审稿时长
>12 weeks
期刊介绍: Current Issues in Molecular Biology (CIMB) is a peer-reviewed journal publishing review articles and minireviews in all areas of molecular biology and microbiology. Submitted articles are subject to an Article Processing Charge (APC) and are open access immediately upon publication. All manuscripts undergo a peer-review process.
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