• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

蛋白质灵活性在排名ERK2 I型抑制剂亲和力中的重要性:一项计算研究。

Importance of protein flexibility in ranking ERK2 Type I inhibitor affinities: a computational study.

作者信息

Niu Yuzhen, Yao Xiaojun, Ji Hongfang

机构信息

Shandong Provincial Research Center for Bioinformatic Engineering and Technique, College of Life Sciences, Shandong University of Technology Zibo 255049 China

State Key Laboratory of Applied Organic Chemistry, Department of Chemistry, Lanzhou University Lanzhou 730000 China.

出版信息

RSC Adv. 2019 Apr 23;9(22):12441-12454. doi: 10.1039/c9ra01657k. eCollection 2019 Apr 17.

DOI:10.1039/c9ra01657k
PMID:35515820
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9063686/
Abstract

Extracellular-regulated kinase (ERK2) has been regarded as an essential target for various cancers, especially melanoma. Recently, pyrrolidine piperidine derivatives were reported as Type I inhibitors of ERK2, which occupy both the ATP binding pocket and the allosteric pocket. Due to the dynamic behavior of ERK2 upon the binding of Type I inhibitors, it is difficult to predict the binding structures and relative binding potencies of these inhibitors with ERK2 accurately. In this work, the binding mechanism of pyrrolidine piperidines was discussed by using different simulation techniques, including molecular docking, ensemble docking based on multiple receptor conformation, molecular dynamics simulations and free energy calculations. Our computational results show that the traditional docking method cannot predict the relative binding ability of the studied inhibitors with high accuracy, but incorporating ERK2 protein flexibility into docking is an effective method to improve the prediction accuracy. It is worth noting that the binding free energies predicted by MM/GBSA or MM/PBSA based on the MD simulations for the docked poses have the highest correlation with the experimental data, which highlights the importance of protein flexibility for accurately predicting the binding ability of Type I inhibitors of ERK2. In addition, the comprehensive analysis of several representative inhibitors indicates that hydrogen bonds and hydrophobic interactions are of significance for improving the binding affinities of the inhibitors. We hope this work will provide valuable information for further design of novel and efficient Type I ERK2 inhibitors.

摘要

细胞外调节激酶(ERK2)一直被视为各种癌症,尤其是黑色素瘤的重要靶点。最近,吡咯烷哌啶衍生物被报道为ERK2的I型抑制剂,它们占据了ATP结合口袋和别构口袋。由于I型抑制剂结合后ERK2的动态行为,很难准确预测这些抑制剂与ERK2的结合结构和相对结合能力。在这项工作中,通过使用不同的模拟技术,包括分子对接、基于多受体构象的 ensemble对接、分子动力学模拟和自由能计算,讨论了吡咯烷哌啶的结合机制。我们的计算结果表明,传统的对接方法不能高精度地预测所研究抑制剂的相对结合能力,但将ERK2蛋白的灵活性纳入对接是提高预测准确性的有效方法。值得注意的是,基于对接姿势的MD模拟通过MM/GBSA或MM/PBSA预测的结合自由能与实验数据具有最高的相关性,这突出了蛋白灵活性对于准确预测ERK2的I型抑制剂结合能力的重要性。此外,对几种代表性抑制剂的综合分析表明,氢键和疏水相互作用对于提高抑制剂的结合亲和力具有重要意义。我们希望这项工作将为进一步设计新型高效的ERK2的I型抑制剂提供有价值的信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/dbe60bd9ba3c/c9ra01657k-f9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/669467ebc524/c9ra01657k-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/1437dbec8532/c9ra01657k-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/a2994c7e2995/c9ra01657k-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/8df6dd3ef232/c9ra01657k-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/7cc5ba83a1b5/c9ra01657k-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/00d62dbddd69/c9ra01657k-f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/81ce70d70000/c9ra01657k-f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/e84338e2c517/c9ra01657k-f8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/dbe60bd9ba3c/c9ra01657k-f9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/669467ebc524/c9ra01657k-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/1437dbec8532/c9ra01657k-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/a2994c7e2995/c9ra01657k-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/8df6dd3ef232/c9ra01657k-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/7cc5ba83a1b5/c9ra01657k-f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/00d62dbddd69/c9ra01657k-f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/81ce70d70000/c9ra01657k-f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/e84338e2c517/c9ra01657k-f8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1683/9063686/dbe60bd9ba3c/c9ra01657k-f9.jpg

