G. Sartori, Aline Albuquerque, Andrielly Santos-Costa, Luca Milério Andrade, D. Almeida, E. Gaieta, J. Sampaio, V. Albuquerque, João Hermínio Martins da Silva
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Thus, we aimed to computationally predict the binding mode of flavonoid molecules with PD-1 and/or PD-L1 proteins using unbiased computational methodologies such as blind docking and supervised molecular dynamics simulation. The molecular interactions and dynamics of these predicted poses of protein-flavonoid complexes were further analyzed through multiple molecular dynamics simulations. This information, corroborated with the IC50 and KD values from available literature, was used to perform molecular matched-pair analysis to comprehensively describe the main interactions governing the inhibition of the complex PD-1/PD-L1 by the flavonoid scaffold. By analyzing the effect of substitutions in such a scaffold, we observed a clear correspondence with literature binding assays. Thus, we propose, for dimeric PD-L1, that the 7-O-glucoside forces the molecule displacement in the dimer interface. Furthermore, the 3-OH plays an essential role in stabilizing the buried binding mode by water-bridged hydrogen bonds with Asp122 and Gln66 in both extremities of the pocket. In PD-1, we suggest that flavonoids could bind through the BC loop by inducing a flip of Phe56 after a conformational change of the Asn58 glycosylation. 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引用次数: 0
摘要
黄酮类化合物是一类广泛存在于药用植物和膳食植物中的天然产物。它们的药理用途显示出,在其他流行疾病中,有可能降低不同类型癌症的风险。它们的分子支架抑制PD-1/PD-L1轴,PD-1/PD-L1轴是与癌细胞适应性免疫抵抗相关的重要途径,已成为开发新的癌症免疫疗法的靶点。然而,尽管类黄酮- pd -1/PD-L1相互作用的动力学和热力学实验数据是可用的,但在原子水平上它们的结合模式仍然缺乏可靠的信息。因此,我们旨在通过盲对接和监督分子动力学模拟等无偏计算方法,计算预测类黄酮分子与PD-1和/或PD-L1蛋白的结合模式。通过多个分子动力学模拟,进一步分析了蛋白质-类黄酮复合物的分子相互作用和动力学。这一信息与现有文献中的IC50和KD值相证实,并用于进行分子配对分析,以全面描述类黄酮支架抑制复合物PD-1/PD-L1的主要相互作用。通过分析这种支架中取代的影响,我们观察到与文献结合分析的明确对应。因此,我们提出,对于二聚体PD-L1, 7- o -葡萄糖苷迫使二聚体界面中的分子位移。此外,3-OH在稳定与Asp122和Gln66在口袋两端的水桥氢键的埋藏结合模式中起着重要作用。在PD-1中,我们认为黄酮类化合物可以通过BC环结合,在Asn58糖基化构象改变后诱导Phe56翻转。因此,我们的研究结果提供了有关类黄酮与PD-1检查点通路蛋白络合时的相互作用和动力学的前所未有的信息,并为开发具有选择性抗癌活性的新型类黄酮衍生物铺平了道路。
In silico mapping of the dynamic interactions and structure-activity relationship of flavonoid compounds against the immune checkpoint programmed-cell death 1 pathway
Flavonoids are a class of natural products widely available in medicinal and dietary plants. Their pharmacological use has shown the potential to reduce the risk of different types of cancer, among other prevalent diseases. Their molecular scaffold inhibits the PD-1/PD-L1 axis, an important pathway related to the adaptive immune resistance of cancer cells already targeted for developing new cancer immunotherapy. However, despite the availability of kinetic and thermodynamic experimental data on the flavonoid–PD-1/PD-L1 interaction, there is still a lack of reliable information about their binding mode at the atomic level. Thus, we aimed to computationally predict the binding mode of flavonoid molecules with PD-1 and/or PD-L1 proteins using unbiased computational methodologies such as blind docking and supervised molecular dynamics simulation. The molecular interactions and dynamics of these predicted poses of protein-flavonoid complexes were further analyzed through multiple molecular dynamics simulations. This information, corroborated with the IC50 and KD values from available literature, was used to perform molecular matched-pair analysis to comprehensively describe the main interactions governing the inhibition of the complex PD-1/PD-L1 by the flavonoid scaffold. By analyzing the effect of substitutions in such a scaffold, we observed a clear correspondence with literature binding assays. Thus, we propose, for dimeric PD-L1, that the 7-O-glucoside forces the molecule displacement in the dimer interface. Furthermore, the 3-OH plays an essential role in stabilizing the buried binding mode by water-bridged hydrogen bonds with Asp122 and Gln66 in both extremities of the pocket. In PD-1, we suggest that flavonoids could bind through the BC loop by inducing a flip of Phe56 after a conformational change of the Asn58 glycosylation. Hence, our results introduced unprecedented information on flavonoid interaction and dynamics when complexed with PD-1 checkpoint pathway proteins and can pave the road for developing new flavonoid derivatives with selective anticancer activity.