Anwar Abuelrub, , , Ismail Erol, , and , Serdar Durdağı*,
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In this study, we investigated the structural dynamics of the WDR5-MLL1 complex and aimed to identify potential small-molecule inhibitors targeting the WIN site, to develop novel therapeutic strategies for leukemia and other WDR5 protein-dysregulated cancers. Utilizing the crystal structures of the WDR5 and MLL1, we screened around one million synthetically available compounds from ChemDiv, Enamine, and Specs small molecule libraries. The computational analysis was conducted through comprehensive all-atom molecular dynamics (MD) simulations to evaluate ligand–receptor interaction affinities and involved binding residues. The simulations revealed key participating amino acid residues while quantifying binding affinities using the Molecular Mechanics-Generalized Born Surface Area (MM-GBSA) approach. Steered molecular dynamics (sMD) simulations were further conducted to assess the stability of ligand–receptor interactions of the selected top-compounds. Additionally, novel potential compounds were generated using BRICS fragmentation and Monte Carlo tree search algorithms. Our analysis revealed diverse interaction patterns and potential inhibitory mechanism among the screened compounds. Several compounds, such as Z88418521 and Z116334910, displayed stronger predicted binding affinities than the reference molecule IA9, exhibiting competitive and allosteric modulation of the WDR5-MLL1 complex interaction. A thorough analysis of WDR5 protein and WDR5-MLL1 interactions and their conformational changes offered valuable perspectives on targeting the WDR5-MLL1 complex interaction. Thus, this study profiles the molecular alterations that occur during WDR5-MLL1 complex inhibition, offering crucial mechanistic insights that establish a solid framework for developing targeted treatments for MLL-rearranged leukemia. 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引用次数: 0
摘要
WD Repeat-containing protein 5 (WDR5)是混合谱系白血病(MLL)复合体的重要伴侣,对表观遗传调控至关重要,与各种癌症,特别是白血病有关。恶性组织中WDR5的过表达与不良临床结果和癌细胞增殖增强有关。它与MLL1蛋白的相互作用通过WDR5蛋白发生,WDR5蛋白对MLL复合物的甲基转移酶活性至关重要。最近的研究强调WIN位点是一个有希望的治疗靶点,特别是对于mll重排白血病。在这项研究中,我们研究了WDR5- mll1复合物的结构动力学,旨在鉴定针对WIN位点的潜在小分子抑制剂,以开发针对白血病和其他WDR5蛋白失调癌症的新治疗策略。利用WDR5和MLL1的晶体结构,我们从ChemDiv、Enamine和Specs小分子文库中筛选了大约100万种合成化合物。计算分析通过全面的全原子分子动力学(MD)模拟来评估配体-受体相互作用的亲和力和涉及的结合残基。利用分子力学-广义出生表面积(MM-GBSA)方法定量结合亲和力,模拟结果揭示了关键参与氨基酸残基。通过定向分子动力学(sMD)模拟进一步评估了所选顶化合物配体-受体相互作用的稳定性。此外,利用金砖四国碎片化和蒙特卡罗树搜索算法生成了新的潜在化合物。我们的分析揭示了筛选的化合物之间不同的相互作用模式和潜在的抑制机制。一些化合物,如Z88418521和Z116334910,显示出比参考分子IA9更强的预测结合亲和力,表现出对WDR5-MLL1复合物相互作用的竞争和变弹性调节。深入分析WDR5蛋白与WDR5- mll1相互作用及其构象变化,为靶向WDR5- mll1复合体相互作用提供了有价值的视角。因此,本研究描述了WDR5-MLL1复合物抑制期间发生的分子改变,提供了关键的机制见解,为开发针对mll重排白血病的靶向治疗建立了坚实的框架。所鉴定的化合物所表现出的独特的结合特性和构象动力学为未来白血病干预的实验方法提供了令人信服的基础。
A Novel Multi-Tiered Hybrid Virtual Screening Pipeline for the Discovery of WDR5-MLL1 Interaction Disruptors in Precision Cancer Therapy
WD Repeat-containing protein 5 (WDR5) is a critical companion for the mixed lineage leukemia (MLL) complex, essential for epigenetic regulation and implicated in various cancers, particularly leukemia. Overexpression of WDR5 in malignant tissues is linked to poor clinical outcomes and enhanced cancer cell proliferation. Its interaction with the MLL1 protein occurs via the WDR5 protein, which is vital for the MLL complex’s methyltransferase activity. Recent studies highlight the WIN site as a promising therapeutic target, especially for MLL-rearranged leukemia. In this study, we investigated the structural dynamics of the WDR5-MLL1 complex and aimed to identify potential small-molecule inhibitors targeting the WIN site, to develop novel therapeutic strategies for leukemia and other WDR5 protein-dysregulated cancers. Utilizing the crystal structures of the WDR5 and MLL1, we screened around one million synthetically available compounds from ChemDiv, Enamine, and Specs small molecule libraries. The computational analysis was conducted through comprehensive all-atom molecular dynamics (MD) simulations to evaluate ligand–receptor interaction affinities and involved binding residues. The simulations revealed key participating amino acid residues while quantifying binding affinities using the Molecular Mechanics-Generalized Born Surface Area (MM-GBSA) approach. Steered molecular dynamics (sMD) simulations were further conducted to assess the stability of ligand–receptor interactions of the selected top-compounds. Additionally, novel potential compounds were generated using BRICS fragmentation and Monte Carlo tree search algorithms. Our analysis revealed diverse interaction patterns and potential inhibitory mechanism among the screened compounds. Several compounds, such as Z88418521 and Z116334910, displayed stronger predicted binding affinities than the reference molecule IA9, exhibiting competitive and allosteric modulation of the WDR5-MLL1 complex interaction. A thorough analysis of WDR5 protein and WDR5-MLL1 interactions and their conformational changes offered valuable perspectives on targeting the WDR5-MLL1 complex interaction. Thus, this study profiles the molecular alterations that occur during WDR5-MLL1 complex inhibition, offering crucial mechanistic insights that establish a solid framework for developing targeted treatments for MLL-rearranged leukemia. The distinctive binding characteristics and conformational dynamics exhibited by the identified compounds provide a compelling foundation for future experimental approaches to leukemia intervention.
ACS OmegaChemical Engineering-General Chemical Engineering
CiteScore
6.60
自引率
4.90%
发文量
3945
审稿时长
2.4 months
期刊介绍:
ACS Omega is an open-access global publication for scientific articles that describe new findings in chemistry and interfacing areas of science, without any perceived evaluation of immediate impact.