相似文献

1
Importance of protein flexibility in ranking ERK2 Type I inhibitor affinities: a computational study.蛋白质灵活性在排名ERK2 I型抑制剂亲和力中的重要性:一项计算研究。
RSC Adv. 2019 Apr 23;9(22):12441-12454. doi: 10.1039/c9ra01657k. eCollection 2019 Apr 17.
2
Importance of protein flexibility in ranking inhibitor affinities: modeling the binding mechanisms of piperidine carboxamides as Type I1/2 ALK inhibitors.蛋白质灵活性在抑制剂亲和力排序中的重要性:模拟哌啶甲酰胺作为I1/2型ALK抑制剂的结合机制
Phys Chem Chem Phys. 2015 Feb 28;17(8):6098-113. doi: 10.1039/c4cp05440g.
3
Importance of protein flexibility in molecular recognition: a case study on Type-I1/2 inhibitors of ALK.蛋白质柔性在分子识别中的重要性:ALK 型 I1/2 抑制剂的案例研究。
Phys Chem Chem Phys. 2018 Feb 14;20(7):4851-4863. doi: 10.1039/c7cp08241j.
4
Discovery and optimization of triazine derivatives as ROCK1 inhibitors: molecular docking, molecular dynamics simulations and free energy calculations.三嗪衍生物作为ROCK1抑制剂的发现与优化:分子对接、分子动力学模拟及自由能计算
Mol Biosyst. 2013 Mar;9(3):361-74. doi: 10.1039/c2mb25408e. Epub 2013 Jan 23.
5
Assessing the performance of the MM/PBSA and MM/GBSA methods. 6. Capability to predict protein-protein binding free energies and re-rank binding poses generated by protein-protein docking.评估MM/PBSA和MM/GBSA方法的性能。6. 预测蛋白质-蛋白质结合自由能以及对蛋白质-蛋白质对接产生的结合构象进行重新排序的能力。
Phys Chem Chem Phys. 2016 Aug 10;18(32):22129-39. doi: 10.1039/c6cp03670h.
6
Importance of Incorporating Protein Flexibility in Molecule Modeling: A Theoretical Study on Type I NIK Inhibitors.在分子建模中纳入蛋白质灵活性的重要性:I型NIK抑制剂的理论研究
Front Pharmacol. 2019 Apr 9;10:345. doi: 10.3389/fphar.2019.00345. eCollection 2019.
7
Assessing the performance of MM/PBSA and MM/GBSA methods. 9. Prediction reliability of binding affinities and binding poses for protein-peptide complexes.评估 MM/PBSA 和 MM/GBSA 方法的性能。9. 蛋白质-肽复合物结合亲和力和结合构象的预测可靠性。
Phys Chem Chem Phys. 2019 May 15;21(19):10135-10145. doi: 10.1039/c9cp01674k.
8
Understanding microscopic binding of macrophage migration inhibitory factor with phenolic hydrazones by molecular docking, molecular dynamics simulations and free energy calculations.通过分子对接、分子动力学模拟和自由能计算来理解巨噬细胞迁移抑制因子与酚腙的微观结合。
Mol Biosyst. 2012 Sep;8(9):2260-73. doi: 10.1039/c2mb25146a. Epub 2012 Jun 28.
9
Exploring the prominent performance of CX-4945 derivatives as protein kinase CK2 inhibitors by a combined computational study.通过联合计算研究探索CX-4945衍生物作为蛋白激酶CK2抑制剂的卓越性能。
Mol Biosyst. 2014 May;10(5):1196-210. doi: 10.1039/c4mb00013g.
10
Importance of protein flexibility on molecular recognition: modeling binding mechanisms of aminopyrazine inhibitors to Nek2.蛋白质灵活性对分子识别的重要性:氨基吡嗪抑制剂与Nek2结合机制的建模
Phys Chem Chem Phys. 2018 Feb 21;20(8):5591-5605. doi: 10.1039/c7cp07588j.

引用本文的文献

1
Computational study on the mechanism of small molecules inhibiting NLRP3 with ensemble docking and molecular dynamic simulations.基于整体对接和分子动力学模拟的小分子抑制NLRP3机制的计算研究
BMC Pharmacol Toxicol. 2025 Mar 3;26(1):49. doi: 10.1186/s40360-025-00851-0.
2
Design, synthesis and biological evaluation of novel amide-linked 18β-glycyrrhetinic acid derivatives as novel ALK inhibitors.新型酰胺连接的18β-甘草次酸衍生物作为新型ALK抑制剂的设计、合成及生物学评价
RSC Adv. 2020 Mar 23;10(20):11694-11706. doi: 10.1039/d0ra00681e. eCollection 2020 Mar 19.
3
Combining Molecular Dynamics and Docking Simulations to Develop Targeted Protocols for Performing Optimized Virtual Screening Campaigns on The hTRPM8 Channel.

本文引用的文献

1
Assessing the performance of MM/PBSA and MM/GBSA methods. 7. Entropy effects on the performance of end-point binding free energy calculation approaches.评估 MM/PBSA 和 MM/GBSA 方法的性能。7. 熵效应对终点结合自由能计算方法性能的影响。
Phys Chem Chem Phys. 2018 May 30;20(21):14450-14460. doi: 10.1039/c7cp07623a.
2
Design, facile synthesis, and evaluation of novel spiro- and pyrazolo[1,5-c]quinazolines as cholinesterase inhibitors: Molecular docking and MM/GBSA studies.设计、简便合成及新型螺环和吡唑并[1,5-c]喹唑啉类化合物作为胆碱酯酶抑制剂的评价:分子对接和 MM/GBSA 研究。
Comput Biol Chem. 2018 Jun;74:218-229. doi: 10.1016/j.compbiolchem.2018.03.001. Epub 2018 Mar 7.
3
结合分子动力学和对接模拟开发靶向方案,对 hTRPM8 通道进行优化的虚拟筛选研究。
Int J Mol Sci. 2020 Mar 25;21(7):2265. doi: 10.3390/ijms21072265.
4
Comparison of affinity ranking using AutoDock-GPU and MM-GBSA scores for BACE-1 inhibitors in the D3R Grand Challenge 4.使用 AutoDock-GPU 和 MM-GBSA 评分对 D3R Grand Challenge 4 中的 BACE-1 抑制剂进行亲和力排序比较。
J Comput Aided Mol Des. 2019 Dec;33(12):1011-1020. doi: 10.1007/s10822-019-00240-w. Epub 2019 Nov 6.
Importance of protein flexibility in molecular recognition: a case study on Type-I1/2 inhibitors of ALK.
蛋白质柔性在分子识别中的重要性:ALK 型 I1/2 抑制剂的案例研究。
Phys Chem Chem Phys. 2018 Feb 14;20(7):4851-4863. doi: 10.1039/c7cp08241j.
4
Combating Drug-Resistant Mutants of Anaplastic Lymphoma Kinase with Potent and Selective Type-I Inhibitors by Stabilizing Unique DFG-Shifted Loop Conformation.通过稳定独特的DFG位移环构象,用强效且选择性的I型抑制剂对抗间变性淋巴瘤激酶的耐药突变体。
ACS Cent Sci. 2017 Nov 22;3(11):1208-1220. doi: 10.1021/acscentsci.7b00419. Epub 2017 Nov 3.
5
Revealing inhibition difference between PFI-2 enantiomers against SETD7 by molecular dynamics simulations, binding free energy calculations and unbinding pathway analysis.通过分子动力学模拟、结合自由能计算和非结合途径分析揭示 PFI-2 对映体对 SETD7 的抑制差异。
Sci Rep. 2017 Apr 18;7:46547. doi: 10.1038/srep46547.
6
Free Energy Calculations by the Molecular Mechanics Poisson-Boltzmann Surface Area Method.通过分子力学泊松-玻尔兹曼表面积法进行自由能计算。
Mol Inform. 2012 Feb;31(2):114-22. doi: 10.1002/minf.201100135. Epub 2012 Jan 10.
7
Discovery of (S)-1-(1-(4-Chloro-3-fluorophenyl)-2-hydroxyethyl)-4-(2-((1-methyl-1H-pyrazol-5-yl)amino)pyrimidin-4-yl)pyridin-2(1H)-one (GDC-0994), an Extracellular Signal-Regulated Kinase 1/2 (ERK1/2) Inhibitor in Early Clinical Development.(S)-1-(1-(4-氯-3-氟苯基)-2-羟乙基)-4-(2-((1-甲基-1H-吡唑-5-基)氨基)嘧啶-4-基)吡啶-2(1H)-酮(GDC-0994)的发现,一种处于早期临床开发阶段的细胞外信号调节激酶1/2(ERK1/2)抑制剂
J Med Chem. 2016 Jun 23;59(12):5650-60. doi: 10.1021/acs.jmedchem.6b00389. Epub 2016 Jun 7.
8
Definitive Metabolite Identification Coupled with Automated Ligand Identification System (ALIS) Technology: A Novel Approach to Uncover Structure-Activity Relationships and Guide Drug Design in a Factor IXa Inhibitor Program.确证代谢物鉴定结合自动化配体鉴定系统(ALIS)技术:一种揭示结构-活性关系并指导因子 IXa 抑制剂项目中药物设计的新方法。
J Med Chem. 2016 Mar 10;59(5):1818-29. doi: 10.1021/acs.jmedchem.5b01293. Epub 2016 Feb 22.
9
Discovery of hydroxyaniline amides as selective Extracellular Regulated Kinase (Erk) inhibitors.羟基苯胺酰胺作为选择性细胞外调节激酶(Erk)抑制剂的发现。
Bioorg Med Chem Lett. 2015 Apr 1;25(7):1627-9. doi: 10.1016/j.bmcl.2015.01.049. Epub 2015 Feb 4.
10
Importance of protein flexibility in ranking inhibitor affinities: modeling the binding mechanisms of piperidine carboxamides as Type I1/2 ALK inhibitors.蛋白质灵活性在抑制剂亲和力排序中的重要性:模拟哌啶甲酰胺作为I1/2型ALK抑制剂的结合机制
Phys Chem Chem Phys. 2015 Feb 28;17(8):6098-113. doi: 10.1039/c4cp05440g.